{"id":791223,"date":"2025-11-18T09:02:36","date_gmt":"2025-11-18T08:02:36","guid":{"rendered":"https:\/\/www.devoteam.com\/expert-view\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\/"},"modified":"2025-11-18T09:02:36","modified_gmt":"2025-11-18T08:02:36","slug":"scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation","status":"publish","type":"expert-view","link":"https:\/\/devoteam.info\/uk\/expert-view\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\/","title":{"rendered":"Scaling People Analytics: A 4-Layer Framework to Fix Your Broken Data Foundation"},"content":{"rendered":"\n<p class=\"wp-block-yoast-seo-estimated-reading-time yoast-reading-time__wrapper\"><span class=\"yoast-reading-time__icon\"><svg aria-hidden=\"true\" focusable=\"false\" data-icon=\"clock\" width=\"20\" height=\"20\" fill=\"none\" stroke=\"currentColor\" style=\"display:inline-block;vertical-align:-0.1em\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" d=\"M12 8v4l3 3m6-3a9 9 0 11-18 0 9 9 0 0118 0z\"><\/path><\/svg><\/span><span class=\"yoast-reading-time__spacer\" style=\"display:inline-block;width:1em\"><\/span><span class=\"yoast-reading-time__descriptive-text\">Estimated reading time: <\/span><span class=\"yoast-reading-time__reading-time\">9<\/span><span class=\"yoast-reading-time__time-unit\"> minutes<\/span><\/p>\n\n\n\n<div class=\"wp-block-group has-gray-light-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-03cab32d wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-yoast-seo-table-of-contents yoast-table-of-contents\"><h2>What you&#8217;ll read in this article:<\/h2><ul><li><a href=\"#h-the-stakeholder-paradox\" data-level=\"2\">The Stakeholder Paradox<\/a><\/li><li><a href=\"#h-a-practical-plan-for-building-an-effective-people-analytics-function\" data-level=\"2\">A Practical Plan for Building an Effective People Analytics Function<\/a><\/li><li><a href=\"#h-are-you-ready-to-scale\" data-level=\"2\">Are You Ready to Scale?<\/a><\/li><\/ul><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-stakeholder-paradox\">The Stakeholder Paradox<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\">The modern, <strong>centralised People Analytics function is facing a central paradox<\/strong>: stakeholders see <strong>massive amounts of data<\/strong> across the HR, finance, facility, and many more, envisioning its potential, and are submitting an increasing volume of requests. This creates rising expectations for specialised people analytics departments to combine base employee data and history with survey answers, time registration, and physical workplace. Yet, <strong>underneath this apparent data availability lies a complex web of unseen legal, governance, and business restrictions<\/strong>. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Before an analysis can proceed, teams must navigate <a href=\"https:\/\/devoteam.info\/expert-view\/handling-gdpr-personal-data\/\">GDPR<\/a> compliance, track down data owners, and consider the ethical implications of invasiveness. This <strong>dynamic inevitably creates a high-friction environment<\/strong> where the People Analytics team is trapped in an impossible position. It&#8217;s a challenging pattern we at Devoteam observe regularly in enterprise-scale organisations. Stakeholders, often unaware of these compliance layers, perceive the team as a &#8216;department of no,&#8217; while in reality, they are simultaneously expected to serve the business with agility <em>and<\/em> act as the primary guardian against significant legal, ethical, and brand-related risks.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group is-style-column-box-shadow has-gray-light-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-a9070b44 wp-block-group-is-layout-constrained\" style=\"border-radius:5px;padding-top:var(--wp--preset--spacing--large);padding-right:var(--wp--preset--spacing--large);padding-bottom:var(--wp--preset--spacing--large);padding-left:var(--wp--preset--spacing--large)\">\n<figure class=\"wp-block-image size-large is-resized wp-duotone-red-devoteam\"><img loading=\"lazy\" decoding=\"async\" width=\"24\" height=\"24\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/09\/citation-a-droite.svg\" alt=\"Quote\" class=\"wp-image-208\" style=\"width:28px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"has-medium-small-font-size wp-block-paragraph\">&#8220;Stakeholders, often unaware of data compliance layers, perceive the analytics team as a &#8216;<em>department of no,<\/em>&#8216; while in reality, they are trapped\u2026 expected to serve the business with agility and act as the primary guardian against significant legal, ethical, and brand-related risks.&#8221;<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-gray-color has-alpha-channel-opacity has-gray-background-color has-background is-style-separator-dotted is-style-default\" style=\"margin-top:var(--wp--preset--spacing--medium);margin-bottom:var(--wp--preset--spacing--medium)\"\/>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-fe6f0742 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized is-style-rounded-full is-style-rounded\"><img loading=\"lazy\" decoding=\"async\" width=\"240\" height=\"240\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/Oliver-Fredborg-Smietana.webp\" alt=\"\" class=\"wp-image-779756\" style=\"width:60px;height:60px\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/Oliver-Fredborg-Smietana.webp 240w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/Oliver-Fredborg-Smietana-150x150.webp 150w\" sizes=\"auto, (max-width: 240px) 100vw, 240px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-0f66ae2b wp-block-group-is-layout-flex\">\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:500\">Oliver Fredborg Smietana<br>Consultant at Devoteam<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1080\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/The-People-Analytics-Paradox.jpg\" alt=\"The People Analytics Paradox: high expectations and hidden reality of complex restrictions result in the analytics team being the bottleneck.\" class=\"wp-image-779596\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/The-People-Analytics-Paradox.jpg 1920w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/The-People-Analytics-Paradox-300x169.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/The-People-Analytics-Paradox-1024x576.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/The-People-Analytics-Paradox-768x432.jpg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/The-People-Analytics-Paradox-1536x864.jpg 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-the-cost-of-analysis-paralysis\">The Cost of &#8216;Analysis Paralysis&#8217;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The result isn&#8217;t just frustration; it&#8217;s a crippling <strong>&#8216;analysis paralysis&#8217; <\/strong>for the entire organisation. The immense business value that stakeholders are right to envision remains locked away. It leaves the company stuck in a <strong>&#8216;data-rich but insight-poor&#8217; state<\/strong>. Any attempt to bypass this gridlock and move faster without a proper framework increases the risk of data breaches, employee trust violations, and costly non-compliance penalties. This paradox, therefore, isn&#8217;t just an inconvenience. This paradox is the single biggest barrier preventing the company from scaling its analytics capabilities and becoming a truly data-driven organisation.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-competing-truths-erode-trust\">Competing Truths Erode Trust<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">This paralysis is compounded by a second problem: <strong>the loss of a single source of truth. <\/strong>When the central PA team&#8217;s slow time to market for insights turns them into a bottleneck, stakeholders develop their own solutions. This results in multiple, conflicting analyses on the same topic. Finance, for example, may calculate &#8216;headcount&#8217; using one set of rules, while HR uses another. The CEO-office might pull a &#8216;turnover&#8217; report for their quarterly reporting, which directly contradicts the official numbers. The consequence is confusion and an erosion of trust in the data. Instead of making data-driven decisions, leaders are stuck in meetings debating &#8216;whose number is right?&#8217; The relevant conversations, like &#8216;what should we do about our attrition problem?&#8217; are postponed in favour of conversations about \u2018which number is correct\u2019. This <strong>lack of a &#8216;true&#8217; number effectively diminishes the impact of the data<\/strong>, and hinders meaningful changes in the business.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-the-premature-leap-to-ai\">The Premature Leap to AI<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">To complicate matters further, stakeholders are no longer satisfied with historical reports. They are now asking for the future: <strong>predictive insights<\/strong>, <a href=\"https:\/\/devoteam.info\/uk\/services\/ai-ml\/\">AI, and machine learning<\/a>. The business wants to know &#8216;which high-performers are at risk of leaving?&#8217;, not just &#8216;what was our turnover rate?&#8217; The People Analytics team, already overwhelmed by governance bottlenecks and battling data trust issues, is now expected to leapfrog into advanced data science. They are being asked to <strong>build complex predictive models on a data foundation that is fragmented, untrusted<\/strong>, and fundamentally not ready.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-a-practical-plan-for-building-an-effective-people-analytics-function\"><strong>A Practical Plan for Building an Effective People Analytics Function<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The problems of analysis paralysis, eroded trust, and the predictive capability gap are symptoms of a broken <a href=\"https:\/\/devoteam.info\/uk\/expert-view\/building-a-solid-cloud-data-platform\/\">data foundation<\/a>. It&#8217;s better to not ignore the question &#8216;\u201cHow\u2019s Your Data Team Organised?&#8217; and have a discussion on your <a href=\"https:\/\/devoteam.info\/uk\/?post_type=expert-view&#038;p=719851\">data operating model.<\/a> Based on our experience at Devoteam, we recommend a <strong>four-layer framework<\/strong>. This framework<strong> enables the People Analytics team to transition from a reactive bottleneck to a strategic enabler<\/strong>. It consists of four key layers:<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1080\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/The-People-Analytics-Paradox-Solution-The-4-Layer-Framework-1.jpg\" alt=\"\" class=\"wp-image-779667\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/The-People-Analytics-Paradox-Solution-The-4-Layer-Framework-1.jpg 1920w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/The-People-Analytics-Paradox-Solution-The-4-Layer-Framework-1-300x169.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/The-People-Analytics-Paradox-Solution-The-4-Layer-Framework-1-1024x576.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/The-People-Analytics-Paradox-Solution-The-4-Layer-Framework-1-768x432.jpg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/The-People-Analytics-Paradox-Solution-The-4-Layer-Framework-1-1536x864.jpg 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-build-the-foundation-unify-your-fragmented-data\"><strong>Build the Foundation: Unify Your Fragmented Data<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">In our experience helping clients, <strong>establishing the right <a href=\"https:\/\/devoteam.info\/uk\/expert-view\/building-a-solid-cloud-data-platform\/\">data foundation<\/a> to solve the fragmented data problem is the critical first step.<\/strong> The fundamental goal is to create a trustworthy single source of truth, eliminating the data silos that cause conflicting reports. How you achieve this depends on your organisation&#8217;s scale and structure.<\/p>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-af26547e wp-block-columns-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--medium);margin-bottom:var(--wp--preset--spacing--medium);padding-top:0;padding-bottom:0\">\n<div class=\"wp-block-column is-style-column-box-shadow has-border-color has-base-background-color has-background is-layout-flow wp-container-core-column-is-layout-413fa631 wp-block-column-is-layout-flow\" style=\"border-color:#e3e3ea;border-width:1px;border-radius:15px;padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--medium);box-shadow:var(--wp--preset--shadow--natural)\">\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-b56e0895 wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-full is-resized\" style=\"margin-bottom:0\"><img decoding=\"async\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/Continual-Improvement-icon-300x300-1-1.png\" alt=\"\" class=\"wp-image-263608\" style=\"object-fit:cover;width:30px;height:30px\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-left has-main-color has-text-color has-link-color has-medium-small-font-size wp-elements-1 wp-block-paragraph\" style=\"margin-top:var(--wp--preset--spacing--small);margin-bottom:0;font-style:normal;font-weight:600\">Option A: The Centralised Data Warehouse<\/p>\n\n\n\n<p class=\"has-text-align-left has-small-font-size wp-block-paragraph\">For most organisations, the most direct path is building a centralised data warehouse. This system automatically ingests and integrates data from all disparate sources (HRIS, ATS, engagement tools). This unification creates a powerful, single view of all people data, forming the bedrock for all subsequent analytics. Although centralising sensitive people data requires care, this option is highly secure when implemented with modern controls. Features like row-level security, role-based access, and data masking are designed to solve this exact challenge, making it a powerful choice for many.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-style-column-box-shadow has-border-color has-base-background-color has-background is-layout-flow wp-container-core-column-is-layout-413fa631 wp-block-column-is-layout-flow\" style=\"border-color:#e3e3ea;border-width:1px;border-radius:15px;padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--medium);box-shadow:var(--wp--preset--shadow--natural)\">\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-b56e0895 wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-full is-resized\" style=\"margin-bottom:0\"><img decoding=\"async\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/Continual-Improvement-icon-300x300-1-1.png\" alt=\"\" class=\"wp-image-263608\" style=\"object-fit:cover;width:30px;height:30px\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-left has-main-color has-text-color has-link-color has-medium-small-font-size wp-elements-2 wp-block-paragraph\" style=\"margin-top:var(--wp--preset--spacing--small);margin-bottom:0;font-style:normal;font-weight:600\">Option B: The Decentralised Data Mesh<\/p>\n\n\n\n<p class=\"has-text-align-left has-small-font-size wp-block-paragraph\">However, in larger, more complex, or highly federated companies, a centralised-only approach can create its own bottlenecks. A more modern alternative is the Data Mesh. This is a decentralised architecture where data is treated as a product. In this model, individual domains (like your People Analytics team) take full ownership of cleaning, integrating, and serving <em>their<\/em> specific data (e.g., Attrition, Headcount) as a reliable, discoverable product for the rest of the business to consume.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Both approaches can address the &#8220;fragmented data&#8221; problem. They establish a single source of truth, which is essential for building trust. Choosing the right foundation, or often a hybrid of the two, is the critical first step in scaling your analytics capabilities. Read our complete guide on building <a href=\"https:\/\/devoteam.info\/uk\/expert-view\/building-a-solid-cloud-data-platform\/\">Data Foundations with Cloud Data Platforms. <\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-build-the-single-source-of-truth-your-central-hub-for-rules-and-reports\">Build the &#8216;Single Source of Truth&#8217;: Your Central Hub for Rules and Reports<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A data warehouse alone doesn&#8217;t build trust; trusted information does. This requires two key components: clear, <strong>agreed-upon definitions and a single, reliable place to access the data<\/strong>. The first step is developing and documenting central KPIs, which forces consensus on critical terms like Headcount or &#8220;Attrition Rate.&#8221; These rules are then built directly into the data models.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The second, crucial step is creating a single, promotable access point, such as a central analytics portal or dashboard suite. This hub becomes the one place where stakeholders can find both the official reports and the aligned documentation that defines them. This combination is what finally silences the &#8216;my number vs. your number&#8217; debate, giving the entire organisation one unified source for clearly defined people information.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-scale-access-enable-governed-self-service-reporting\">Scale Access: Enable Governed Self-Service Reporting<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">With a trusted single source of truth, you can solve the bottleneck problem through robust <a href=\"https:\/\/devoteam.info\/uk\/expert-view\/why-common-data-modelling-is-so-important\/\">data modelling<\/a>. This model is the <strong>crucial layer between the data warehouse and your BI tools<\/strong> (like Power BI or Tableau). It translates raw, complex data into clear <strong>business logic<\/strong> and, most importantly, bakes in your <strong>governance<\/strong> <strong>rules<\/strong>. The end result is a set of reliable, governed assets, such as Power BI&#8217;s certified datasets or Tableau&#8217;s published data sources, that your entire company can trust.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is what empowers leaders to get instant, accurate answers, slashing the time-to-market for data from weeks to seconds. Getting this security and personalisation layer exactly right is incredibly challenging, as it means modelling the complex &#8220;hierarchy data&#8221; (like dotted-line reporting) and not just the simpler &#8220;people data&#8221; (like hire dates or demographics). When built correctly, the data model itself enforces security, automatically personalising reports and dashboards. It scopes each leader&#8217;s view <em>only<\/em> to their direct reports or function. This is what truly liberates the PA team from endless ad-hoc requests and gives stakeholders data without creating compliance risks.<\/p>\n\n\n\n<div class=\"wp-block-group is-style-column-box-shadow has-gray-light-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-a9070b44 wp-block-group-is-layout-constrained\" style=\"border-radius:5px;padding-top:var(--wp--preset--spacing--large);padding-right:var(--wp--preset--spacing--large);padding-bottom:var(--wp--preset--spacing--large);padding-left:var(--wp--preset--spacing--large)\">\n<figure class=\"wp-block-image size-large is-resized wp-duotone-red-devoteam\"><img loading=\"lazy\" decoding=\"async\" width=\"24\" height=\"24\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/09\/citation-a-droite.svg\" alt=\"Quote\" class=\"wp-image-208\" style=\"width:28px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"has-medium-small-font-size wp-block-paragraph\">When built correctly, the data model itself enforces security, automatically personalising reports and dashboards. <\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-gray-color has-alpha-channel-opacity has-gray-background-color has-background is-style-separator-dotted is-style-default\" style=\"margin-top:var(--wp--preset--spacing--medium);margin-bottom:var(--wp--preset--spacing--medium)\"\/>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-fe6f0742 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized is-style-rounded-full is-style-rounded\"><img loading=\"lazy\" decoding=\"async\" width=\"240\" height=\"240\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/Gustav-Anholm.webp\" alt=\"\" class=\"wp-image-779785\" style=\"width:60px;height:60px\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/Gustav-Anholm.webp 240w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/Gustav-Anholm-150x150.webp 150w\" sizes=\"auto, (max-width: 240px) 100vw, 240px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-0f66ae2b wp-block-group-is-layout-flex\">\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:500\">Gustav Anholm<br>Lead Data &amp; Analytics Consultant at Devoteam<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-build-the-future-a-staging-area-for-advanced-analytics\">Build the Future: A Staging Area for Advanced Analytics<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Finally, to close the &#8220;capability gap,&#8221; you must build on this stable foundation. A dedicated staging area for advanced analytics provides a secure sandbox where data scientists can access clean, trusted data. This allows them to build the predictive models stakeholders are asking for (like &#8220;who is at risk of leaving?&#8221;) without disrupting core business reporting.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-are-you-ready-to-scale\"><strong>Are You Ready to Scale?<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The challenges facing People Analytics place organisations at a critical crossroads. You can either continue in the high-friction &#8220;analysis paralysis&#8221; state or build the scalable, governed foundation required for a data-driven future.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-proven-frameworks-case-examples\">Proven Frameworks: Case Examples<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Building this framework delivers real, tangible results. <\/strong>With our clients, we&#8217;ve seen the power of solving these challenges firsthand:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>End-to-end analytics setup covering People data in a large pharma company, covering pipelines and data flow in the back-end to self-service enablement, landing pages, reporting, and governance.<\/li>\n\n\n\n<li>Built a central hub with access to all data analytics assets for a large-scale Danish IT company.<\/li>\n\n\n\n<li>Talent Acquisition for a large pharma company, combining data from various systems to analyse the entire talent acquisition funnel from job posting to final hire.<\/li>\n\n\n\n<li>For a financial sector client, we consolidated dispersed, on-premise legacy systems into a unified cloud environment. This new foundation resolved critical performance and GDPR challenges using tokenisation, enabling governed, self-service analytics across the organisation<\/li>\n\n\n\n<li>We implemented a scalable, hybrid, self-service data &amp; analytics platform for a pharma company, empowering data users with a solution their own teams could take over and maintain.<\/li>\n\n\n\n<li>And many more! <a href=\"https:\/\/devoteam.info\/success-story\/?topic_name=data\">Discover all our data success stories<\/a>.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-from-data-bottleneck-to-enabler\">From Data Bottleneck to Enabler<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">This is precisely where our expertise lies. At Devoteam, we help organisations <a href=\"https:\/\/devoteam.info\/uk\/services\/data\/\">build the data products and platforms<\/a> that transform People Analytics from a bottleneck into a strategic business enabler. No matter your maturity level. If you&#8217;re ready to move to the next stage of your people analytics journey, <a href=\"https:\/\/devoteam.info\/uk\/get-in-touch\/\">get in touch<\/a>. <\/p>\n\n\n","protected":false},"excerpt":{"rendered":"<p>The Stakeholder Paradox The modern, centralised People Analytics function is facing a central paradox: stakeholders see massive amounts of data across the HR, finance, facility, and many more, envisioning its potential, and are submitting an increasing volume of requests. This creates rising expectations for specialised people analytics departments to combine base employee data and history [&hellip;]<\/p>\n","protected":false},"featured_media":81756,"template":"","categories":[757],"tags":[],"industry":[],"class_list":["post-791223","expert-view","type-expert-view","status-publish","has-post-thumbnail","hentry","category-data"],"acf":[],"cards":"\n\t<div class=\"single-post-card\">\n\n\t\t<figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/devoteam.info\/uk\/expert-view\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\/\" target=\"_self\" ><img width=\"2560\" height=\"1707\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Scaling People Analytics: A 4-Layer Framework to Fix Your Broken Data Foundation\" style=\"aspect-ratio:4\/3;width:100%;object-fit:cover;\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462.jpg 2560w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462-300x200.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462-1024x683.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462-768x512.jpg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462-1536x1024.jpg 1536w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462-2048x1366.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/a><\/figure>\n\n\t\t\n\t\t<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-43282307 wp-block-group-is-layout-flex\">\n\t<p style=\"font-style:normal;font-weight:700\" class=\"has-link-color wp-elements-5 wp-block-lp-post-type has-text-color has-primary-color has-small-font-size\">Expert View<\/p>\n\n\t\t\n\t\t<h3 style=\"font-style:normal;font-weight:400\" class=\"wp-block-post-title has-base-font-size\"><a href=\"https:\/\/devoteam.info\/uk\/expert-view\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\/\" target=\"_self\" >Scaling People Analytics: A 4-Layer Framework to Fix Your Broken Data Foundation<\/a><\/h3><\/div>\n\t\t\n\t<\/div>\n\n","yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.4 (Yoast SEO v28.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Scaling People Analytics: A 4-Layer Framework to Fix Your Broken Data Foundation | Devoteam<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/devoteam.info\/uk\/expert-view\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Scaling People Analytics: A 4-Layer Framework to Fix Your Broken Data Foundation\" \/>\n<meta property=\"og:description\" content=\"The Stakeholder Paradox The modern, centralised People Analytics function is facing a central paradox: stakeholders see massive amounts of data across the HR, finance, facility, and many more, envisioning its potential, and are submitting an increasing volume of requests. This creates rising expectations for specialised people analytics departments to combine base employee data and history [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/devoteam.info\/uk\/expert-view\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\/\" \/>\n<meta property=\"og:site_name\" content=\"Devoteam\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/devoteam.info\\\/uk\\\/expert-view\\\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\\\/\",\"url\":\"https:\\\/\\\/devoteam.info\\\/uk\\\/expert-view\\\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\\\/\",\"name\":\"Scaling People Analytics: A 4-Layer Framework to Fix Your Broken Data Foundation | Devoteam\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/devoteam.info\\\/uk\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/devoteam.info\\\/uk\\\/expert-view\\\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/devoteam.info\\\/uk\\\/expert-view\\\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/devoteam.info\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/GettyImages-1300495462.jpg\",\"datePublished\":\"2025-11-18T08:02:36+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/devoteam.info\\\/uk\\\/expert-view\\\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\\\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/devoteam.info\\\/uk\\\/expert-view\\\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\\\/\"]}],\"accessibilityFeature\":[\"tableOfContents\"]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/devoteam.info\\\/uk\\\/expert-view\\\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\\\/#primaryimage\",\"url\":\"https:\\\/\\\/devoteam.info\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/GettyImages-1300495462.jpg\",\"contentUrl\":\"https:\\\/\\\/devoteam.info\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/GettyImages-1300495462.jpg\",\"width\":2560,\"height\":1707},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/devoteam.info\\\/uk\\\/expert-view\\\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/devoteam.info\\\/uk\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Expert View\",\"item\":\"https:\\\/\\\/devoteam.info\\\/uk\\\/expert-view\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Scaling People Analytics: A 4-Layer Framework to Fix Your Broken Data Foundation\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/devoteam.info\\\/uk\\\/#website\",\"url\":\"https:\\\/\\\/devoteam.info\\\/uk\\\/\",\"name\":\"Devoteam\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/devoteam.info\\\/uk\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Scaling People Analytics: A 4-Layer Framework to Fix Your Broken Data Foundation | Devoteam","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/devoteam.info\/uk\/expert-view\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\/","og_locale":"en_GB","og_type":"article","og_title":"Scaling People Analytics: A 4-Layer Framework to Fix Your Broken Data Foundation","og_description":"The Stakeholder Paradox The modern, centralised People Analytics function is facing a central paradox: stakeholders see massive amounts of data across the HR, finance, facility, and many more, envisioning its potential, and are submitting an increasing volume of requests. This creates rising expectations for specialised people analytics departments to combine base employee data and history [&hellip;]","og_url":"https:\/\/devoteam.info\/uk\/expert-view\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\/","og_site_name":"Devoteam","twitter_card":"summary_large_image","twitter_misc":{"Estimated reading time":"8 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/devoteam.info\/uk\/expert-view\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\/","url":"https:\/\/devoteam.info\/uk\/expert-view\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\/","name":"Scaling People Analytics: A 4-Layer Framework to Fix Your Broken Data Foundation | Devoteam","isPartOf":{"@id":"https:\/\/devoteam.info\/uk\/#website"},"primaryImageOfPage":{"@id":"https:\/\/devoteam.info\/uk\/expert-view\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\/#primaryimage"},"image":{"@id":"https:\/\/devoteam.info\/uk\/expert-view\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\/#primaryimage"},"thumbnailUrl":"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462.jpg","datePublished":"2025-11-18T08:02:36+00:00","breadcrumb":{"@id":"https:\/\/devoteam.info\/uk\/expert-view\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/devoteam.info\/uk\/expert-view\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\/"]}],"accessibilityFeature":["tableOfContents"]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/devoteam.info\/uk\/expert-view\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\/#primaryimage","url":"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462.jpg","contentUrl":"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462.jpg","width":2560,"height":1707},{"@type":"BreadcrumbList","@id":"https:\/\/devoteam.info\/uk\/expert-view\/scaling-people-analytics-a-4-layer-framework-to-fix-your-broken-data-foundation\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/devoteam.info\/uk\/"},{"@type":"ListItem","position":2,"name":"Expert View","item":"https:\/\/devoteam.info\/uk\/expert-view\/"},{"@type":"ListItem","position":3,"name":"Scaling People Analytics: A 4-Layer Framework to Fix Your Broken Data Foundation"}]},{"@type":"WebSite","@id":"https:\/\/devoteam.info\/uk\/#website","url":"https:\/\/devoteam.info\/uk\/","name":"Devoteam","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/devoteam.info\/uk\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"}]}},"uagb_featured_image_src":{"full":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462.jpg",2560,1707,false],"thumbnail":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462-150x150.jpg",150,150,true],"medium":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462-300x200.jpg",300,200,true],"medium_large":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462-768x512.jpg",768,512,true],"large":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462-1024x683.jpg",1024,683,true],"1536x1536":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462-1536x1024.jpg",1536,1024,true],"2048x2048":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1300495462-2048x1366.jpg",2048,1366,true]},"uagb_author_info":{"display_name":"wcraye","author_link":"https:\/\/devoteam.info\/uk\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"The Stakeholder Paradox The modern, centralised People Analytics function is facing a central paradox: stakeholders see massive amounts of data across the HR, finance, facility, and many more, envisioning its potential, and are submitting an increasing volume of requests. This creates rising expectations for specialised people analytics departments to combine base employee data and history&hellip;","_links":{"self":[{"href":"https:\/\/devoteam.info\/uk\/wp-json\/wp\/v2\/expert-view\/791223","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devoteam.info\/uk\/wp-json\/wp\/v2\/expert-view"}],"about":[{"href":"https:\/\/devoteam.info\/uk\/wp-json\/wp\/v2\/types\/expert-view"}],"version-history":[{"count":0,"href":"https:\/\/devoteam.info\/uk\/wp-json\/wp\/v2\/expert-view\/791223\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/devoteam.info\/uk\/wp-json\/wp\/v2\/media\/81756"}],"wp:attachment":[{"href":"https:\/\/devoteam.info\/uk\/wp-json\/wp\/v2\/media?parent=791223"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devoteam.info\/uk\/wp-json\/wp\/v2\/categories?post=791223"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devoteam.info\/uk\/wp-json\/wp\/v2\/tags?post=791223"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/devoteam.info\/uk\/wp-json\/wp\/v2\/industry?post=791223"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}