<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"
	xmlns:content="http://purl.org/rss/1.0/modules/content/"
	xmlns:wfw="http://wellformedweb.org/CommentAPI/"
	xmlns:dc="http://purl.org/dc/elements/1.1/"
	xmlns:atom="http://www.w3.org/2005/Atom"
	xmlns:sy="http://purl.org/rss/1.0/modules/syndication/"
	xmlns:slash="http://purl.org/rss/1.0/modules/slash/"
	>

<channel>
	<title>PowerBI Archives - Collective Intelligence</title>
	<atom:link href="https://www.collectiveintelligence.com/category/powerbi/feed/" rel="self" type="application/rss+xml" />
	<link>https://www.collectiveintelligence.com/category/powerbi/</link>
	<description>Powering Your Digital Transformation</description>
	<lastBuildDate>Wed, 07 May 2025 18:21:57 +0000</lastBuildDate>
	<language>en-US</language>
	<sy:updatePeriod>
	hourly	</sy:updatePeriod>
	<sy:updateFrequency>
	1	</sy:updateFrequency>
	<generator>https://wordpress.org/?v=6.9.4</generator>

<image>
	<url>https://www.collectiveintelligence.com/wp-content/uploads/2022/12/cropped-ci-favicon-v004-32x32.png</url>
	<title>PowerBI Archives - Collective Intelligence</title>
	<link>https://www.collectiveintelligence.com/category/powerbi/</link>
	<width>32</width>
	<height>32</height>
</image> 
	<item>
		<title>Building a Future-Ready Data Estate</title>
		<link>https://www.collectiveintelligence.com/building-a-future-ready-data-estate/</link>
		
		<dc:creator><![CDATA[Michelle Driscoll]]></dc:creator>
		<pubDate>Wed, 07 May 2025 18:21:57 +0000</pubDate>
				<category><![CDATA[Data Analytics]]></category>
		<category><![CDATA[Fabric]]></category>
		<category><![CDATA[Insights]]></category>
		<category><![CDATA[PowerBI]]></category>
		<category><![CDATA[Business Intelligence]]></category>
		<category><![CDATA[Cloud Storage]]></category>
		<category><![CDATA[Data Architecture]]></category>
		<category><![CDATA[Data Estate]]></category>
		<category><![CDATA[Data Governance]]></category>
		<category><![CDATA[Data Management]]></category>
		<category><![CDATA[Data Strategy]]></category>
		<category><![CDATA[Databricks]]></category>
		<category><![CDATA[Microsoft Fabric]]></category>
		<category><![CDATA[Real-Time Analytics]]></category>
		<guid isPermaLink="false">https://www.collectiveintelligence.com/?p=7805</guid>

					<description><![CDATA[<p>Have you ever wondered how some companies seem to effortlessly manage and leverage vast amounts of data? Meanwhile, others struggle to keep up. In contrast, imagine a bustling city where each piece of data is a building block. The city&#8217;s success depends on how well these blocks are organized and utilized. Businesses consider a well-designed [&#8230;]</p>
<p>The post <a href="https://www.collectiveintelligence.com/building-a-future-ready-data-estate/">Building a Future-Ready Data Estate</a> appeared first on <a href="https://www.collectiveintelligence.com">Collective Intelligence</a>.</p>
]]></description>
										<content:encoded><![CDATA[		<div data-elementor-type="wp-post" data-elementor-id="7805" class="elementor elementor-7805" data-elementor-settings="{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}" data-elementor-post-type="post">
				<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-59468b9 e-flex e-con-boxed e-con e-parent" data-id="59468b9" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-577f0df elementor-widget elementor-widget-image" data-id="577f0df" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img fetchpriority="high" decoding="async" width="1024" height="682" src="https://www.collectiveintelligence.com/wp-content/uploads/2025/04/Modern-Data-Mgmt-Cover-1024x682.png" class="attachment-large size-large wp-image-7815" alt="" srcset="https://www.collectiveintelligence.com/wp-content/uploads/2025/04/Modern-Data-Mgmt-Cover-1024x682.png 1024w, https://www.collectiveintelligence.com/wp-content/uploads/2025/04/Modern-Data-Mgmt-Cover-300x200.png 300w, https://www.collectiveintelligence.com/wp-content/uploads/2025/04/Modern-Data-Mgmt-Cover-768x512.png 768w, https://www.collectiveintelligence.com/wp-content/uploads/2025/04/Modern-Data-Mgmt-Cover-1536x1023.png 1536w, https://www.collectiveintelligence.com/wp-content/uploads/2025/04/Modern-Data-Mgmt-Cover.png 1609w" sizes="(max-width: 1024px) 100vw, 1024px" />															</div>
				</div>
				<div class="elementor-element elementor-element-e547b58 elementor-widget elementor-widget-text-editor" data-id="e547b58" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span class="NormalTextRun SCXW83537343 BCX0">Have you ever wondered how some companies seem to effortlessly manage and </span><span class="NormalTextRun SCXW83537343 BCX0">leverage</span><span class="NormalTextRun SCXW83537343 BCX0"> vast amounts of data</span><span class="NormalTextRun SCXW83537343 BCX0">?</span> <span class="NormalTextRun SCXW83537343 BCX0">Mean</span><span class="NormalTextRun SCXW83537343 BCX0">while</span><span class="NormalTextRun SCXW83537343 BCX0">,</span><span class="NormalTextRun SCXW83537343 BCX0"> others struggle to keep up</span><span class="NormalTextRun SCXW83537343 BCX0">.</span><span class="NormalTextRun SCXW83537343 BCX0"> In contrast, imagine a bustling city where e</span><span class="NormalTextRun SCXW83537343 BCX0">ach</span><span class="NormalTextRun SCXW83537343 BCX0"> piece of data is a building block</span><span class="NormalTextRun SCXW83537343 BCX0">.</span> <span class="NormalTextRun SCXW83537343 BCX0">T</span><span class="NormalTextRun SCXW83537343 BCX0">he city&#8217;s success depends on how well these blocks are organized and </span><span class="NormalTextRun SCXW83537343 BCX0">utilized</span><span class="NormalTextRun SCXW83537343 BCX0">. Businesses consider a well-designed future-ready data estate essential for effective modern data management.</span><span class="NormalTextRun SCXW83537343 BCX0"> </span><span class="NormalTextRun SCXW83537343 BCX0">Below you will discover critical elements and strategies for </span><span class="NormalTextRun SCXW83537343 BCX0">building a future-ready data estate</span><span class="NormalTextRun SCXW83537343 BCX0">.</span></p>								</div>
				</div>
				<div class="elementor-element elementor-element-b95c054 elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="b95c054" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
				<div class="elementor-widget-container">
							<div class="elementor-divider">
			<span class="elementor-divider-separator">
						</span>
		</div>
						</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-7e2533a e-flex e-con-boxed e-con e-parent" data-id="7e2533a" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-9b9af98 elementor-widget elementor-widget-heading" data-id="9b9af98" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default">Key Components of a Data Estate</h2>				</div>
				</div>
				<div class="elementor-element elementor-element-2d5a7ab elementor-widget elementor-widget-image" data-id="2d5a7ab" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" src="https://www.collectiveintelligence.com/wp-content/uploads/elementor/thumbs/Key-Components-of-a-Data-Estate-r513vlst840gvr6ze5cffehjv56sdfyy6fm4lr4fbq.png" title="Key Components of a Data Estate" alt="Key Components of a Data Estate" loading="lazy" />															</div>
				</div>
				<div class="elementor-element elementor-element-9b43d27 elementor-widget elementor-widget-text-editor" data-id="9b43d27" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span class="TextRun SCXW200438917 BCX0" lang="EN-US" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW200438917 BCX0">To begin with, several key components are involved in building a robust data estate:</span></span></p>								</div>
				</div>
				<div class="elementor-element elementor-element-9e5a6e3 elementor-widget elementor-widget-heading" data-id="9e5a6e3" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Data Sources</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-76afc1d elementor-widget elementor-widget-text-editor" data-id="76afc1d" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<ul><li><b><span data-contrast="auto">Business Applications</span></b><span data-contrast="auto">: ERP systems, CRM systems, and other enterprise applications generate valuable data for organizations.</span><span data-ccp-props="{}"> </span></li><li><b><span data-contrast="auto">Legacy Systems: </span></b><span data-contrast="auto">Many organizations still rely on legacy systems for critical business operations. These systems often contain valuable historical data that needs to be integrated into the modern data estate. Integrating legacy systems can be challenging due to outdated technology and data formats, but it is essential for a comprehensive data strategy.</span><span data-ccp-props="{}"> </span></li><li><b><span data-contrast="auto">IoT Devices</span></b><span data-contrast="auto">: Data is collected by Internet of Things (IoT) devices from various sensors and connected equipment. These devices provide real-time insights for businesses.</span><span data-ccp-props="{}"> </span></li><li><b><span data-contrast="auto">External Data Sources</span></b><span data-contrast="auto">: Market data, social media feeds, and public data sets enrich internal data assets.</span></li></ul>								</div>
				</div>
				<div class="elementor-element elementor-element-8770119 elementor-widget elementor-widget-heading" data-id="8770119" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Storage Solutions</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-968a1c1 elementor-widget elementor-widget-text-editor" data-id="968a1c1" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<ul><li><b><span data-contrast="auto">On-Premises Storage</span></b><span data-contrast="auto">: Traditional data centers and local servers offer direct control over data within physical infrastructure.</span><span data-ccp-props="{}"> </span></li><li><b><span data-contrast="auto">Cloud Storage</span></b><span data-contrast="auto">: Solutions such as Microsoft Azure, AWS, and Google Cloud offer scalability and flexibility without large infrastructure investments.</span><span data-ccp-props="{}"> </span></li><li><b><span data-contrast="auto">Hybrid Storage</span></b><span data-contrast="auto">: On-premises and cloud storage approaches are combined here. This offers the benefits from both storage methodologies.</span></li></ul>								</div>
				</div>
				<div class="elementor-element elementor-element-1abc2b1 elementor-widget elementor-widget-heading" data-id="1abc2b1" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Data Processing and Analytic Tools</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-f3731d6 elementor-widget elementor-widget-text-editor" data-id="f3731d6" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<ul><li><b><span data-contrast="auto">ETL Tools</span></b><span data-contrast="auto">: Extract, Transform, Load tools integrate data from various sources, transforming raw data into usable formats for analysis.</span><span data-ccp-props="{}"> </span></li><li><b><span data-contrast="auto">Data Warehouses</span></b><span data-contrast="auto">: Central repositories for structured data storage are served here. Data warehouses organize information for efficient querying and reporting.</span><span data-ccp-props="{}"> </span></li><li><b><span data-contrast="auto">Data Lakes</span></b><span data-contrast="auto">: These repositories hold vast amounts of raw data in native format. Data lakes accommodate structured, semi-structured, and unstructured information.</span><span data-ccp-props="{}"> </span></li><li><strong><span class="TextRun SCXW6750876 BCX0" lang="EN-US" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW6750876 BCX0">Analytics Platforms</span></span></strong><span class="TextRun SCXW6750876 BCX0" lang="EN-US" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW6750876 BCX0">: </span><span class="NormalTextRun SCXW6750876 BCX0">Comprehensive </span><span class="NormalTextRun SCXW6750876 BCX0">analysis is enabled by tools like Microsoft Power BI, Tableau, and Databricks. Analytics platforms transform raw data into visual insights.</span><span class="NormalTextRun SCXW6750876 BCX0"> These visualizations simplify complex data, revealing patterns and trends that might be missed in raw formats, leading to a deeper understanding and better use of data. Furthermore, visual insights foster collaboration, enhance retention of information, and can even improve productivity.</span></span></li></ul>								</div>
				</div>
				<div class="elementor-element elementor-element-23c6696 elementor-widget-divider--separator-type-pattern elementor-widget-divider--no-spacing elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="23c6696" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
				<div class="elementor-widget-container">
							<div class="elementor-divider" style="--divider-pattern-url: url(&quot;data:image/svg+xml,%3Csvg xmlns=&#039;http://www.w3.org/2000/svg&#039; preserveAspectRatio=&#039;none&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 24 24&#039; fill=&#039;black&#039; stroke=&#039;none&#039;%3E%3Cpath d=&#039;M24,8v12H0V8H24z M24,4v1H0V4H24z&#039;/%3E%3C/svg%3E&quot;);">
			<span class="elementor-divider-separator">
						</span>
		</div>
						</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-e8a2e17 e-flex e-con-boxed e-con e-parent" data-id="e8a2e17" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-40a1adf elementor-widget elementor-widget-heading" data-id="40a1adf" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default">Data Quality Management</h2>				</div>
				</div>
				<div class="elementor-element elementor-element-561b11f elementor-widget elementor-widget-image" data-id="561b11f" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" src="https://www.collectiveintelligence.com/wp-content/uploads/elementor/thumbs/Data-Quality-Managment-r513txn52pq48pmd5fcazto1uhfaotc4m5v1w1lmdy.png" title="Data Quality Managment" alt="Data Quality Managment" loading="lazy" />															</div>
				</div>
				<div class="elementor-element elementor-element-6677fce elementor-widget elementor-widget-text-editor" data-id="6677fce" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span class="TextRun SCXW215093453 BCX0" lang="EN-US" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW215093453 BCX0">Importantly, maintaining high-quality data is fundamental to deriving value from your data estate. Without proper quality controls, even the most sophisticated analytics tools will produce unreliable results—remember the adage &#8220;garbage in, garbage out.&#8221; Implementing comprehensive data quality management ensures your organization can trust the insights generated from your data assets.</span></span></p>								</div>
				</div>
				<div class="elementor-element elementor-element-4d0ac4f elementor-widget elementor-widget-heading" data-id="4d0ac4f" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Quality Assurance Processes</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-5f3b22e elementor-widget elementor-widget-text-editor" data-id="5f3b22e" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<ul><li><strong>Data Profiling</strong>: Examine data to understand its structure, content, and quality. Use statistical analysis to identify anomalies, outliers, and patterns that may indicate quality issues.</li><li><strong>Standardization</strong>: Establish consistent formats for names, addresses, dates, and other common data elements across all systems and sources.</li><li><strong>Deduplication</strong>: Identify and eliminate duplicate records that can skew analytics and waste storage resources. Implement matching algorithms to detect similar records that might represent the same entity.</li></ul>								</div>
				</div>
				<div class="elementor-element elementor-element-5665728 elementor-widget elementor-widget-heading" data-id="5665728" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Monitoring and Maintenance</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-7bb21ee elementor-widget elementor-widget-text-editor" data-id="7bb21ee" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<ul><li><strong>Quality Metrics</strong>: Define key performance indicators (KPIs) for data quality, such as completeness, accuracy, consistency, timeliness, and validity.</li><li><strong>Automated Validation</strong>: Implement real-time validation rules to catch errors at the point of data entry or ingestion.</li><li><strong>Data Stewardship</strong>: Assign responsibility for ongoing quality monitoring and issue resolution to designated data stewards who understand both the technical and business context of the data.</li></ul>								</div>
				</div>
				<div class="elementor-element elementor-element-4a8c27e elementor-widget elementor-widget-heading" data-id="4a8c27e" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Remediation Strategies</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-8c79a2d elementor-widget elementor-widget-text-editor" data-id="8c79a2d" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<ul><li><strong>Cleansing Workflows</strong>: Establish automated processes to correct common errors, standardize formats, and enrich data with missing elements.</li><li><strong>Root Cause Analysis</strong>: When quality issues arise, trace them to their source to prevent recurrence rather than simply fixing the symptoms.</li><li><strong>Feedback Loops</strong>: Create mechanisms for users to report data quality issues they encounter, closing the loop between data consumers and producers.</li></ul>								</div>
				</div>
				<div class="elementor-element elementor-element-80ea6cd elementor-widget-divider--separator-type-pattern elementor-widget-divider--no-spacing elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="80ea6cd" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
				<div class="elementor-widget-container">
							<div class="elementor-divider" style="--divider-pattern-url: url(&quot;data:image/svg+xml,%3Csvg xmlns=&#039;http://www.w3.org/2000/svg&#039; preserveAspectRatio=&#039;none&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 24 24&#039; fill=&#039;black&#039; stroke=&#039;none&#039;%3E%3Cpath d=&#039;M24,8v12H0V8H24z M24,4v1H0V4H24z&#039;/%3E%3C/svg%3E&quot;);">
			<span class="elementor-divider-separator">
						</span>
		</div>
						</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-5d6c8ce e-flex e-con-boxed e-con e-parent" data-id="5d6c8ce" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-9db56cb elementor-widget elementor-widget-heading" data-id="9db56cb" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default">Best Practices for Designing a Data Estate</h2>				</div>
				</div>
				<div class="elementor-element elementor-element-c81df6e elementor-widget elementor-widget-text-editor" data-id="c81df6e" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span class="TextRun SCXW86731050 BCX0" lang="EN-US" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW86731050 BCX0">Moving forward, to build a robust future-ready data estate, consider the following best practices:</span></span></p>								</div>
				</div>
				<div class="elementor-element elementor-element-93cd92f elementor-widget elementor-widget-heading" data-id="93cd92f" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Scalability</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-24b67c4 elementor-widget elementor-widget-image" data-id="24b67c4" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" src="https://www.collectiveintelligence.com/wp-content/uploads/elementor/thumbs/Scalability-r1u9j0y95u8wygrl7a7hew2q9bkpu6qlvooz06rrb0.png" title="Scalability" alt="Scalability" loading="lazy" />															</div>
				</div>
				<div class="elementor-element elementor-element-c81a5b2 elementor-widget elementor-widget-text-editor" data-id="c81a5b2" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<ul><li>Design the data estate to handle growing data volumes and increased demand.</li><li>Implement scalable data processing tools for efficient management of large datasets.</li><li>Ensure infrastructure can grow alongside business requirements.</li></ul>								</div>
				</div>
				<div class="elementor-element elementor-element-5e47540 elementor-widget elementor-widget-heading" data-id="5e47540" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Flexibility</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-0b94e82 elementor-widget elementor-widget-image" data-id="0b94e82" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" src="https://www.collectiveintelligence.com/wp-content/uploads/elementor/thumbs/Flexibility-r513vaimolvhzhsay2tf22ssgakdyjeamsymevr858.png" title="Flexibility" alt="Flexibility" loading="lazy" />															</div>
				</div>
				<div class="elementor-element elementor-element-16f7c90 elementor-widget elementor-widget-text-editor" data-id="16f7c90" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<ul><li>Choose storage solutions that support various data types and formats, such as structured, semi-structured, and unstructured.</li><li>Use flexible integration tools that connect to multiple sources.</li><li>Ensure systems can adapt to changing business requirements over time.</li></ul>								</div>
				</div>
				<div class="elementor-element elementor-element-0a73688 elementor-widget elementor-widget-heading" data-id="0a73688" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Cost-Effectiveness</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-39b490d elementor-widget elementor-widget-image" data-id="39b490d" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" src="https://www.collectiveintelligence.com/wp-content/uploads/elementor/thumbs/Cost-Effectiveness-r513uk75d8vgyeuj7rfv49fvti63z0ht76p0z4u8zg.png" title="Cost-Effectiveness" alt="Cost-Effectiveness" loading="lazy" />															</div>
				</div>
				<div class="elementor-element elementor-element-9680af1 elementor-widget elementor-widget-text-editor" data-id="9680af1" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<ul><li>Optimize storage costs by combining on-premises and cloud solutions.</li><li>Store frequently accessed data in the cloud and less critical data on-premises.</li><li>Implement data archiving and tiering strategies for better cost management. Organizations should allocate resources based on data importance and usage.</li></ul>								</div>
				</div>
				<div class="elementor-element elementor-element-1cc2d65 elementor-widget elementor-widget-heading" data-id="1cc2d65" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Data Governance</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-b1d34df elementor-widget elementor-widget-image" data-id="b1d34df" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" src="https://www.collectiveintelligence.com/wp-content/uploads/elementor/thumbs/Data-Governance-r513un0nxqzbx8qfranqtqq9lns7m3t07knheyq2gs.png" title="Data Governance" alt="Data Governance" loading="lazy" />															</div>
				</div>
				<div class="elementor-element elementor-element-547ccc9 elementor-widget elementor-widget-text-editor" data-id="547ccc9" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<ul><li>Establish governance policies to ensure quality, security, and compliance.</li><li>Clearly define data ownership, access controls, and stewardship roles.</li><li>Implement cataloging tools to maintain an inventory of data assets. Teams should track metadata to improve discoverability and understanding across the organization.</li></ul>								</div>
				</div>
				<div class="elementor-element elementor-element-8476577 elementor-widget elementor-widget-heading" data-id="8476577" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Security and Compliance</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-92da3ab elementor-widget elementor-widget-image" data-id="92da3ab" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" src="https://www.collectiveintelligence.com/wp-content/uploads/elementor/thumbs/Compliance-and-Security-r1u9epuvu6clqt0vcx61hh7o8qt5k4mwad1utj5pto.png" title="Compliance and Security" alt="Compliance and Security" loading="lazy" />															</div>
				</div>
				<div class="elementor-element elementor-element-6630a53 elementor-widget elementor-widget-text-editor" data-id="6630a53" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<ul><li>Protect sensitive information with robust security measures and protocols.</li><li>Utilize encryption, access controls, and regular security audits.</li><li>Ensure compliance with regulations like GDPR, HIPAA, and CCPA. Organizations must implement appropriate data protection practices across all departments.</li></ul>								</div>
				</div>
				<div class="elementor-element elementor-element-904536b elementor-widget-divider--separator-type-pattern elementor-widget-divider--no-spacing elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="904536b" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
				<div class="elementor-widget-container">
							<div class="elementor-divider" style="--divider-pattern-url: url(&quot;data:image/svg+xml,%3Csvg xmlns=&#039;http://www.w3.org/2000/svg&#039; preserveAspectRatio=&#039;none&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 24 24&#039; fill=&#039;black&#039; stroke=&#039;none&#039;%3E%3Cpath d=&#039;M24,8v12H0V8H24z M24,4v1H0V4H24z&#039;/%3E%3C/svg%3E&quot;);">
			<span class="elementor-divider-separator">
						</span>
		</div>
						</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-3a054a0 e-flex e-con-boxed e-con e-parent" data-id="3a054a0" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-87c2900 elementor-widget elementor-widget-heading" data-id="87c2900" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default">Partnering with Collective Intelligence</h2>				</div>
				</div>
				<div class="elementor-element elementor-element-2d497b8 elementor-widget elementor-widget-image" data-id="2d497b8" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" src="https://www.collectiveintelligence.com/wp-content/uploads/elementor/thumbs/Partner-w_CI-r513wext3z4cvo0nnzxv2p4ua376026mmfu6hbx7yu.png" title="Partner w_CI" alt="Partner w_CI" loading="lazy" />															</div>
				</div>
				<div class="elementor-element elementor-element-c3da19b elementor-widget elementor-widget-text-editor" data-id="c3da19b" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span class="TextRun SCXW243792019 BCX0" lang="EN-US" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW243792019 BCX0">Collective Intelligence is at the forefront of helping companies build future-ready data estates. By leveraging industry-leading tools like Microsoft Fabric and Databricks, we ensure that your data infrastructure is not only scalable but also adaptable to future technological advancements. Our holistic approach includes setting up modern data platforms, integrating data into </span><span class="NormalTextRun SCXW243792019 BCX0">OneLake</span><span class="NormalTextRun SCXW243792019 BCX0">, and establishing the Medallion Architecture using Data Warehouses and </span><span class="NormalTextRun SCXW243792019 BCX0">Lakehouses</span><span class="NormalTextRun SCXW243792019 BCX0">. This ensures seamless data management and real-time analytics, empowering your business to stay ahead in the competitive landscape.</span></span><span class="EOP SCXW243792019 BCX0" data-ccp-props="{}"> </span></p>								</div>
				</div>
				<div class="elementor-element elementor-element-c0681b9 elementor-widget elementor-widget-text-editor" data-id="c0681b9" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<ul><li data-leveltext="" data-font="Symbol" data-listid="23" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="1" data-aria-level="1"><b><span data-contrast="auto">Scalability and Adaptability</span></b><span data-contrast="auto">: Build systems that grow with technological advancements and accommodate evolving business needs.</span><span data-ccp-props="{}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="23" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="2" data-aria-level="1"><b><span data-contrast="auto">Modern Data Platforms</span></b><span data-contrast="auto">: Implement innovative platforms for efficient data management and optimized workflows.</span><span data-ccp-props="{}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="23" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="3" data-aria-level="1"><b><span data-contrast="auto">Integration with OneLake</span></b><span data-contrast="auto">: Seamlessly connect data sources to OneLake for unified access across organizations.</span><span data-ccp-props="{}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="23" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="4" data-aria-level="1"><b><span data-contrast="auto">Medallion Architecture</span></b><span data-contrast="auto">: Utilize Data Warehouses and Lakehouses for comprehensive management of both structured and unstructured data.</span><span data-ccp-props="{}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="23" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="5" data-aria-level="1"><b><span data-contrast="auto">Real-Time Analytics</span></b><span data-contrast="auto">: Enable immediate data processing for timely insights and informed decision-making.</span></li></ul>								</div>
				</div>
				<div class="elementor-element elementor-element-b72afe5 elementor-widget-divider--separator-type-pattern elementor-widget-divider--no-spacing elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="b72afe5" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
				<div class="elementor-widget-container">
							<div class="elementor-divider" style="--divider-pattern-url: url(&quot;data:image/svg+xml,%3Csvg xmlns=&#039;http://www.w3.org/2000/svg&#039; preserveAspectRatio=&#039;none&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 24 24&#039; fill=&#039;black&#039; stroke=&#039;none&#039;%3E%3Cpath d=&#039;M24,8v12H0V8H24z M24,4v1H0V4H24z&#039;/%3E%3C/svg%3E&quot;);">
			<span class="elementor-divider-separator">
						</span>
		</div>
						</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-e06c4fd e-flex e-con-boxed e-con e-parent" data-id="e06c4fd" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-602a117 elementor-widget elementor-widget-heading" data-id="602a117" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default">Real-World Examples</h2>				</div>
				</div>
				<div class="elementor-element elementor-element-67066a1 elementor-widget elementor-widget-text-editor" data-id="67066a1" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p>To illustrate these concepts, let&#8217;s examine some real-world examples:</p>								</div>
				</div>
				<div class="elementor-element elementor-element-b01b93a elementor-widget elementor-widget-heading" data-id="b01b93a" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Healthcare: Mayo Clinic</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-609ea1a elementor-widget elementor-widget-image" data-id="609ea1a" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" src="https://www.collectiveintelligence.com/wp-content/uploads/elementor/thumbs/Mayo-Clinic-r513vpk1pyg3596gi9bg5z05ygi9dp200vee3b4xdo.png" title="Mayo Clinic" alt="Mayo Clinic" loading="lazy" />															</div>
				</div>
				<div class="elementor-element elementor-element-ef01407 elementor-widget elementor-widget-text-editor" data-id="ef01407" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span class="TextRun SCXW49045824 BCX0" lang="EN-US" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW49045824 BCX0">Mayo Clinic implemented a hybrid data estate to manage patient data from various sources, including electronic health records (EHRs), IoT devices, and research databases. This approach enabled them to integrate and analyze data more effectively, leading to improved patient outcomes and operational efficiency.</span></span></p>								</div>
				</div>
				<div class="elementor-element elementor-element-5d2581a elementor-widget elementor-widget-heading" data-id="5d2581a" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Finance: Goldman Sachs</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-fc2ce29 elementor-widget elementor-widget-image" data-id="fc2ce29" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" src="https://www.collectiveintelligence.com/wp-content/uploads/elementor/thumbs/Goldman-Sachs-r513vdc593zcybo7hm1ark368g6hlmphn6x2upn1mk.png" title="Goldman Sachs" alt="Goldman Sachs" loading="lazy" />															</div>
				</div>
				<div class="elementor-element elementor-element-f07712a elementor-widget elementor-widget-text-editor" data-id="f07712a" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span class="TextRun SCXW265923747 BCX0" lang="EN-US" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW265923747 BCX0">Goldman Sachs built a scalable data estate using cloud storage and advanced analytics tools. This allowed them to process and analyze large volumes of financial data in real-time, enhancing their risk management and trading strategies.</span></span></p>								</div>
				</div>
				<div class="elementor-element elementor-element-610c44d elementor-widget elementor-widget-heading" data-id="610c44d" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Retail: Walmart</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-eb22f2f elementor-widget elementor-widget-image" data-id="eb22f2f" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" src="https://www.collectiveintelligence.com/wp-content/uploads/elementor/thumbs/Walmart-r513wip1ltjz5604s3wvt9ngdein0b9ogvmfyvxq0s.png" title="Walmart" alt="Walmart" loading="lazy" />															</div>
				</div>
				<div class="elementor-element elementor-element-3f47f36 elementor-widget elementor-widget-text-editor" data-id="3f47f36" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span class="NormalTextRun SCXW1603078 BCX0">Walmart</span> <span class="NormalTextRun SCXW1603078 BCX0">leveraged</span><span class="NormalTextRun SCXW1603078 BCX0"> a data lake to store and analyze vast amounts of customer data from their online and physical stores. This enabled them to gain insights into customer behavior, </span><span class="NormalTextRun SCXW1603078 BCX0">optimize</span><span class="NormalTextRun SCXW1603078 BCX0"> inventory management, and personalize marketing campaigns.</span></p>								</div>
				</div>
				<div class="elementor-element elementor-element-4ee62cc elementor-widget-divider--separator-type-pattern elementor-widget-divider--no-spacing elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="4ee62cc" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
				<div class="elementor-widget-container">
							<div class="elementor-divider" style="--divider-pattern-url: url(&quot;data:image/svg+xml,%3Csvg xmlns=&#039;http://www.w3.org/2000/svg&#039; preserveAspectRatio=&#039;none&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 24 24&#039; fill=&#039;black&#039; stroke=&#039;none&#039;%3E%3Cpath d=&#039;M24,8v12H0V8H24z M24,4v1H0V4H24z&#039;/%3E%3C/svg%3E&quot;);">
			<span class="elementor-divider-separator">
						</span>
		</div>
						</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-93c7268 e-flex e-con-boxed e-con e-parent" data-id="93c7268" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-a6bdbcd elementor-widget elementor-widget-heading" data-id="a6bdbcd" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default">Conclusion</h2>				</div>
				</div>
				<div class="elementor-element elementor-element-29f6b43 elementor-widget elementor-widget-image" data-id="29f6b43" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" width="768" height="512" src="https://www.collectiveintelligence.com/wp-content/uploads/2025/04/Conclusion-768x512.png" class="attachment-medium_large size-medium_large wp-image-7807" alt="" srcset="https://www.collectiveintelligence.com/wp-content/uploads/2025/04/Conclusion-768x512.png 768w, https://www.collectiveintelligence.com/wp-content/uploads/2025/04/Conclusion-300x200.png 300w, https://www.collectiveintelligence.com/wp-content/uploads/2025/04/Conclusion-1024x682.png 1024w, https://www.collectiveintelligence.com/wp-content/uploads/2025/04/Conclusion-1536x1023.png 1536w, https://www.collectiveintelligence.com/wp-content/uploads/2025/04/Conclusion.png 1609w" sizes="(max-width: 768px) 100vw, 768px" />															</div>
				</div>
				<div class="elementor-element elementor-element-f17eb6f elementor-widget elementor-widget-text-editor" data-id="f17eb6f" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p class="whitespace-pre-wrap break-words">In today&#8217;s data-driven business landscape, a robust data estate is no longer optional—it is essential for competitive advantage and innovation. Building such an infrastructure requires careful attention to key components: diverse data sources, flexible storage solutions, and powerful processing tools, all supported by thoughtful governance and security practices.</p><p class="whitespace-pre-wrap break-words">The organizations that thrive in the digital economy are those that treat their data as a strategic asset, investing in scalable architecture that can evolve alongside changing business needs and technological advancements. As demonstrated by industry leaders like Mayo Clinic, Goldman Sachs, and Walmart, a well-designed data estate creates tangible business value through improved decision-making, operational efficiency, and customer insights.</p><p class="whitespace-pre-wrap break-words">Whether you are embarking on a comprehensive data transformation or looking to optimize your existing infrastructure, the principles outlined in this guide provide a foundation for creating a future-ready data estate. Remember that building a future-ready data estate is not a one-time project but an ongoing journey of continuous improvement and adaptation.</p><p class="whitespace-pre-wrap break-words">By embracing best practices in data management today, you position your organization to harness the full potential of your data assets tomorrow, turning information into actionable intelligence that drives business growth and innovation.</p><p class="whitespace-pre-wrap break-words">To learn more about our services and how we can assist you in building a future-ready data estate, please visit our <a class="underline" href="https://www.collectiveintelligence.com/modern-data-estate-management/">page</a> or schedule a <a class="underline" href="https://outlook.office365.com/book/BookTimewithCharles@CollectiveIntelligence.com/">virtual meeting</a>.</p>								</div>
				</div>
					</div>
				</div>
				</div>
		<p>The post <a href="https://www.collectiveintelligence.com/building-a-future-ready-data-estate/">Building a Future-Ready Data Estate</a> appeared first on <a href="https://www.collectiveintelligence.com">Collective Intelligence</a>.</p>
]]></content:encoded>
					
		
		
			</item>
		<item>
		<title>Data-Driven Strategies with Microsoft Fabric</title>
		<link>https://www.collectiveintelligence.com/data-driven-strategies-with-microsoft-fabric/</link>
		
		<dc:creator><![CDATA[Michelle Driscoll]]></dc:creator>
		<pubDate>Mon, 16 Dec 2024 16:19:26 +0000</pubDate>
				<category><![CDATA[Data Analytics]]></category>
		<category><![CDATA[Fabric]]></category>
		<category><![CDATA[Insights]]></category>
		<category><![CDATA[Microsoft]]></category>
		<category><![CDATA[PowerBI]]></category>
		<category><![CDATA[Business Intelligence]]></category>
		<category><![CDATA[CRM Systems]]></category>
		<category><![CDATA[Data Integration]]></category>
		<category><![CDATA[Data Visualization]]></category>
		<category><![CDATA[Data-Driven Decision Making]]></category>
		<category><![CDATA[Data-Driven Strategies]]></category>
		<category><![CDATA[Digital Transformation]]></category>
		<category><![CDATA[Microsoft Fabric]]></category>
		<guid isPermaLink="false">https://www.collectiveintelligence.com/?p=7133</guid>

					<description><![CDATA[<p>Microsoft Fabric empowers organizations with advanced data integration, analytics, and visualization tools. These capabilities enable seamless data collection, insightful analysis, and impactful visualizations. Embracing data-driven decision-making is crucial for staying competitive. Just as a GPS uses real-time data to guide you to your destination efficiently, Microsoft Fabric helps organizations navigate their data landscape, providing clear [&#8230;]</p>
<p>The post <a href="https://www.collectiveintelligence.com/data-driven-strategies-with-microsoft-fabric/">Data-Driven Strategies with Microsoft Fabric</a> appeared first on <a href="https://www.collectiveintelligence.com">Collective Intelligence</a>.</p>
]]></description>
										<content:encoded><![CDATA[		<div data-elementor-type="wp-post" data-elementor-id="7133" class="elementor elementor-7133" data-elementor-settings="{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}" data-elementor-post-type="post">
				<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-ee0e1de e-flex e-con-boxed e-con e-parent" data-id="ee0e1de" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-cb9666d elementor-widget elementor-widget-image" data-id="cb9666d" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" width="1024" height="682" src="https://www.collectiveintelligence.com/wp-content/uploads/2024/12/Data-Driven-Cover-1024x682.png" class="attachment-large size-large wp-image-7138" alt="" srcset="https://www.collectiveintelligence.com/wp-content/uploads/2024/12/Data-Driven-Cover-1024x682.png 1024w, https://www.collectiveintelligence.com/wp-content/uploads/2024/12/Data-Driven-Cover-300x200.png 300w, https://www.collectiveintelligence.com/wp-content/uploads/2024/12/Data-Driven-Cover-768x512.png 768w, https://www.collectiveintelligence.com/wp-content/uploads/2024/12/Data-Driven-Cover-1536x1023.png 1536w, https://www.collectiveintelligence.com/wp-content/uploads/2024/12/Data-Driven-Cover.png 1609w" sizes="(max-width: 1024px) 100vw, 1024px" />															</div>
				</div>
				<div class="elementor-element elementor-element-8065ad4 elementor-widget elementor-widget-text-editor" data-id="8065ad4" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span class="TextRun SCXW48764045 BCX0" lang="EN-US" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW48764045 BCX0">Microsoft Fabric empowers organizations with advanced data integration, analytics, and visualization tools. These capabilities enable seamless data collection, insightful analysis, and impactful visualizations. Embracing data-driven decision-making is crucial for staying competitive. Just as a GPS uses real-time data to guide you to your destination efficiently, Microsoft Fabric helps organizations navigate their data landscape, providing clear directions for strategic decisions. By </span><span class="NormalTextRun SCXW48764045 BCX0">leveraging</span><span class="NormalTextRun SCXW48764045 BCX0"> Microsoft Fabric, organizations can transform raw data into strategic assets, fostering growth and efficiency.</span></span><span class="EOP CommentStart SCXW48764045 BCX0" data-ccp-props="{}"> </span></p>								</div>
				</div>
				<div class="elementor-element elementor-element-74bb644 elementor-widget-divider--separator-type-pattern elementor-widget-divider--no-spacing elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="74bb644" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
				<div class="elementor-widget-container">
							<div class="elementor-divider" style="--divider-pattern-url: url(&quot;data:image/svg+xml,%3Csvg xmlns=&#039;http://www.w3.org/2000/svg&#039; preserveAspectRatio=&#039;none&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 24 24&#039; fill=&#039;black&#039; stroke=&#039;none&#039;%3E%3Cpath d=&#039;M24,8v12H0V8H24z M24,4v1H0V4H24z&#039;/%3E%3C/svg%3E&quot;);">
			<span class="elementor-divider-separator">
						</span>
		</div>
						</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-99265ad e-flex e-con-boxed e-con e-parent" data-id="99265ad" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-b7cac40 elementor-widget elementor-widget-heading" data-id="b7cac40" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default">Collecting and Integrating Data</h2>				</div>
				</div>
				<div class="elementor-element elementor-element-5f3ad0b elementor-widget elementor-widget-heading" data-id="5f3ad0b" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Data Sources and Connectors</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-28693dc elementor-widget elementor-widget-image" data-id="28693dc" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" src="https://www.collectiveintelligence.com/wp-content/uploads/elementor/thumbs/Data-Sources-Connectors-qylj2gcdizb0yjpzhef34xsz93uxobx84uqw2lod5i.png" title="Data Sources &#038; Connectors" alt="Data Sources &amp; Connectors" loading="lazy" />															</div>
				</div>
				<div class="elementor-element elementor-element-6166e7c elementor-widget elementor-widget-text-editor" data-id="6166e7c" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span class="NormalTextRun SCXW264776149 BCX0">Microsoft Fabric supports a wide range of data sources, including modern cloud services and legacy systems. Legacy systems, such as on-premises databases and older software applications, can be integrated using specific connectors. Examples of connectors include Azure SQL Database, Apache Kafka, and various SaaS applications like Salesforce and Dynamics 365. These connectors </span><span class="NormalTextRun SCXW264776149 BCX0">facilitate</span><span class="NormalTextRun SCXW264776149 BCX0"> seamless data collection, ensuring all relevant data is integrated into a unified system for comprehensive analysis.</span></p>								</div>
				</div>
				<div class="elementor-element elementor-element-8240b23 elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="8240b23" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
				<div class="elementor-widget-container">
							<div class="elementor-divider">
			<span class="elementor-divider-separator">
						</span>
		</div>
						</div>
				</div>
				<div class="elementor-element elementor-element-9cedfe5 elementor-widget elementor-widget-heading" data-id="9cedfe5" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Best Practices for Data Integration</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-badab16 elementor-widget elementor-widget-text-editor" data-id="badab16" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span data-contrast="auto">To maximize the effectiveness of data integration, follow these best practices:</span><span data-ccp-props="{&quot;335559685&quot;:720}"> </span></p><ul><li data-leveltext="" data-font="Symbol" data-listid="2" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="1" data-aria-level="1"><b><span data-contrast="auto">Standardize Data Formats</span></b><span data-contrast="auto">: Use common formats such as CSV, JSON, Parquet, and Avro. These formats ensure consistency and compatibility across different data sources.</span><span data-ccp-props="{&quot;335559685&quot;:1440,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="2" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="2" data-aria-level="1"><b><span data-contrast="auto">Validate Data Quality</span></b><span data-contrast="auto">: Implement validation processes to maintain high data quality and accuracy. Tools like Power Query can help automate data validation and cleansing.</span><span data-ccp-props="{&quot;335559685&quot;:1440,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="2" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="3" data-aria-level="1"><b><span data-contrast="auto">Automate Data Cleansing</span></b><span data-contrast="auto">: Use automated tools within Microsoft Fabric, such as Data Factory and Power Automate, to cleanse data, removing duplicates and correcting errors.</span><span data-ccp-props="{&quot;335559685&quot;:1440,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="2" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="4" data-aria-level="1"><b><span data-contrast="auto">Ensure Data Security and Governance</span></b><span data-contrast="auto">: Protect sensitive information through robust security measures and compliance with regulations. Data governance is crucial for maintaining data integrity and compliance. Microsoft Purview can be used to govern and protect data across the organization.</span><span data-ccp-props="{&quot;335559685&quot;:1440,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="2" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="5" data-aria-level="1"><b><span data-contrast="auto">Monitor Integration Processes</span></b><span data-contrast="auto">: Continuously monitor data integration processes to identify and resolve issues promptly. The Monitor hub in Microsoft Fabric provides a centralized location to track and manage integration activities.</span></li></ul>								</div>
				</div>
				<div class="elementor-element elementor-element-823b7a7 elementor-widget-divider--separator-type-pattern elementor-widget-divider--no-spacing elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="823b7a7" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
				<div class="elementor-widget-container">
							<div class="elementor-divider" style="--divider-pattern-url: url(&quot;data:image/svg+xml,%3Csvg xmlns=&#039;http://www.w3.org/2000/svg&#039; preserveAspectRatio=&#039;none&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 24 24&#039; fill=&#039;black&#039; stroke=&#039;none&#039;%3E%3Cpath d=&#039;M24,8v12H0V8H24z M24,4v1H0V4H24z&#039;/%3E%3C/svg%3E&quot;);">
			<span class="elementor-divider-separator">
						</span>
		</div>
						</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-a201335 e-flex e-con-boxed e-con e-parent" data-id="a201335" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-8a51d1a elementor-widget elementor-widget-heading" data-id="8a51d1a" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default">Analyzing Data for Insights</h2>				</div>
				</div>
				<div class="elementor-element elementor-element-94cda31 elementor-widget elementor-widget-heading" data-id="94cda31" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Using Built-in Analytics Tools</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-1d9db49 elementor-widget elementor-widget-image" data-id="1d9db49" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" src="https://www.collectiveintelligence.com/wp-content/uploads/elementor/thumbs/Built-in-Analytics-Tools-qylj2605fswveu505ry6viewpv9wbns6ffkjsk3p1y.png" title="Built-in Analytics Tools" alt="Built-in Analytics Tools" loading="lazy" />															</div>
				</div>
				<div class="elementor-element elementor-element-bad31ec elementor-widget elementor-widget-text-editor" data-id="bad31ec" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span data-contrast="auto">Microsoft Fabric offers a suite of built-in analytics tools designed to provide comprehensive data analysis. Key tools include:</span><span data-ccp-props="{&quot;335559685&quot;:360}"> </span></p><ul><li data-leveltext="" data-font="Symbol" data-listid="3" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="1" data-aria-level="1"><b><span data-contrast="auto">Power BI</span></b><span data-contrast="auto">: Enables users to create interactive reports and dashboards with ease. It supports natural language queries and AI-driven insights.</span><span data-ccp-props="{&quot;335559685&quot;:1080,&quot;469777462&quot;:[720,1080],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="3" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="2" data-aria-level="1"><b><span data-contrast="auto">Azure Synapse Analytics</span></b><span data-contrast="auto">: Integrates big data and data warehousing, allowing for large-scale data processing and advanced analytics.</span><span data-ccp-props="{&quot;335559685&quot;:1080,&quot;469777462&quot;:[720,1080],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="3" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="3" data-aria-level="1"><b><span data-contrast="auto">Azure Data Factory</span></b><span data-contrast="auto">: Facilitates data integration and transformation, enabling seamless data movement and preparation.</span><span data-ccp-props="{&quot;335559685&quot;:1080,&quot;469777462&quot;:[720,1080],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="3" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="4" data-aria-level="1"><b><span data-contrast="auto">Real-Time Intelligence</span></b><span data-contrast="auto">: Provides real-time data processing and analytics, allowing for immediate insights and actions.</span></li></ul>								</div>
				</div>
				<div class="elementor-element elementor-element-b60723d elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="b60723d" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
				<div class="elementor-widget-container">
							<div class="elementor-divider">
			<span class="elementor-divider-separator">
						</span>
		</div>
						</div>
				</div>
				<div class="elementor-element elementor-element-58032e7 elementor-widget elementor-widget-heading" data-id="58032e7" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Creating Meaningful Visualizations</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-29e386a elementor-widget elementor-widget-image" data-id="29e386a" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" src="https://www.collectiveintelligence.com/wp-content/uploads/elementor/thumbs/Meaninful-Visualizations-qyljh8d0z7jbhu976sdxc7jvh70op0latzzpp7rjbq.png" title="Meaninful Visualizations" alt="Meaninful Visualizations" loading="lazy" />															</div>
				</div>
				<div class="elementor-element elementor-element-ebd0719 elementor-widget elementor-widget-text-editor" data-id="ebd0719" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span data-contrast="auto">Microsoft Fabric&#8217;s visualization features are robust and user-friendly, enhancing the ability to communicate insights effectively:</span><span data-ccp-props="{&quot;335559685&quot;:360}"> </span></p><ul><li data-leveltext="" data-font="Symbol" data-listid="4" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="1" data-aria-level="1"><b><span data-contrast="auto">Power BI Visualizations</span></b><span data-contrast="auto">: Offers a wide range of customizable charts, graphs, and maps. Users can create interactive visualizations that allow for deep data exploration.</span><span data-ccp-props="{&quot;335559685&quot;:1080,&quot;469777462&quot;:[720,1080],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="4" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="2" data-aria-level="1"><b><span data-contrast="auto">Notebook Visualization</span></b><span data-contrast="auto">: In Fabric notebooks, users can visualize data using built-in commands like display, which transforms data frames into rich visual formats. This includes table views, chart views, and the ability to create multiple charts from different columns.</span><span data-ccp-props="{&quot;335559685&quot;:1080,&quot;469777462&quot;:[720,1080],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="4" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="3" data-aria-level="1"><b><span data-contrast="auto">Embedded Visuals</span></b><span data-contrast="auto">: Visualizations can be embedded directly into Microsoft 365 apps, making it easier to share insights across the organization.</span><span data-ccp-props="{&quot;335559685&quot;:1080,&quot;469777462&quot;:[720,1080],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="4" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="4" data-aria-level="1"><b><span data-contrast="auto">AI-Enhanced Visuals</span></b><span data-contrast="auto">: Copilot in Power BI uses AI to generate visualizations and insights based on natural language prompts, simplifying the process of data exploration and reporting.</span><span data-ccp-props="{&quot;335559685&quot;:1080,&quot;469777462&quot;:[720,1080],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><p><span data-contrast="auto">These tools and features enable users to analyze data comprehensively and present findings in a clear, impactful manner, supporting data-driven decision-making across the organization.</span></p>								</div>
				</div>
				<div class="elementor-element elementor-element-ffd740f elementor-widget-divider--separator-type-pattern elementor-widget-divider--no-spacing elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="ffd740f" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
				<div class="elementor-widget-container">
							<div class="elementor-divider" style="--divider-pattern-url: url(&quot;data:image/svg+xml,%3Csvg xmlns=&#039;http://www.w3.org/2000/svg&#039; preserveAspectRatio=&#039;none&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 24 24&#039; fill=&#039;black&#039; stroke=&#039;none&#039;%3E%3Cpath d=&#039;M24,8v12H0V8H24z M24,4v1H0V4H24z&#039;/%3E%3C/svg%3E&quot;);">
			<span class="elementor-divider-separator">
						</span>
		</div>
						</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-2985a51 e-flex e-con-boxed e-con e-parent" data-id="2985a51" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-841ec87 elementor-widget elementor-widget-heading" data-id="841ec87" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default">Implementing Data-Driven Strategies</h2>				</div>
				</div>
				<div class="elementor-element elementor-element-897bb83 elementor-widget elementor-widget-image" data-id="897bb83" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img loading="lazy" decoding="async" width="768" height="512" src="https://www.collectiveintelligence.com/wp-content/uploads/2024/12/Steps-for-Data-Driven-Strategy-768x512.png" class="attachment-medium_large size-medium_large wp-image-7140" alt="" srcset="https://www.collectiveintelligence.com/wp-content/uploads/2024/12/Steps-for-Data-Driven-Strategy-768x512.png 768w, https://www.collectiveintelligence.com/wp-content/uploads/2024/12/Steps-for-Data-Driven-Strategy-300x200.png 300w, https://www.collectiveintelligence.com/wp-content/uploads/2024/12/Steps-for-Data-Driven-Strategy-1024x682.png 1024w, https://www.collectiveintelligence.com/wp-content/uploads/2024/12/Steps-for-Data-Driven-Strategy-1536x1023.png 1536w, https://www.collectiveintelligence.com/wp-content/uploads/2024/12/Steps-for-Data-Driven-Strategy.png 1609w" sizes="(max-width: 768px) 100vw, 768px" />															</div>
				</div>
				<div class="elementor-element elementor-element-85cb6e1 elementor-widget elementor-widget-heading" data-id="85cb6e1" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Data-Driven Transformation: Microsoft Fabric Implementation with Wipfli</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-4b14350 elementor-widget elementor-widget-text-editor" data-id="4b14350" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span data-contrast="auto">Wipfli, a leading consulting firm, successfully utilized Microsoft Fabric to drive digital transformation for its clients. By leveraging Microsoft Fabric, Wipfli simplified, unified, and accelerated data management and analytics processes. Their strategic approach of &#8220;listen and learn before we advise&#8221; ensured tailored solutions that met specific client needs. This comprehensive data platform enhanced decision-making and operational efficiency, improving data accessibility and quality. </span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559685&quot;:720,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}"> </span></p><p><span data-contrast="auto">Despite facing challenges like siloed data and limited infrastructure support, Wipfli overcame these obstacles through strategic planning. They developed a centralized data hub and a strategic data foundation roadmap. Leveraging Microsoft Fabric accelerated delivery time by roughly 20% compared to previous implementations using Azure PaaS solutions. Additionally, the adoption of Power BI increased, leading to better insights and growth opportunities.</span></p>								</div>
				</div>
				<div class="elementor-element elementor-element-3bcacb7 elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="3bcacb7" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
				<div class="elementor-widget-container">
							<div class="elementor-divider">
			<span class="elementor-divider-separator">
						</span>
		</div>
						</div>
				</div>
				<div class="elementor-element elementor-element-22022a5 elementor-widget elementor-widget-heading" data-id="22022a5" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Steps to Develop and Execute a Data-Driven Strategy</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-0cabb44 elementor-widget elementor-widget-text-editor" data-id="0cabb44" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span data-contrast="auto">To enhance the steps for developing and executing a data-driven strategy, consider the following detailed approach:</span><span data-ccp-props="{&quot;335559685&quot;:720}"> </span></p><ol><li data-leveltext="%1." data-font="" data-listid="8" data-list-defn-props="{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="1" data-aria-level="1"><b><span data-contrast="auto">Assess Current Data Environment</span></b><span data-contrast="auto">: </span><span data-ccp-props="{&quot;335559685&quot;:1440,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ol><ul><li data-leveltext="" data-font="Symbol" data-listid="7" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1080,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="1" data-aria-level="1"><span data-contrast="auto">Conduct a comprehensive audit of existing data assets.</span><span data-ccp-props="{&quot;335559685&quot;:1800,&quot;469777462&quot;:[1080,1800],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="7" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1080,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="2" data-aria-level="1"><span data-contrast="auto">Identify data gaps and areas for improvement.</span><span data-ccp-props="{&quot;335559685&quot;:1800,&quot;469777462&quot;:[1080,1800],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="7" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1080,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="3" data-aria-level="1"><span data-contrast="auto">Evaluate the current data infrastructure and tools.</span><span data-ccp-props="{&quot;335559685&quot;:1800,&quot;469777462&quot;:[1080,1800],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ol><li data-leveltext="%1." data-font="" data-listid="8" data-list-defn-props="{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="2" data-aria-level="1"><b><span data-contrast="auto">Define Objectives</span></b><span data-contrast="auto">: </span><span data-ccp-props="{&quot;335559685&quot;:1440,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ol><ul><li data-leveltext="" data-font="Symbol" data-listid="1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1080,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="1" data-aria-level="1"><span data-contrast="auto">Set clear, measurable goals aligned with business objectives.</span><span data-ccp-props="{&quot;335559685&quot;:1800,&quot;469777462&quot;:[1080,1800],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1080,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="2" data-aria-level="1"><span data-contrast="auto">Prioritize objectives based on their potential impact and feasibility.</span><span data-ccp-props="{&quot;335559685&quot;:1800,&quot;469777462&quot;:[1080,1800],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ol><li data-leveltext="%1." data-font="" data-listid="8" data-list-defn-props="{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="3" data-aria-level="1"><b><span data-contrast="auto">Develop a Plan</span></b><span data-contrast="auto">: </span><span data-ccp-props="{&quot;335559685&quot;:1440,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ol><ul><li data-leveltext="" data-font="Symbol" data-listid="1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1080,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="3" data-aria-level="1"><span data-contrast="auto">Outline the steps required to achieve the defined objectives.</span><span data-ccp-props="{&quot;335559685&quot;:1800,&quot;469777462&quot;:[1080,1800],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1080,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="4" data-aria-level="1"><span data-contrast="auto">Allocate resources, including personnel, technology, and budget.</span><span data-ccp-props="{&quot;335559685&quot;:1800,&quot;469777462&quot;:[1080,1800],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1080,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="5" data-aria-level="1"><span data-contrast="auto">Establish a timeline with milestones and deliverables.</span><span data-ccp-props="{&quot;335559685&quot;:1800,&quot;469777462&quot;:[1080,1800],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ol><li data-leveltext="%1." data-font="" data-listid="8" data-list-defn-props="{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="4" data-aria-level="1"><b><span data-contrast="auto">Implement Solutions</span></b><span data-contrast="auto">: </span><span data-ccp-props="{&quot;335559685&quot;:1440,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ol><ul><li data-leveltext="" data-font="Symbol" data-listid="1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1080,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="6" data-aria-level="1"><span data-contrast="auto">Deploy the necessary tools and technologies, such as Microsoft Fabric&#8217;s data integration and analytics capabilities.</span><span data-ccp-props="{&quot;335559685&quot;:1800,&quot;469777462&quot;:[1080,1800],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1080,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="7" data-aria-level="1"><span data-contrast="auto">Train staff on new processes and tools to ensure smooth adoption.</span><span data-ccp-props="{&quot;335559685&quot;:1800,&quot;469777462&quot;:[1080,1800],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1080,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="8" data-aria-level="1"><span data-contrast="auto">Integrate data governance practices to maintain data quality and compliance.</span><span data-ccp-props="{&quot;335559685&quot;:1800,&quot;469777462&quot;:[1080,1800],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ol><li data-leveltext="%1." data-font="" data-listid="8" data-list-defn-props="{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="5" data-aria-level="1"><b><span data-contrast="auto">Monitor and Adjust</span></b><span data-contrast="auto">: </span><span data-ccp-props="{&quot;335559685&quot;:1440,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ol><ul><li data-leveltext="" data-font="Symbol" data-listid="1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1080,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="9" data-aria-level="1"><span data-contrast="auto">Continuously track progress using key performance indicators (KPIs).</span><span data-ccp-props="{&quot;335559685&quot;:1800,&quot;469777462&quot;:[1080,1800],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1080,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="10" data-aria-level="1"><span data-contrast="auto">Use tools like Power BI and Azure Monitor to visualize and analyze performance data.</span><span data-ccp-props="{&quot;335559685&quot;:1800,&quot;469777462&quot;:[1080,1800],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1080,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="11" data-aria-level="1"><span data-contrast="auto">Regularly review and refine strategies based on insights gained from data analysis.</span><span data-ccp-props="{&quot;335559685&quot;:1800,&quot;469777462&quot;:[1080,1800],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><p><span data-contrast="auto">By following these enhanced steps, organizations can effectively develop and execute data-driven strategies, leveraging Microsoft Fabric to drive innovation and achieve their strategic goals.</span></p>								</div>
				</div>
				<div class="elementor-element elementor-element-8498b4c elementor-widget-divider--separator-type-pattern elementor-widget-divider--no-spacing elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="8498b4c" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
				<div class="elementor-widget-container">
							<div class="elementor-divider" style="--divider-pattern-url: url(&quot;data:image/svg+xml,%3Csvg xmlns=&#039;http://www.w3.org/2000/svg&#039; preserveAspectRatio=&#039;none&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 24 24&#039; fill=&#039;black&#039; stroke=&#039;none&#039;%3E%3Cpath d=&#039;M24,8v12H0V8H24z M24,4v1H0V4H24z&#039;/%3E%3C/svg%3E&quot;);">
			<span class="elementor-divider-separator">
						</span>
		</div>
						</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-8a36e59 e-flex e-con-boxed e-con e-parent" data-id="8a36e59" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-4c12dac elementor-widget elementor-widget-heading" data-id="4c12dac" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default">Measuring and Optimizing Performance</h2>				</div>
				</div>
				<div class="elementor-element elementor-element-03c430d elementor-widget elementor-widget-heading" data-id="03c430d" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Continuous Improvement through Data Analysis</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-6956ed4 elementor-widget elementor-widget-image" data-id="6956ed4" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" src="https://www.collectiveintelligence.com/wp-content/uploads/elementor/thumbs/KPIs-qylj3lp9vovn5e1wrwao6nd9e27330heyjg96rz1jq.png" title="KPIs" alt="KPIs" loading="lazy" />															</div>
				</div>
				<div class="elementor-element elementor-element-01604e5 elementor-widget elementor-widget-text-editor" data-id="01604e5" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><b><span data-contrast="auto">Key Performance Indicators (KPIs)</span></b> <br /><span data-contrast="auto">Common KPIs vary by industry but generally include metrics that measure performance, efficiency, and outcomes. Here are examples for different sectors:</span><span data-ccp-props="{&quot;335559685&quot;:720}"> </span></p><p><b><span data-contrast="auto">County Government</span></b><span data-contrast="auto">: </span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:1440,&quot;335559740&quot;:240}"> </span></p><ul><li data-leveltext="o" data-font="Courier New" data-listid="9" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Courier New&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="1" data-aria-level="2"><b><span data-contrast="auto">Citizen Satisfaction</span></b><span data-contrast="auto">: Measures resident satisfaction with services.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:2160,&quot;335559740&quot;:240,&quot;469777462&quot;:[1440,2160],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="o" data-font="Courier New" data-listid="9" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Courier New&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="2" data-aria-level="2"><b><span data-contrast="auto">Response Time</span></b><span data-contrast="auto">: Tracks the time taken to respond to citizen inquiries or emergencies.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:2160,&quot;335559740&quot;:240,&quot;469777462&quot;:[1440,2160],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="o" data-font="Courier New" data-listid="9" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Courier New&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="3" data-aria-level="2"><b><span data-contrast="auto">Budget Variance</span></b><span data-contrast="auto">: Compares actual spending against the budget.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:2160,&quot;335559740&quot;:240,&quot;469777462&quot;:[1440,2160],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><p><b><span data-contrast="auto">Insurance</span></b><span data-contrast="auto">: </span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:1440,&quot;335559740&quot;:240}"> </span></p><ul><li data-leveltext="o" data-font="Courier New" data-listid="9" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Courier New&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="4" data-aria-level="2"><b><span data-contrast="auto">Claim Settlement Time</span></b><span data-contrast="auto">: Average time to settle claims.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:2160,&quot;335559740&quot;:240,&quot;469777462&quot;:[1440,2160],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="o" data-font="Courier New" data-listid="9" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Courier New&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="5" data-aria-level="2"><b><span data-contrast="auto">Loss Ratio</span></b><span data-contrast="auto">: Ratio of claims paid to premiums earned.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:2160,&quot;335559740&quot;:240,&quot;469777462&quot;:[1440,2160],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="o" data-font="Courier New" data-listid="9" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Courier New&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="6" data-aria-level="2"><b><span data-contrast="auto">Customer Retention Rate</span></b><span data-contrast="auto">: Percentage of customers who renew policies.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:2160,&quot;335559740&quot;:240,&quot;469777462&quot;:[1440,2160],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><p><b><span data-contrast="auto">Financial</span></b><span data-contrast="auto">: </span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:1440,&quot;335559740&quot;:240}"> </span></p><ul><li data-leveltext="o" data-font="Courier New" data-listid="9" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Courier New&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="7" data-aria-level="2"><b><span data-contrast="auto">Return on Equity (ROE)</span></b><span data-contrast="auto">: Measures profitability relative to shareholders&#8217; equity.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:2160,&quot;335559740&quot;:240,&quot;469777462&quot;:[1440,2160],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="o" data-font="Courier New" data-listid="9" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Courier New&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="8" data-aria-level="2"><b><span data-contrast="auto">Net Profit Margin</span></b><span data-contrast="auto">: Percentage of revenue that remains as profit after expenses.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:2160,&quot;335559740&quot;:240,&quot;469777462&quot;:[1440,2160],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="o" data-font="Courier New" data-listid="9" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Courier New&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="9" data-aria-level="2"><b><span data-contrast="auto">Liquidity Ratio</span></b><span data-contrast="auto">: Assesses the ability to cover short-term obligations.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:2160,&quot;335559740&quot;:240,&quot;469777462&quot;:[1440,2160],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><p><b><span data-contrast="auto">Manufacturing</span></b><span data-contrast="auto">: </span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:1440,&quot;335559740&quot;:240}"> </span></p><ul><li data-leveltext="o" data-font="Courier New" data-listid="9" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Courier New&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="10" data-aria-level="2"><b><span data-contrast="auto">Throughput</span></b><span data-contrast="auto">: Number of units produced in a given time.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:2160,&quot;335559740&quot;:240,&quot;469777462&quot;:[1440,2160],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="o" data-font="Courier New" data-listid="9" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Courier New&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="11" data-aria-level="2"><b><span data-contrast="auto">Cycle Time</span></b><span data-contrast="auto">: Time taken to produce a product.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:2160,&quot;335559740&quot;:240,&quot;469777462&quot;:[1440,2160],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="o" data-font="Courier New" data-listid="9" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Courier New&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="12" data-aria-level="2"><b><span data-contrast="auto">Defect Rate</span></b><span data-contrast="auto">: Percentage of defective products produced.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:2160,&quot;335559740&quot;:240,&quot;469777462&quot;:[1440,2160],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><p><b><span data-contrast="auto">Review Frequency</span></b> <br /><span data-contrast="auto">KPIs should be reviewed regularly to ensure they provide timely insights. A common practice is to review KPIs:</span><span data-ccp-props="{&quot;335559685&quot;:720}"> </span></p><ul><li data-leveltext="" data-font="Symbol" data-listid="10" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="1" data-aria-level="1"><b><span data-contrast="auto">Monthly</span></b><span data-contrast="auto">: For operational metrics that require frequent adjustments.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:1440,&quot;335559740&quot;:240,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="10" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="2" data-aria-level="1"><b><span data-contrast="auto">Quarterly</span></b><span data-contrast="auto">: For strategic metrics that track long-term goals.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:1440,&quot;335559740&quot;:240,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="10" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="3" data-aria-level="1"><b><span data-contrast="auto">Annually</span></b><span data-contrast="auto">: For high-level performance reviews and strategic planning.</span></li></ul>								</div>
				</div>
				<div class="elementor-element elementor-element-fe1cf13 elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="fe1cf13" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
				<div class="elementor-widget-container">
							<div class="elementor-divider">
			<span class="elementor-divider-separator">
						</span>
		</div>
						</div>
				</div>
				<div class="elementor-element elementor-element-9ff385e elementor-widget elementor-widget-heading" data-id="9ff385e" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Utilizing Data Analysis to Adapt Strategies and Identify Improvement Areas</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-e23eecf elementor-widget elementor-widget-image" data-id="e23eecf" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img decoding="async" src="https://www.collectiveintelligence.com/wp-content/uploads/elementor/thumbs/Adapt-Strategies-qyliym63mc1vjvaow8oxgeo7xgrz8tooluuiixd8k6.png" title="Adapt Strategies" alt="Adapt Strategies" loading="lazy" />															</div>
				</div>
				<div class="elementor-element elementor-element-f18a1c9 elementor-widget elementor-widget-text-editor" data-id="f18a1c9" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span data-contrast="auto">To adapt strategies and identify improvement areas through data analysis:</span><span data-ccp-props="{&quot;335559685&quot;:720}"> </span></p><ol><li data-leveltext="%1." data-font="" data-listid="11" data-list-defn-props="{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="1" data-aria-level="1"><b><span data-contrast="auto">Collect and Analyze Data</span></b><span data-contrast="auto">: Use tools like Power BI to gather and visualize data.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:1440,&quot;335559740&quot;:240,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ol><ol><li data-leveltext="%1." data-font="" data-listid="11" data-list-defn-props="{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="2" data-aria-level="1"><b><span data-contrast="auto">Identify Trends and Patterns</span></b><span data-contrast="auto">: Look for recurring trends or anomalies in the data.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:1440,&quot;335559740&quot;:240,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ol><ol><li data-leveltext="%1." data-font="" data-listid="11" data-list-defn-props="{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="3" data-aria-level="1"><b><span data-contrast="auto">Set Benchmarks</span></b><span data-contrast="auto">: Compare performance against industry standards or historical data.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:1440,&quot;335559740&quot;:240,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ol><ol><li data-leveltext="%1." data-font="" data-listid="11" data-list-defn-props="{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="4" data-aria-level="1"><b><span data-contrast="auto">Develop Action Plans</span></b><span data-contrast="auto">: Create specific, actionable plans to address identified issues.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:1440,&quot;335559740&quot;:240,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ol><ol><li data-leveltext="%1." data-font="" data-listid="11" data-list-defn-props="{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="5" data-aria-level="1"><b><span data-contrast="auto">Implement Changes</span></b><span data-contrast="auto">: Apply the changes and monitor their impact.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:1440,&quot;335559740&quot;:240,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ol><ol><li data-leveltext="%1." data-font="" data-listid="11" data-list-defn-props="{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="6" data-aria-level="1"><b><span data-contrast="auto">Continuous Monitoring</span></b><span data-contrast="auto">: Regularly review KPIs to assess the effectiveness of the changes and make further adjustments as needed.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559685&quot;:1440,&quot;335559740&quot;:240,&quot;469777462&quot;:[720,1440],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,8]}"> </span></li></ol><p><span data-contrast="auto">By following these steps, organizations can continuously improve their performance and adapt their strategies based on data-driven insights.</span></p>								</div>
				</div>
				<div class="elementor-element elementor-element-f8d195d elementor-widget-divider--separator-type-pattern elementor-widget-divider--no-spacing elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="f8d195d" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
				<div class="elementor-widget-container">
							<div class="elementor-divider" style="--divider-pattern-url: url(&quot;data:image/svg+xml,%3Csvg xmlns=&#039;http://www.w3.org/2000/svg&#039; preserveAspectRatio=&#039;none&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 24 24&#039; fill=&#039;black&#039; stroke=&#039;none&#039;%3E%3Cpath d=&#039;M24,8v12H0V8H24z M24,4v1H0V4H24z&#039;/%3E%3C/svg%3E&quot;);">
			<span class="elementor-divider-separator">
						</span>
		</div>
						</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-a57b82f e-flex e-con-boxed e-con e-parent" data-id="a57b82f" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-af2f689 elementor-widget elementor-widget-heading" data-id="af2f689" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default">Conclusion</h2>				</div>
				</div>
				<div class="elementor-element elementor-element-d3581a5 elementor-widget elementor-widget-text-editor" data-id="d3581a5" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span data-contrast="auto">Microsoft Fabric offers a comprehensive suite of tools for data integration, analytics, and visualization, empowering organizations to make data-driven decisions. By collecting and integrating data from diverse sources, including legacy systems, and following best practices, businesses can ensure data quality and consistency. Built-in analytics tools and powerful visualization features enable insightful analysis and clear communication of findings.</span><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">Implementing data-driven strategies with Microsoft Fabric can significantly enhance operational efficiency and customer experiences. Following a structured approach to developing and executing these strategies ensures alignment with business objectives and continuous improvement.</span></p>								</div>
				</div>
				<div class="elementor-element elementor-element-645451f elementor-widget elementor-widget-heading" data-id="645451f" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h3 class="elementor-heading-title elementor-size-default">Partner with Collective Intelligence</h3>				</div>
				</div>
				<div class="elementor-element elementor-element-6207fa7 elementor-widget elementor-widget-text-editor" data-id="6207fa7" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span data-contrast="auto">To fully leverage the strategic advantages of Microsoft Fabric, consider partnering with <a href="https://www.collectiveintelligence.com/">Collective Intelligence</a>. We offer comprehensive support at every stage of your journey with Fabric:</span><span data-ccp-props="{}"> </span></p><ul><li data-leveltext="" data-font="Symbol" data-listid="12" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="1" data-aria-level="1"><b><span data-contrast="auto">Setup</span></b><span data-contrast="auto">: Initial deployment and configuration tailored to your organization&#8217;s needs.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559740&quot;:240}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="12" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="2" data-aria-level="1"><b><span data-contrast="auto">Development</span></b><span data-contrast="auto">: Building and customizing solutions to meet specific business requirements.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559740&quot;:240}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="12" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="3" data-aria-level="1"><b><span data-contrast="auto">Optimization</span></b><span data-contrast="auto">: Enhancing performance and efficiency through continuous monitoring and fine-tuning.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559740&quot;:240}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="12" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="4" data-aria-level="1"><b><span data-contrast="auto">Governance</span></b><span data-contrast="auto">: Ensuring data integrity, security, and compliance with robust governance practices.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559740&quot;:240}"> </span></li></ul><ul><li data-leveltext="" data-font="Symbol" data-listid="12" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="5" data-aria-level="1"><b><span data-contrast="auto">Training</span></b><span data-contrast="auto">: Providing courses to equip your team with the skills needed to maximize Fabric&#8217;s benefits.</span><ul><li data-leveltext="" data-font="Symbol" data-listid="12" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}" aria-setsize="-1" data-aria-posinset="5" data-aria-level="1"><a href="https://www.collectiveintelligence.com/microsoft-fabric-training/"><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559740&quot;:240}"> Register Here</span></a></li></ul></li></ul><p><span data-contrast="auto">By embracing Microsoft Fabric and partnering with experts like <a href="https://www.collectiveintelligence.com/">Collective Intelligence</a>, your organization can transform data into a powerful strategic asset, driving growth and innovation.</span></p>								</div>
				</div>
				<div class="elementor-element elementor-element-c436b88 elementor-widget-divider--view-line elementor-widget elementor-widget-divider" data-id="c436b88" data-element_type="widget" data-e-type="widget" data-widget_type="divider.default">
				<div class="elementor-widget-container">
							<div class="elementor-divider">
			<span class="elementor-divider-separator">
						</span>
		</div>
						</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-3774985 e-flex e-con-boxed e-con e-parent" data-id="3774985" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-50a3c38 elementor-widget elementor-widget-heading" data-id="50a3c38" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h4 class="elementor-heading-title elementor-size-default">References</h4>				</div>
				</div>
				<div class="elementor-element elementor-element-bd045fa elementor-widget elementor-widget-text-editor" data-id="bd045fa" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span data-contrast="auto">[1] </span><a href="https://learn.microsoft.com/en-us/fabric/data-factory/data-source-management"><span data-contrast="none">Data source management &#8211; Microsoft Fabric | Microsoft Learn</span></a><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">[2] </span><a href="https://learn.microsoft.com/en-us/fabric/data-factory/connector-overview"><span data-contrast="none">Connector overview &#8211; Microsoft Fabric | Microsoft Learn</span></a><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">[3] </span><a href="https://www.velosio.com/blog/making-connections-utilizing-microsoft-fabrics-native-connectors/"><span data-contrast="none">Making Connections: Utilizing Microsoft Fabric’s Native Connectors</span></a><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">[4] </span><a href="https://learn.microsoft.com/en-us/fabric/real-time-intelligence/ingestion-supported-formats"><span data-contrast="none">Data formats supported by Real-Time Intelligence &#8211; learn.microsoft.com</span></a><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">[5] </span><a href="https://learn.microsoft.com/en-us/fabric/cicd/deployment-pipelines/pipeline-automation-fabric"><span data-contrast="none">Automate deployment pipeline by using Fabric APIs &#8211; Microsoft Fabric</span></a><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">[6] </span><a href="https://learn.microsoft.com/en-us/fabric/governance/governance-compliance-overview"><span data-contrast="none">Governance and compliance in Microsoft Fabric &#8211; Microsoft Fabric</span></a><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">[7] </span><a href="https://learn.microsoft.com/en-us/fabric/governance/microsoft-purview-fabric"><span data-contrast="none">Use Microsoft Purview to govern Microsoft Fabric</span></a><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">[8] </span><a href="https://learn.microsoft.com/en-us/fabric/admin/monitoring-hub"><span data-contrast="none">Use the Monitor hub &#8211; Microsoft Fabric | Microsoft Learn</span></a><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">[9] </span><a href="https://learn.microsoft.com/en-us/fabric/workload-development-kit/monitoring-hub"><span data-contrast="none">Fabric workload monitoring hub &#8211; Microsoft Fabric | Microsoft Learn</span></a><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">[10] </span><a href="https://learn.microsoft.com/en-us/fabric/real-time-intelligence/overview"><span data-contrast="none">What is Real-Time Intelligence &#8211; Microsoft Fabric</span></a><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">[11] </span><a href="https://learn.microsoft.com/en-us/fabric/real-time-intelligence/"><span data-contrast="none">Real-Time Intelligence documentation in Microsoft Fabric</span></a><span data-contrast="auto"> </span><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">[12] </span><a href="https://learn.microsoft.com/en-us/fabric/data-engineering/notebook-visualization"><span data-contrast="none">Notebook visualization &#8211; Microsoft Fabric | Microsoft Learn</span></a><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">[13] </span><a href="https://www.microsoft.com/en/microsoft-fabric/product-features"><span data-contrast="none">Product Features | Microsoft Fabric</span></a><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">[14] </span><a href="https://www.microsoft.com/en-us/microsoft-fabric"><span data-contrast="none">Data Analytics Platform | Microsoft Fabric</span></a><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">[15] </span><a href="https://www.microsoft.com/en-us/americas-partner-blog/2024/05/16/data-driven-transformation-successful-microsoft-fabric-implementation-with-wipfli/"><span data-contrast="none">Data-driven transformation: Successful Microsoft Fabric implementation with Wipfli</span></a></p>								</div>
				</div>
					</div>
				</div>
				</div>
		<p>The post <a href="https://www.collectiveintelligence.com/data-driven-strategies-with-microsoft-fabric/">Data-Driven Strategies with Microsoft Fabric</a> appeared first on <a href="https://www.collectiveintelligence.com">Collective Intelligence</a>.</p>
]]></content:encoded>
					
		
		
			</item>
		<item>
		<title>Starting with Data Science Using Microsoft Fabric in Your Company</title>
		<link>https://www.collectiveintelligence.com/starting-with-data-science-using-microsoft-fabric-in-your-company/</link>
		
		<dc:creator><![CDATA[Michelle Driscoll]]></dc:creator>
		<pubDate>Tue, 18 Jun 2024 14:06:51 +0000</pubDate>
				<category><![CDATA[Data Analytics]]></category>
		<category><![CDATA[Fabric]]></category>
		<category><![CDATA[Insights]]></category>
		<category><![CDATA[PowerBI]]></category>
		<category><![CDATA[Data Model]]></category>
		<category><![CDATA[Data Science]]></category>
		<category><![CDATA[Microsoft Fabric]]></category>
		<category><![CDATA[Power BI]]></category>
		<guid isPermaLink="false">https://www.collectiveintelligence.com/?p=5700</guid>

					<description><![CDATA[<p>Data science has become an integral part of gaining insights and making informed decisions in the business world. Yet some companies are reluctant to begin the journey to gain the benefits of data science. Some feel it is a daunting task, while others feel it requires specialized tools and skills. While tools and skills can [&#8230;]</p>
<p>The post <a href="https://www.collectiveintelligence.com/starting-with-data-science-using-microsoft-fabric-in-your-company/">Starting with Data Science Using Microsoft Fabric in Your Company</a> appeared first on <a href="https://www.collectiveintelligence.com">Collective Intelligence</a>.</p>
]]></description>
										<content:encoded><![CDATA[		<div data-elementor-type="wp-post" data-elementor-id="5700" class="elementor elementor-5700" data-elementor-settings="{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}" data-elementor-post-type="post">
				<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-1744109 e-flex e-con-boxed e-con e-parent" data-id="1744109" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-c34c652 elementor-widget elementor-widget-image" data-id="c34c652" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img loading="lazy" decoding="async" width="1250" height="750" src="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Header-1.png" class="attachment-full size-full wp-image-5711" alt="" srcset="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Header-1.png 1250w, https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Header-1-300x180.png 300w, https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Header-1-1024x614.png 1024w, https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Header-1-768x461.png 768w" sizes="(max-width: 1250px) 100vw, 1250px" />															</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-3c280cf e-flex e-con-boxed e-con e-parent" data-id="3c280cf" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-55f66e5 elementor-widget elementor-widget-text-editor" data-id="55f66e5" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<div class="OutlineElement Ltr SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-size: 12px; font-style: normal; font-weight: 400;"><span class="TextRun SCXW115903295 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Data science has become an integral part of gaining insights and making informed decisions in the business world. </span><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Yet some companies are reluctant to begin the journey to gain the benefits of data science. Some feel it is a daunting task, while others </span><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">feel</span><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> it requires specialized tools and skills. While tools and skills can provide added </span><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">benefits</span><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">, </span><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">there</span><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> are tools found within Microsoft Fabric that can get you started quickly on the Data Science journey</span><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">. </span></span><span class="EOP SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></div><h3 class="Paragraph SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span class="TextRun SCXW115903295 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">The keys to data science are data, and a question or need to answer. </span><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Let’s</span> <span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">assume</span><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> your company has plenty of both.</span><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> Data science is just one means to uncover important info for </span><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">your company</span><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">.</span></span><span class="EOP SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></h3><div class="OutlineElement Ltr SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-size: 12px; font-style: normal; font-weight: 400;"><h3 class="Paragraph SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span class="TextRun SCXW115903295 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Here&#8217;s</span><span class="NormalTextRun SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> a step-by-step guide to getting started with data science using Microsoft Fabric in your company. </span></span><span class="EOP SCXW115903295 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></h3></div>								</div>
				</div>
				<div class="elementor-element elementor-element-2827788 elementor-widget elementor-widget-spacer" data-id="2827788" data-element_type="widget" data-e-type="widget" data-widget_type="spacer.default">
				<div class="elementor-widget-container">
							<div class="elementor-spacer">
			<div class="elementor-spacer-inner"></div>
		</div>
						</div>
				</div>
				<div class="elementor-element elementor-element-dc7a411 elementor-widget elementor-widget-heading" data-id="dc7a411" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default"><span data-contrast="none" class="TextRun SCXW17829864 BCX0" style="aspect-ratio: auto;background-blend-mode: normal;border-collapse: separate;border-style: none;border-spacing: 0px;border-radius: 0px;box-shadow: none;caption-side: top;clear: none;clip-path: none;columns: auto;column-fill: balance;gap: normal;column-span: none;cursor: text;direction: ltr;display: inline;filter: none;flex: 0 1 auto;flex-flow: row;float: none;, sans-serif;font-size: 26.6667px;font-style: normal;font-weight: 400;height: auto;line-height: 33.4542px;mask: none;max-height: none;max-width: none;min-height: 0px;min-width: 0px;object-fit: fill;object-position: 50% 50%;opacity: 1;overflow: visible;position: static;stroke: none;stroke-dasharray: none;stroke-dashoffset: 0px;stroke-linecap: butt;stroke-linejoin: miter;stroke-miterlimit: 4;stroke-opacity: 1;stroke-width: 1px;transform: none;transform-origin: 0px 0px;transition: all 0s ease 0s;vector-effect: none;visibility: visible;width: auto;writing-mode: horizontal-tb;z-index: auto"><span class="NormalTextRun SCXW17829864 BCX0" data-ccp-parastyle="heading 1">Step 1: Understand the Microsoft Fabric Platform&nbsp;</span></span></h2>				</div>
				</div>
				<div class="elementor-element elementor-element-ed18d7a elementor-widget elementor-widget-image" data-id="ed18d7a" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img loading="lazy" decoding="async" width="500" height="300" src="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Fabric-Platform.png" class="attachment-large size-large wp-image-5708" alt="" srcset="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Fabric-Platform.png 500w, https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Fabric-Platform-300x180.png 300w" sizes="(max-width: 500px) 100vw, 500px" />															</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-795a39b e-flex e-con-boxed e-con e-parent" data-id="795a39b" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-32dd395 elementor-widget elementor-widget-text-editor" data-id="32dd395" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<div class="OutlineElement Ltr SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-size: 12px; font-style: normal; font-weight: 400;"><p class="Paragraph SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span class="TextRun SCXW27923324 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Microsoft Fabric is a robust platform that brings together data science, data engineering, and data analysis. It </span><span class="NormalTextRun SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">facilitates</span><span class="NormalTextRun SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> end-to-end data science workflows, enabling data enrichment and business insights. Before diving in, familiarize yourself with the platform&#8217;s capabilities and how it can cater to your specific data science needs. </span></span><span class="EOP SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></p></div><div class="OutlineElement Ltr SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-size: 12px; font-style: normal; font-weight: 400;"><p class="Paragraph SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span class="TextRun SCXW27923324 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">If you are already using Power BI, or other components of Fabric, </span><span class="NormalTextRun SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">you’ve</span><span class="NormalTextRun SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> already got a great start. Data science needs </span><span class="NormalTextRun SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">data, a</span><span class="NormalTextRun SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> need or question to get answers to, and a means to get that answer. If you have workspaces and data </span><span class="NormalTextRun SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">established</span><span class="NormalTextRun SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> in Fabric, </span><span class="NormalTextRun SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">you’ve</span><span class="NormalTextRun SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> already made the first step. If you </span><span class="NormalTextRun SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">have not</span><span class="NormalTextRun SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">,</span><span class="NormalTextRun SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> follow the next steps to get things started.</span></span><span class="EOP SCXW27923324 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></p></div>								</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-f43a348 e-flex e-con-boxed e-con e-parent" data-id="f43a348" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-2bc0493 elementor-widget elementor-widget-heading" data-id="2bc0493" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default"><span data-contrast="none" class="TextRun SCXW102441279 BCX0" style="aspect-ratio: auto;background-blend-mode: normal;border-collapse: separate;border-style: none;border-spacing: 0px;border-radius: 0px;box-shadow: none;caption-side: top;clear: none;clip-path: none;columns: auto;column-fill: balance;gap: normal;column-span: none;cursor: text;direction: ltr;display: inline;filter: none;flex: 0 1 auto;flex-flow: row;float: none;, sans-serif;font-size: 26.6667px;font-style: normal;font-weight: 400;height: auto;line-height: 33.4542px;mask: none;max-height: none;max-width: none;min-height: 0px;min-width: 0px;object-fit: fill;object-position: 50% 50%;opacity: 1;overflow: visible;position: static;stroke: none;stroke-dasharray: none;stroke-dashoffset: 0px;stroke-linecap: butt;stroke-linejoin: miter;stroke-miterlimit: 4;stroke-opacity: 1;stroke-width: 1px;transform: none;transform-origin: 0px 0px;transition: all 0s ease 0s;vector-effect: none;visibility: visible;width: auto;writing-mode: horizontal-tb;z-index: auto"><span class="NormalTextRun SCXW102441279 BCX0" data-ccp-parastyle="heading 1">Step 2: Set Up Your Workspace</span></span></h2>				</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-ad0d770 e-flex e-con-boxed e-con e-parent" data-id="ad0d770" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-5fa9916 elementor-widget elementor-widget-image" data-id="5fa9916" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img loading="lazy" decoding="async" width="500" height="300" src="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Fabric-Workspace.png" class="attachment-large size-large wp-image-5709" alt="" srcset="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Fabric-Workspace.png 500w, https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Fabric-Workspace-300x180.png 300w" sizes="(max-width: 500px) 100vw, 500px" />															</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-372a72f e-flex e-con-boxed e-con e-parent" data-id="372a72f" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-c0c3f57 elementor-widget elementor-widget-text-editor" data-id="c0c3f57" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<div class="OutlineElement Ltr SCXW4952106 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-size: 12px; font-style: normal; font-weight: 400;"><p class="Paragraph SCXW4952106 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span class="TextRun SCXW4952106 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW4952106 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Begin by creating a workspace within Microsoft Fabric. This will be your central hub for managing data, notebooks, experiments, and models. </span><span class="NormalTextRun AdvancedProofingIssueV2Themed SCXW4952106 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; background-position: 0px 100%; background-repeat: repeat-x; background-image: var(--urlAdvancedProofingIssueV2,); border-bottom: 1px solid transparent;">Ensure you have the necessary permissions and access to the data sources that will be used for your data science projects.</span><span class="NormalTextRun SCXW4952106 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> </span></span><span class="EOP SCXW4952106 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></p></div><div class="OutlineElement Ltr SCXW4952106 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-size: 12px; font-style: normal; font-weight: 400;"><p class="Paragraph SCXW4952106 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span class="TextRun SCXW4952106 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW4952106 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">The workspace is the centerpiece of the Data Science work, and houses most of the tools and items. Start small – one question or need, with a limited scope. You can always </span><span class="NormalTextRun SCXW4952106 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">branch out</span><span class="NormalTextRun SCXW4952106 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> to other areas, other workspaces, other needs.</span></span><span class="EOP SCXW4952106 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></p></div><div class="OutlineElement Ltr SCXW4952106 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-size: 12px; font-style: normal; font-weight: 400;"><p class="Paragraph SCXW4952106 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span class="TextRun SCXW4952106 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW4952106 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Now that you have a home for your Data science needs, time for data.</span></span><span class="EOP SCXW4952106 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></p></div>								</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-92aeb0e e-flex e-con-boxed e-con e-parent" data-id="92aeb0e" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-17154fd elementor-widget elementor-widget-heading" data-id="17154fd" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default"><span data-contrast="none" class="TextRun SCXW45116778 BCX0" style="aspect-ratio: auto;background-blend-mode: normal;border-collapse: separate;border-style: none;border-spacing: 0px;border-radius: 0px;box-shadow: none;caption-side: top;clear: none;clip-path: none;columns: auto;column-fill: balance;gap: normal;column-span: none;cursor: text;direction: ltr;display: inline;filter: none;flex: 0 1 auto;flex-flow: row;float: none;, sans-serif;font-size: 26.6667px;font-style: normal;font-weight: 400;height: auto;line-height: 33.4542px;mask: none;max-height: none;max-width: none;min-height: 0px;min-width: 0px;object-fit: fill;object-position: 50% 50%;opacity: 1;overflow: visible;position: static;stroke: none;stroke-dasharray: none;stroke-dashoffset: 0px;stroke-linecap: butt;stroke-linejoin: miter;stroke-miterlimit: 4;stroke-opacity: 1;stroke-width: 1px;transform: none;transform-origin: 0px 0px;transition: all 0s ease 0s;vector-effect: none;visibility: visible;width: auto;writing-mode: horizontal-tb;z-index: auto"><span class="NormalTextRun SCXW45116778 BCX0" data-ccp-parastyle="heading 1">Step 3: Data Ingestion and Cleansing</span></span></h2>				</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-6b6ea0c e-flex e-con-boxed e-con e-parent" data-id="6b6ea0c" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-1cf252d elementor-widget elementor-widget-image" data-id="1cf252d" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img loading="lazy" decoding="async" width="500" height="300" src="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Data-Cleansing.png" class="attachment-large size-large wp-image-5706" alt="" srcset="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Data-Cleansing.png 500w, https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Data-Cleansing-300x180.png 300w" sizes="(max-width: 500px) 100vw, 500px" />															</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-ea3b98c e-flex e-con-boxed e-con e-parent" data-id="ea3b98c" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-1971806 elementor-widget elementor-widget-text-editor" data-id="1971806" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<div class="OutlineElement Ltr SCXW228879990 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-size: 12px; font-style: normal; font-weight: 400;"><p class="Paragraph SCXW228879990 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span class="TextRun SCXW228879990 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW228879990 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Data ingestion is the first practical step in your data science journey. Use Microsoft Fabric&#8217;s tools to connect to various data sources and ingest data into a centralized </span><span class="NormalTextRun SCXW228879990 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Lakehouse</span><span class="NormalTextRun SCXW228879990 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">. Once ingested, cleanse and prepare your data using tools like Apache Spark and Python-based libraries to ensure quality and consistency.</span></span><span class="EOP SCXW228879990 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></p></div><div class="OutlineElement Ltr SCXW228879990 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-size: 12px; font-style: normal; font-weight: 400;"><p class="Paragraph SCXW228879990 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span class="TextRun SCXW228879990 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW228879990 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">This step is critical, and sounds easy to say, but will require the most effort. If you are working with your data that has already been prepped, Congratulations – as </span><span class="NormalTextRun SCXW228879990 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">you’re</span><span class="NormalTextRun SCXW228879990 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> in better shape than most.</span> <span class="NormalTextRun SCXW228879990 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">If not, decide what data you will need to help you answer that question or need, and begin to gather. Now is also </span><span class="NormalTextRun SCXW228879990 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">a great time</span><span class="NormalTextRun SCXW228879990 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> to plan with those who normally </span><span class="NormalTextRun SCXW228879990 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">handle</span><span class="NormalTextRun SCXW228879990 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> data within your area, as prepping for the future and sharing the data is part of the best practice in data governance. More on that in another blog!</span></span></p></div>								</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-3a129f1 e-flex e-con-boxed e-con e-parent" data-id="3a129f1" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-cf9b395 elementor-widget elementor-widget-heading" data-id="cf9b395" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default"><span data-contrast="none" class="TextRun SCXW134569957 BCX0" style="aspect-ratio: auto;background-blend-mode: normal;border-collapse: separate;border-style: none;border-spacing: 0px;border-radius: 0px;box-shadow: none;caption-side: top;clear: none;clip-path: none;columns: auto;column-fill: balance;gap: normal;column-span: none;cursor: text;direction: ltr;display: inline;filter: none;flex: 0 1 auto;flex-flow: row;float: none;, sans-serif;font-size: 26.6667px;font-style: normal;font-weight: 400;height: auto;line-height: 33.4542px;mask: none;max-height: none;max-width: none;min-height: 0px;min-width: 0px;object-fit: fill;object-position: 50% 50%;opacity: 1;overflow: visible;position: static;stroke: none;stroke-dasharray: none;stroke-dashoffset: 0px;stroke-linecap: butt;stroke-linejoin: miter;stroke-miterlimit: 4;stroke-opacity: 1;stroke-width: 1px;transform: none;transform-origin: 0px 0px;transition: all 0s ease 0s;vector-effect: none;visibility: visible;width: auto;writing-mode: horizontal-tb;z-index: auto"><span class="NormalTextRun SCXW134569957 BCX0" data-ccp-parastyle="heading 1">Step 4: Exploratory Data Analysis (EDA)</span></span></h2>				</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-cb4b81c e-flex e-con-boxed e-con e-parent" data-id="cb4b81c" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-6d8225a elementor-widget elementor-widget-image" data-id="6d8225a" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img loading="lazy" decoding="async" width="500" height="300" src="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/ExperimentalDataAnalysis.png" class="attachment-large size-large wp-image-5707" alt="" srcset="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/ExperimentalDataAnalysis.png 500w, https://www.collectiveintelligence.com/wp-content/uploads/2024/06/ExperimentalDataAnalysis-300x180.png 300w" sizes="(max-width: 500px) 100vw, 500px" />															</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-99210e4 e-flex e-con-boxed e-con e-parent" data-id="99210e4" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-ede53aa elementor-widget elementor-widget-text-editor" data-id="ede53aa" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span class="TextRun SCXW163900058 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; color: #000000; font-style: normal; font-weight: 400; white-space-collapse: preserve; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW163900058 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Exploratory Data Analysis is crucial for understanding the underlying patterns and anomalies in your data. Utilize Microsoft Fabric&#8217;s notebooks to perform EDA, </span><span class="NormalTextRun SCXW163900058 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">leveraging</span><span class="NormalTextRun SCXW163900058 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> built-in experiences on Spark and Python-based tools like Data Wrangler and </span><span class="NormalTextRun SpellingErrorV2Themed SCXW163900058 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; background-position: 0px 100%; background-repeat: repeat-x; background-image: var(--urlSpellingErrorV2,); border-bottom: 1px solid transparent;">SemPy</span><span class="NormalTextRun SCXW163900058 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> Library</span><span class="NormalTextRun SCXW163900058 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">. </span><span class="NormalTextRun SCXW163900058 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Not a python or coding expert? No worries, Copilot within Fabric can help you get the code you need. Microsoft Fabric and notebooks can use a plethora of languages, so if you have </span><span class="NormalTextRun SCXW163900058 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">in-house</span> <span class="NormalTextRun SCXW163900058 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">expertise</span><span class="NormalTextRun SCXW163900058 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> in another coding language, use that.</span></span><span class="EOP SCXW163900058 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; color: #000000; font-style: normal; font-weight: 400; white-space-collapse: preserve; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></p>								</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-9daeeab e-flex e-con-boxed e-con e-parent" data-id="9daeeab" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-c44ff74 elementor-widget elementor-widget-heading" data-id="c44ff74" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default"><span data-contrast="none" class="TextRun SCXW81752336 BCX0" style="aspect-ratio: auto;background-blend-mode: normal;border-collapse: separate;border-style: none;border-spacing: 0px;border-radius: 0px;box-shadow: none;caption-side: top;clear: none;clip-path: none;columns: auto;column-fill: balance;gap: normal;column-span: none;cursor: text;direction: ltr;display: inline;filter: none;flex: 0 1 auto;flex-flow: row;float: none;, sans-serif;font-size: 26.6667px;font-style: normal;font-weight: 400;height: auto;line-height: 33.4542px;mask: none;max-height: none;max-width: none;min-height: 0px;min-width: 0px;object-fit: fill;object-position: 50% 50%;opacity: 1;overflow: visible;position: static;stroke: none;stroke-dasharray: none;stroke-dashoffset: 0px;stroke-linecap: butt;stroke-linejoin: miter;stroke-miterlimit: 4;stroke-opacity: 1;stroke-width: 1px;transform: none;transform-origin: 0px 0px;transition: all 0s ease 0s;vector-effect: none;visibility: visible;width: auto;writing-mode: horizontal-tb;z-index: auto"><span class="NormalTextRun SCXW81752336 BCX0" data-ccp-parastyle="heading 1">Step 5: Model Training and Experimentation</span></span></h2>				</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-97d6379 e-flex e-con-boxed e-con e-parent" data-id="97d6379" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-c81af02 elementor-widget elementor-widget-image" data-id="c81af02" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img loading="lazy" decoding="async" width="500" height="300" src="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Model-Training.png" class="attachment-large size-large wp-image-5703" alt="" srcset="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Model-Training.png 500w, https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Model-Training-300x180.png 300w" sizes="(max-width: 500px) 100vw, 500px" />															</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-c620fd8 e-flex e-con-boxed e-con e-parent" data-id="c620fd8" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-021029d elementor-widget elementor-widget-text-editor" data-id="021029d" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<div class="OutlineElement Ltr SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-size: 12px; font-style: normal; font-weight: 400;"><p class="Paragraph SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span class="TextRun SCXW258564759 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">With clean data in hand, </span><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">it is</span><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> time to train machine learning models</span><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">. </span><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Before going further make </span><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">sure</span> <span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">you have</span><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> stored that data in a Lakehouse or warehouse within Fabric for easy retrieval and collaboration. </span><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Microsoft Fabric provides </span><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">seamless</span><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> experience for creating experiments and tracking model training metrics with </span><span class="NormalTextRun SpellingErrorV2Themed SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; background-position: 0px 100%; background-repeat: repeat-x; background-image: var(--urlSpellingErrorV2,); border-bottom: 1px solid transparent;">MLflow</span><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">. You can also use Fabric notebooks to train models using various machine learning algorithms. </span></span><span class="EOP SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></p></div><div class="OutlineElement Ltr SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-size: 12px; font-style: normal; font-weight: 400;"><p class="Paragraph SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span class="TextRun SCXW258564759 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Training data is matter of sampling some of your data to use to “train” your model to look for the answers to your question(s) in mind. Remember to be focused and start small, no World </span><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Hunger type</span><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> of questions.</span></span><span class="EOP SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></p></div><div class="OutlineElement Ltr SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-size: 12px; font-style: normal; font-weight: 400;"><p class="Paragraph SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span class="TextRun SCXW258564759 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">The remaining </span><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">data,</span><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> not part of </span><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">the training,</span><span class="NormalTextRun SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> is used for analysis.</span></span><span class="EOP SCXW258564759 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></p></div>								</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-81dc19b e-flex e-con-boxed e-con e-parent" data-id="81dc19b" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-e7c6474 elementor-widget elementor-widget-heading" data-id="e7c6474" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default"><span data-contrast="none" class="TextRun SCXW240565412 BCX0" style="aspect-ratio: auto;background-blend-mode: normal;border-collapse: separate;border-style: none;border-spacing: 0px;border-radius: 0px;box-shadow: none;caption-side: top;clear: none;clip-path: none;columns: auto;column-fill: balance;gap: normal;column-span: none;cursor: text;direction: ltr;display: inline;filter: none;flex: 0 1 auto;flex-flow: row;float: none;, sans-serif;font-size: 26.6667px;font-style: normal;font-weight: 400;height: auto;line-height: 33.4542px;mask: none;max-height: none;max-width: none;min-height: 0px;min-width: 0px;object-fit: fill;object-position: 50% 50%;opacity: 1;overflow: visible;position: static;stroke: none;stroke-dasharray: none;stroke-dashoffset: 0px;stroke-linecap: butt;stroke-linejoin: miter;stroke-miterlimit: 4;stroke-opacity: 1;stroke-width: 1px;transform: none;transform-origin: 0px 0px;transition: all 0s ease 0s;vector-effect: none;visibility: visible;width: auto;writing-mode: horizontal-tb;z-index: auto"><span class="NormalTextRun SCXW240565412 BCX0" data-ccp-parastyle="heading 1">Step 6: Model Scoring and Deployment</span></span></h2>				</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-32d12e3 e-flex e-con-boxed e-con e-parent" data-id="32d12e3" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-caa0178 elementor-widget elementor-widget-image" data-id="caa0178" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img loading="lazy" decoding="async" width="500" height="300" src="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Model-Evaluation.png" class="attachment-large size-large wp-image-5702" alt="" srcset="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Model-Evaluation.png 500w, https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Model-Evaluation-300x180.png 300w" sizes="(max-width: 500px) 100vw, 500px" />															</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-5e91738 e-flex e-con-boxed e-con e-parent" data-id="5e91738" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-ef64dd1 elementor-widget elementor-widget-text-editor" data-id="ef64dd1" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><span class="TextRun SCXW227474365 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; color: #000000; font-style: normal; font-weight: 400; white-space-collapse: preserve; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW227474365 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">After training, score your models to evaluate their performance. Microsoft Fabric allows you to run batch predictions and save the results to the </span><span class="NormalTextRun SCXW227474365 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Lakehouse</span><span class="NormalTextRun SCXW227474365 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">. You can then register and track trained models using </span><span class="NormalTextRun SpellingErrorV2Themed SCXW227474365 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; background-position: 0px 100%; background-repeat: repeat-x; background-image: var(--urlSpellingErrorV2,); border-bottom: 1px solid transparent;">MLflow</span><span class="NormalTextRun SCXW227474365 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> and the Fabric UI. </span><span class="NormalTextRun SCXW227474365 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">The nice part is that most of this happens seamlessly, without much intervention on your part. </span><span class="NormalTextRun SCXW227474365 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">It is</span><span class="NormalTextRun SCXW227474365 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> always good to know </span><span class="NormalTextRun SCXW227474365 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">what is</span><span class="NormalTextRun SCXW227474365 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> happening in each step, but scoring and modeling batches can help fine tune that model. Once you’ve happy with the model, </span><span class="NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW227474365 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; background-position: 0px 100%; background-repeat: repeat-x; background-image: var(--urlContextualSpellingAndGrammarErrorV2,); border-bottom: 1px solid transparent;">time</span><span class="NormalTextRun SCXW227474365 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> to get it ready for </span><span class="NormalTextRun SCXW227474365 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">widespread use</span><span class="NormalTextRun SCXW227474365 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">. This is matter of publishing the model into the Fabric workspace.</span></span><span class="EOP SCXW227474365 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; color: #000000; font-style: normal; font-weight: 400; white-space-collapse: preserve; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></p>								</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-d0ea610 e-flex e-con-boxed e-con e-parent" data-id="d0ea610" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-bf7fa40 elementor-widget elementor-widget-heading" data-id="bf7fa40" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default"><span data-contrast="none" class="TextRun SCXW60071791 BCX0" style="aspect-ratio: auto;background-blend-mode: normal;border-collapse: separate;border-style: none;border-spacing: 0px;border-radius: 0px;box-shadow: none;caption-side: top;clear: none;clip-path: none;columns: auto;column-fill: balance;gap: normal;column-span: none;cursor: text;direction: ltr;display: inline;filter: none;flex: 0 1 auto;flex-flow: row;float: none;, sans-serif;font-size: 26.6667px;font-style: normal;font-weight: 400;height: auto;line-height: 33.4542px;mask: none;max-height: none;max-width: none;min-height: 0px;min-width: 0px;object-fit: fill;object-position: 50% 50%;opacity: 1;overflow: visible;position: static;stroke: none;stroke-dasharray: none;stroke-dashoffset: 0px;stroke-linecap: butt;stroke-linejoin: miter;stroke-miterlimit: 4;stroke-opacity: 1;stroke-width: 1px;transform: none;transform-origin: 0px 0px;transition: all 0s ease 0s;vector-effect: none;visibility: visible;width: auto;writing-mode: horizontal-tb;z-index: auto"><span class="NormalTextRun SCXW60071791 BCX0" data-ccp-parastyle="heading 1">Step 7: Visualization and Insights</span></span></h2>				</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-ecd05e5 e-flex e-con-boxed e-con e-parent" data-id="ecd05e5" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-c100251 elementor-widget elementor-widget-image" data-id="c100251" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img loading="lazy" decoding="async" width="500" height="300" src="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Analytics.png" class="attachment-large size-large wp-image-5705" alt="" srcset="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Analytics.png 500w, https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Analytics-300x180.png 300w" sizes="(max-width: 500px) 100vw, 500px" />															</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-086477c e-flex e-con-boxed e-con e-parent" data-id="086477c" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-9895666 elementor-widget elementor-widget-text-editor" data-id="9895666" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<div style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-style: normal; font-weight: 400;"><p style="font-size: 12px; -webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">The </span><span style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">decisive step</span><span style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> is to visualize the predictions and insights generated by your models. Microsoft Fabric integrates with Power BI, enabling you to create interactive reports and dashboards that can be shared across your organization for data-driven decision-making. </span></span></p><p style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" xml:lang="EN-US" data-contrast="auto"><span style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"><span style="font-size: 11pt; font-variant-ligatures: none !important;">Y</span><span style="font-size: 14.6667px;">o</span></span></span><span lang="EN-US" style="font-size: 11pt; background-color: transparent; color: windowtext; font-style: normal; font-weight: normal; text-align: var(--text-align); -webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">u can also use the model in other apps or code to ingest new data and gain further insights on your questions and needs. The model is now ready for any new data, or revisit older data, looking for trends and analytic insights.</span></span></p></div>								</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-5346a83 e-flex e-con-boxed e-con e-parent" data-id="5346a83" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-659cc1b elementor-widget elementor-widget-spacer" data-id="659cc1b" data-element_type="widget" data-e-type="widget" data-widget_type="spacer.default">
				<div class="elementor-widget-container">
							<div class="elementor-spacer">
			<div class="elementor-spacer-inner"></div>
		</div>
						</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-54b5da7 e-flex e-con-boxed e-con e-parent" data-id="54b5da7" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-5916d7f elementor-widget elementor-widget-heading" data-id="5916d7f" data-element_type="widget" data-e-type="widget" data-widget_type="heading.default">
				<div class="elementor-widget-container">
					<h2 class="elementor-heading-title elementor-size-default"><span data-contrast="none" class="TextRun SCXW110570140 BCX0" style="aspect-ratio: auto;background-blend-mode: normal;border-collapse: separate;border-style: none;border-spacing: 0px;border-radius: 0px;box-shadow: none;caption-side: top;clear: none;clip-path: none;columns: auto;column-fill: balance;gap: normal;column-span: none;cursor: text;direction: ltr;display: inline;filter: none;flex: 0 1 auto;flex-flow: row;float: none;, sans-serif;font-size: 26.6667px;font-style: normal;font-weight: 400;height: auto;line-height: 33.4542px;mask: none;max-height: none;max-width: none;min-height: 0px;min-width: 0px;object-fit: fill;object-position: 50% 50%;opacity: 1;overflow: visible;position: static;stroke: none;stroke-dasharray: none;stroke-dashoffset: 0px;stroke-linecap: butt;stroke-linejoin: miter;stroke-miterlimit: 4;stroke-opacity: 1;stroke-width: 1px;transform: none;transform-origin: 0px 0px;transition: all 0s ease 0s;vector-effect: none;visibility: visible;width: auto;writing-mode: horizontal-tb;z-index: auto"><span class="NormalTextRun SCXW110570140 BCX0" data-ccp-parastyle="heading 1">Conclusion</span></span></h2>				</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-fa27b4b e-flex e-con-boxed e-con e-parent" data-id="fa27b4b" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-889968a elementor-widget elementor-widget-image" data-id="889968a" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img loading="lazy" decoding="async" width="500" height="300" src="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Summary.png" class="attachment-large size-large wp-image-5704" alt="" srcset="https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Summary.png 500w, https://www.collectiveintelligence.com/wp-content/uploads/2024/06/Summary-300x180.png 300w" sizes="(max-width: 500px) 100vw, 500px" />															</div>
				</div>
					</div>
				</div>
		<div data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-element elementor-element-fd62d53 e-flex e-con-boxed e-con e-parent" data-id="fd62d53" data-element_type="container" data-e-type="container" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
					<div class="e-con-inner">
				<div class="elementor-element elementor-element-71502cd elementor-widget elementor-widget-text-editor" data-id="71502cd" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<div class="OutlineElement Ltr SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-size: 12px; font-style: normal; font-weight: 400;"><p class="Paragraph SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span class="TextRun SCXW64518133 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Implementing data science in your company using Microsoft Fabric requires a structured approach, starting from understanding the platform to visualizing the insights. By following these steps, you can </span><span class="NormalTextRun SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">leverage</span><span class="NormalTextRun SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> the power of data science to uncover valuable insights and drive your company&#8217;s success. </span><span class="NormalTextRun SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">The more you learn, the better your Data analytics get, and provide better insights for your company. But do not let the concept of data as a science keep you from exploring.</span></span><span class="EOP SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></p></div><div class="OutlineElement Ltr SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-size: 12px; font-style: normal; font-weight: 400;"><p class="Paragraph SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span class="TextRun SCXW64518133 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">There are a lot of steps and considerations, but getting started in Data Science can be achieved with some focused interest and tools found in Microsoft Fabric. Once you have started, </span><span class="NormalTextRun SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">you’ll</span><span class="NormalTextRun SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> soon see the </span><span class="NormalTextRun SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">limitless</span><span class="NormalTextRun SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> possibilities.</span></span><span class="EOP SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></p></div><div class="OutlineElement Ltr SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-size: 12px; font-style: normal; font-weight: 400;"><p class="Paragraph SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span class="TextRun SCXW64518133 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Collection Intelligence has experts who can </span><span class="NormalTextRun SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">assist</span><span class="NormalTextRun SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> you in the journey, or work with you to plan and implement an </span><span class="NormalTextRun SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">enterprise-wide</span><span class="NormalTextRun SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> data solution.</span><span class="NormalTextRun SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;"> If you need us for large or small efforts, we are one contact away.</span></span><span class="EOP SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></p></div><div class="OutlineElement Ltr SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; color: #000000; font-family: 'Segoe UI', 'Segoe UI Web', Arial, Verdana, sans-serif; font-size: 12px; font-style: normal; font-weight: 400;"><p class="Paragraph SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin-bottom: 10.6667px; user-select: text; overflow-wrap: break-word; white-space-collapse: preserve; font-weight: normal; font-style: normal; font-kerning: none; background-color: transparent; color: windowtext;"><span class="TextRun SCXW64518133 BCX0" lang="EN-US" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif; font-variant-ligatures: none !important;" xml:lang="EN-US" data-contrast="auto"><span class="NormalTextRun SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text;">Remember, start small, but keep the end game in mind – plan for future use, sharing and collaboration. </span></span><span class="EOP SCXW64518133 BCX0" style="-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; user-select: text; font-size: 11pt; line-height: 18.3458px; font-family: Aptos, Aptos_MSFontService, sans-serif;" data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"> </span></p></div>								</div>
				</div>
					</div>
				</div>
				</div>
		<p>The post <a href="https://www.collectiveintelligence.com/starting-with-data-science-using-microsoft-fabric-in-your-company/">Starting with Data Science Using Microsoft Fabric in Your Company</a> appeared first on <a href="https://www.collectiveintelligence.com">Collective Intelligence</a>.</p>
]]></content:encoded>
					
		
		
			</item>
		<item>
		<title>Why should you upgrade to Power BI Premium in 2023?  We walk you through it</title>
		<link>https://www.collectiveintelligence.com/why-should-you-upgrade-to-power-bi-premium-in-2023-we-walk-you-through-it/</link>
		
		<dc:creator><![CDATA[Collective Intelligence]]></dc:creator>
		<pubDate>Fri, 03 Mar 2023 15:41:14 +0000</pubDate>
				<category><![CDATA[Insights]]></category>
		<category><![CDATA[PowerBI]]></category>
		<guid isPermaLink="false">https://www.collectiveintelligence.com/?p=3160</guid>

					<description><![CDATA[<p>Why upgrade to Power BI Premium in 2023?  From better governance, better pipelining, automatic insights from machine learning, better data availability, enterprise level security, better workspace flexibility, custom embedding, and custom development features - Richard Krott, Dieter Neubauer and Charles Nordine from Collective Intelligence walk through it.</p>
<p>The post <a href="https://www.collectiveintelligence.com/why-should-you-upgrade-to-power-bi-premium-in-2023-we-walk-you-through-it/">Why should you upgrade to Power BI Premium in 2023?  We walk you through it</a> appeared first on <a href="https://www.collectiveintelligence.com">Collective Intelligence</a>.</p>
]]></description>
										<content:encoded><![CDATA[		<div data-elementor-type="wp-post" data-elementor-id="3160" class="elementor elementor-3160" data-elementor-settings="{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}" data-elementor-post-type="post">
						<section data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-section elementor-top-section elementor-element elementor-element-bc96e34 elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="bc96e34" data-element_type="section" data-e-type="section" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
						<div class="elementor-container elementor-column-gap-default">
					<div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1353427" data-id="1353427" data-element_type="column" data-e-type="column">
			<div class="elementor-widget-wrap elementor-element-populated">
						<div class="elementor-element elementor-element-13b7dfc elementor-widget elementor-widget-image" data-id="13b7dfc" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img loading="lazy" decoding="async" width="1024" height="1024" src="https://www.collectiveintelligence.com/wp-content/uploads/2023/03/LinkedIn-Post-Why-Upgrade-to-Power-BI-Premium-1024x1024.png" class="attachment-large size-large wp-image-3161" alt="" srcset="https://www.collectiveintelligence.com/wp-content/uploads/2023/03/LinkedIn-Post-Why-Upgrade-to-Power-BI-Premium-1024x1024.png 1024w, https://www.collectiveintelligence.com/wp-content/uploads/2023/03/LinkedIn-Post-Why-Upgrade-to-Power-BI-Premium-300x300.png 300w, https://www.collectiveintelligence.com/wp-content/uploads/2023/03/LinkedIn-Post-Why-Upgrade-to-Power-BI-Premium-150x150.png 150w, https://www.collectiveintelligence.com/wp-content/uploads/2023/03/LinkedIn-Post-Why-Upgrade-to-Power-BI-Premium-768x768.png 768w, https://www.collectiveintelligence.com/wp-content/uploads/2023/03/LinkedIn-Post-Why-Upgrade-to-Power-BI-Premium.png 1200w" sizes="(max-width: 1024px) 100vw, 1024px" />															</div>
				</div>
					</div>
		</div>
					</div>
		</section>
				<section data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-section elementor-top-section elementor-element elementor-element-53ad200 elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="53ad200" data-element_type="section" data-e-type="section" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
						<div class="elementor-container elementor-column-gap-default">
					<div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-274042f" data-id="274042f" data-element_type="column" data-e-type="column">
			<div class="elementor-widget-wrap elementor-element-populated">
						<div class="elementor-element elementor-element-79d00bc elementor-widget elementor-widget-text-editor" data-id="79d00bc" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p>Microsoft Power BI product line has a variety of licenses &#8211; It&#8217;s hard to choose the right fit.&nbsp; Today we explore the <a href="https://learn.microsoft.com/en-us/power-bi/enterprise/service-premium-features">features and benefits of Power BI Premium</a>.&nbsp;&nbsp;</p>
<p>From better governance, better pipelining, automatic insights from machine learning, better data availability, enterprise level security, better workspace flexibility, custom embedding, and custom development features.&nbsp;</p>
<p><span style="font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif;">Richard Krott, Dieter Neubauer and Charles Nordine from Collective Intelligence&nbsp;</span><span style="font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif;">explore how Power BI Premium offers a range of features, including paginated reports, AI-powered insights, advanced data modeling, and improved collaboration and sharing capabilities. Power BI Premium has a lot of benefits, including more storage, memory, and deployment options, as well as access to custom embedding and development features. However, it&#8217;s important to assess your organization&#8217;s needs and only invest in what you actually need. Premium Per User is also a great option for organizations that only need premium features for a few users. With these features, organizations can get a more comprehensive view of their data, make data-driven decisions, and share insights with stakeholders in a more meaningful way.</span></p>
<p>&nbsp;Our team of experts can help you implement Power BI Premium and leverage its advanced features to drive growth and improve decision-making across your organization. Whether you need help with data modeling, report design, or collaboration and sharing, we can provide the guidance and support you need to succeed.</p>
<p><span style="font-size: 16px; font-style: normal; font-weight: 400; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif;">At Collective Intelligence, we specialize in helping organizations get the most out of their Power BI investment.&nbsp;&nbsp;</span><span style="font-size: 16px; font-style: normal; font-weight: 400; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif;">With Collective Intelligence&#8217;s help, you can unlock the full potential of your data and gain a competitive advantage in your industry. Contact us today to learn more about how we can help you achieve your business intelligence goals with Power BI Premium.</span><span style="font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif;">:&nbsp;&nbsp;</span><a href="https://www.collectiveintelligence.com/level-up-power-bi/" style="font-size: 16px; font-family: var( --e-global-typography-text-font-family ), Sans-serif; background-color: rgb(255, 255, 255);">Level Up Power BI &#8211; Collective Intelligence</a><br></p>								</div>
				</div>
					</div>
		</div>
					</div>
		</section>
				<section data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-section elementor-top-section elementor-element elementor-element-0891c9c elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="0891c9c" data-element_type="section" data-e-type="section" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
						<div class="elementor-container elementor-column-gap-default">
					<div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8e9ed05" data-id="8e9ed05" data-element_type="column" data-e-type="column">
			<div class="elementor-widget-wrap elementor-element-populated">
						<div class="elementor-element elementor-element-51fc9c4 elementor-widget elementor-widget-video" data-id="51fc9c4" data-element_type="widget" data-e-type="widget" data-settings="{&quot;youtube_url&quot;:&quot;https:\/\/youtu.be\/xWjF21be2pg&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}" data-widget_type="video.default">
				<div class="elementor-widget-container">
							<div class="elementor-wrapper elementor-open-inline">
			<div class="elementor-video"></div>		</div>
						</div>
				</div>
					</div>
		</div>
					</div>
		</section>
				</div>
		<p>The post <a href="https://www.collectiveintelligence.com/why-should-you-upgrade-to-power-bi-premium-in-2023-we-walk-you-through-it/">Why should you upgrade to Power BI Premium in 2023?  We walk you through it</a> appeared first on <a href="https://www.collectiveintelligence.com">Collective Intelligence</a>.</p>
]]></content:encoded>
					
		
		
			</item>
		<item>
		<title>Did you know that AI is already a part of Power BI?  Let CI introduce you to Cognitive Services</title>
		<link>https://www.collectiveintelligence.com/cognitive-services/</link>
		
		<dc:creator><![CDATA[Collective Intelligence]]></dc:creator>
		<pubDate>Wed, 08 Feb 2023 12:07:49 +0000</pubDate>
				<category><![CDATA[Insights]]></category>
		<category><![CDATA[PowerBI]]></category>
		<guid isPermaLink="false">https://www.collectiveintelligence.com/?p=3097</guid>

					<description><![CDATA[<p>AI is all the rage these days – did you know you can bring AI into Power BI right now?  </p>
<p>The post <a href="https://www.collectiveintelligence.com/cognitive-services/">Did you know that AI is already a part of Power BI?  Let CI introduce you to Cognitive Services</a> appeared first on <a href="https://www.collectiveintelligence.com">Collective Intelligence</a>.</p>
]]></description>
										<content:encoded><![CDATA[		<div data-elementor-type="wp-post" data-elementor-id="3097" class="elementor elementor-3097" data-elementor-settings="{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}" data-elementor-post-type="post">
						<section data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-section elementor-top-section elementor-element elementor-element-bc96e34 elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="bc96e34" data-element_type="section" data-e-type="section" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
						<div class="elementor-container elementor-column-gap-default">
					<div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1353427" data-id="1353427" data-element_type="column" data-e-type="column">
			<div class="elementor-widget-wrap elementor-element-populated">
						<div class="elementor-element elementor-element-13b7dfc elementor-widget elementor-widget-image" data-id="13b7dfc" data-element_type="widget" data-e-type="widget" data-widget_type="image.default">
				<div class="elementor-widget-container">
															<img loading="lazy" decoding="async" width="1024" height="1024" src="https://www.collectiveintelligence.com/wp-content/uploads/2023/01/LinkedIn-Post-1024x1024.png" class="attachment-large size-large wp-image-3096" alt="" srcset="https://www.collectiveintelligence.com/wp-content/uploads/2023/01/LinkedIn-Post-1024x1024.png 1024w, https://www.collectiveintelligence.com/wp-content/uploads/2023/01/LinkedIn-Post-300x300.png 300w, https://www.collectiveintelligence.com/wp-content/uploads/2023/01/LinkedIn-Post-150x150.png 150w, https://www.collectiveintelligence.com/wp-content/uploads/2023/01/LinkedIn-Post-768x768.png 768w, https://www.collectiveintelligence.com/wp-content/uploads/2023/01/LinkedIn-Post.png 1200w" sizes="(max-width: 1024px) 100vw, 1024px" />															</div>
				</div>
					</div>
		</div>
					</div>
		</section>
				<section data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-section elementor-top-section elementor-element elementor-element-53ad200 elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="53ad200" data-element_type="section" data-e-type="section" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
						<div class="elementor-container elementor-column-gap-default">
					<div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-274042f" data-id="274042f" data-element_type="column" data-e-type="column">
			<div class="elementor-widget-wrap elementor-element-populated">
						<div class="elementor-element elementor-element-79d00bc elementor-widget elementor-widget-text-editor" data-id="79d00bc" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p>AI is all the rage these days &#8211; did you know you can bring AI into Power BI right now?  </p><p><span style="font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif;"><a href="https://powerbi.microsoft.com/en-us/blog/announcing-ai-premium-workload-cognitive-services-and-azure-ml-general-availability/">Power BI Cognitive Services</a> provides three pilars of AI support into the platform.  Textual Analysis, Image Analysis, and the powerful AutoML.  These tools can help you gain meaningful insights from data that previously might have needed a human to analyze.  </span></p><p>Dieter Nuebauer and Charles Nordine explore the three main features of the Power BI Cognitive Data Services platform. </p><p>If you want to know more about how Collective Intelligence helps businesses acquire, deploy, govern, train, and succeed with Power BI and Power Platform look here:  <a style="font-size: 16px; font-family: var( --e-global-typography-text-font-family ), Sans-serif; background-color: #ffffff;" href="https://www.collectiveintelligence.com/level-up-power-bi/">Level Up Power BI &#8211; Collective Intelligence</a></p>								</div>
				</div>
					</div>
		</div>
					</div>
		</section>
				<section data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-section elementor-top-section elementor-element elementor-element-0891c9c elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="0891c9c" data-element_type="section" data-e-type="section" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
						<div class="elementor-container elementor-column-gap-default">
					<div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8e9ed05" data-id="8e9ed05" data-element_type="column" data-e-type="column">
			<div class="elementor-widget-wrap elementor-element-populated">
						<div class="elementor-element elementor-element-51fc9c4 elementor-widget elementor-widget-video" data-id="51fc9c4" data-element_type="widget" data-e-type="widget" data-settings="{&quot;youtube_url&quot;:&quot;https:\/\/youtu.be\/MJHUo5o6Dw0&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}" data-widget_type="video.default">
				<div class="elementor-widget-container">
							<div class="elementor-wrapper elementor-open-inline">
			<div class="elementor-video"></div>		</div>
						</div>
				</div>
					</div>
		</div>
					</div>
		</section>
				</div>
		<p>The post <a href="https://www.collectiveintelligence.com/cognitive-services/">Did you know that AI is already a part of Power BI?  Let CI introduce you to Cognitive Services</a> appeared first on <a href="https://www.collectiveintelligence.com">Collective Intelligence</a>.</p>
]]></content:encoded>
					
		
		
			</item>
		<item>
		<title>Power BI Data Marts</title>
		<link>https://www.collectiveintelligence.com/power-bi-datamarts/</link>
		
		<dc:creator><![CDATA[Charles Nordine]]></dc:creator>
		<pubDate>Tue, 17 Jan 2023 19:12:28 +0000</pubDate>
				<category><![CDATA[Insights]]></category>
		<category><![CDATA[PowerBI]]></category>
		<guid isPermaLink="false">https://www.collectiveintelligence.com/?p=3036</guid>

					<description><![CDATA[<p>Power BI Data Marts are a great way to pipeline data into reports that are specific to an audience.  Dieter goes over ways you can use them in your organization</p>
<p>The post <a href="https://www.collectiveintelligence.com/power-bi-datamarts/">Power BI Data Marts</a> appeared first on <a href="https://www.collectiveintelligence.com">Collective Intelligence</a>.</p>
]]></description>
										<content:encoded><![CDATA[		<div data-elementor-type="wp-post" data-elementor-id="3036" class="elementor elementor-3036" data-elementor-settings="{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}" data-elementor-post-type="post">
						<section data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-section elementor-top-section elementor-element elementor-element-53ad200 elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="53ad200" data-element_type="section" data-e-type="section" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
						<div class="elementor-container elementor-column-gap-default">
					<div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-274042f" data-id="274042f" data-element_type="column" data-e-type="column">
			<div class="elementor-widget-wrap elementor-element-populated">
						<div class="elementor-element elementor-element-79d00bc elementor-widget elementor-widget-text-editor" data-id="79d00bc" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p>Dieter Neubauer explores Microsoft&#8217;s recently released a new feature for Power BI called Data Marts.</p><p>Data Marts allows users to generate subject area-driven data sets that are driven by user needs, making it easier for end users to access large volumes of data including web data and other information that is not part of the data warehouse. This feature also allows for easy management of the data as they are part of the Data Marts and Power BI.</p><p>At Collective Intelligence, we can help you understand how Data Marts can fit into your current environment and assist you in getting started with this powerful new feature. See how we help others take their Power BI systems to the next level: <a href="https://www.collectiveintelligence.com/level-up-power-bi/">https://www.collectiveintelligence.com/level-up-power-bi/</a></p>								</div>
				</div>
					</div>
		</div>
					</div>
		</section>
				<section data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-section elementor-top-section elementor-element elementor-element-0891c9c elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="0891c9c" data-element_type="section" data-e-type="section" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
						<div class="elementor-container elementor-column-gap-default">
					<div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8e9ed05" data-id="8e9ed05" data-element_type="column" data-e-type="column">
			<div class="elementor-widget-wrap elementor-element-populated">
						<div class="elementor-element elementor-element-51fc9c4 elementor-widget elementor-widget-video" data-id="51fc9c4" data-element_type="widget" data-e-type="widget" data-settings="{&quot;youtube_url&quot;:&quot;https:\/\/www.youtube.com\/watch?v=jfPW5bN8zlA&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}" data-widget_type="video.default">
				<div class="elementor-widget-container">
							<div class="elementor-wrapper elementor-open-inline">
			<div class="elementor-video"></div>		</div>
						</div>
				</div>
					</div>
		</div>
					</div>
		</section>
				</div>
		<p>The post <a href="https://www.collectiveintelligence.com/power-bi-datamarts/">Power BI Data Marts</a> appeared first on <a href="https://www.collectiveintelligence.com">Collective Intelligence</a>.</p>
]]></content:encoded>
					
		
		
			</item>
		<item>
		<title>Power BI Audiences</title>
		<link>https://www.collectiveintelligence.com/pbi-au/</link>
		
		<dc:creator><![CDATA[Collective Intelligence]]></dc:creator>
		<pubDate>Mon, 09 Jan 2023 15:45:20 +0000</pubDate>
				<category><![CDATA[Insights]]></category>
		<category><![CDATA[PowerBI]]></category>
		<guid isPermaLink="false">https://www.collectiveintelligence.com/?p=2968</guid>

					<description><![CDATA[<p>Are you looking simpler ways to share Power BI reports and dashboards with the right people in your organization? Look no further than Audience, the new feature from Power BI.</p>
<p>The post <a href="https://www.collectiveintelligence.com/pbi-au/">Power BI Audiences</a> appeared first on <a href="https://www.collectiveintelligence.com">Collective Intelligence</a>.</p>
]]></description>
										<content:encoded><![CDATA[		<div data-elementor-type="wp-post" data-elementor-id="2968" class="elementor elementor-2968" data-elementor-settings="{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}" data-elementor-post-type="post">
						<section data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-section elementor-top-section elementor-element elementor-element-53ad200 elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="53ad200" data-element_type="section" data-e-type="section" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
						<div class="elementor-container elementor-column-gap-default">
					<div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-274042f" data-id="274042f" data-element_type="column" data-e-type="column">
			<div class="elementor-widget-wrap elementor-element-populated">
						<div class="elementor-element elementor-element-79d00bc elementor-widget elementor-widget-text-editor" data-id="79d00bc" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
				<div class="elementor-widget-container">
									<p><strong>Dieter Neubauer and Charles Nordine breakdown common use cases for the Audience feature, and how it solves some common frustrations with Power BI.</strong></p><p>Are you looking simpler ways to share Power BI reports and dashboards with the right people in your organization? Look no further than Audience, the new feature from Power BI. <span style="font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; -webkit-text-size-adjust: 100%;">With Audience, you can create specific groups or audiences within the app and tailor the content that is shown to each group.  </span><span style="font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; -webkit-text-size-adjust: 100%;">This means that your executives will see the reports and dashboards that are most relevant to them, while your analysts will see the content that they need.  </span><span style="font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; -webkit-text-size-adjust: 100%;">This adds reusability to the reporting content sharing process and ensures that everyone in your organization has right security access to the insights they need.</span></p><p>Additionally, Audiences helps to prevent the duplication of data and reduces the amount of time spent on testing and maintenance.</p>								</div>
				</div>
					</div>
		</div>
					</div>
		</section>
				<section data-particle_enable="false" data-particle-mobile-disabled="false" class="elementor-section elementor-top-section elementor-element elementor-element-0891c9c elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="0891c9c" data-element_type="section" data-e-type="section" data-settings="{&quot;_ha_eqh_enable&quot;:false}">
						<div class="elementor-container elementor-column-gap-default">
					<div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8e9ed05" data-id="8e9ed05" data-element_type="column" data-e-type="column">
			<div class="elementor-widget-wrap elementor-element-populated">
						<div class="elementor-element elementor-element-51fc9c4 elementor-widget elementor-widget-video" data-id="51fc9c4" data-element_type="widget" data-e-type="widget" data-settings="{&quot;youtube_url&quot;:&quot;https:\/\/youtu.be\/Ta2uqk6mooo&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}" data-widget_type="video.default">
				<div class="elementor-widget-container">
							<div class="elementor-wrapper elementor-open-inline">
			<div class="elementor-video"></div>		</div>
						</div>
				</div>
					</div>
		</div>
					</div>
		</section>
				</div>
		<p>The post <a href="https://www.collectiveintelligence.com/pbi-au/">Power BI Audiences</a> appeared first on <a href="https://www.collectiveintelligence.com">Collective Intelligence</a>.</p>
]]></content:encoded>
					
		
		
			</item>
	</channel>
</rss>
