{"id":53710,"date":"2026-01-26T00:01:56","date_gmt":"2026-01-26T00:01:56","guid":{"rendered":"https:\/\/mihcm.com\/?p=53710"},"modified":"2026-01-26T00:11:07","modified_gmt":"2026-01-26T00:11:07","slug":"hr-analytics-dashboard-best-practices-and-examples","status":"publish","type":"post","link":"https:\/\/mihcm.com\/vn\/resources\/blog\/hr-analytics-dashboard-best-practices-and-examples\/","title":{"rendered":"HR analytics dashboard: Best practices and examples"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"53710\" class=\"elementor elementor-53710\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-622da0d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"622da0d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3c40dad\" data-id=\"3c40dad\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-276866f elementor-widget elementor-widget-text-editor\" data-id=\"276866f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>An HR analytics dashboard is a single visual surface that combines HRIS, payroll, time &amp; attendance and engagement data to surface decision-ready KPIs for leaders and analysts. Dashboards are interactive and show current-state and trend signals so stakeholders can act quickly.<\/p><p>Why you need one:<\/p><ul><li>Faster, data-informed decisions: surface at-risk teams and prioritise retention interventions to reduce turnover.<\/li><li>Cost control: identify payroll leakage and high-cost departments by linking headcount to labour cost per FTE.<\/li><li>Workforce planning: combine attendance, payroll and headcount to forecast staffing needs and absenteeism impact.<\/li><\/ul><p>Who should read this guide<\/p><ul><li>HR directors and Heads of People who present workforce insights to executives.<\/li><li>People analytics and HR data analysts building KPI models and dashboards.<\/li><li>HR operations and payroll leads responsible for data integrity and reporting.<\/li><\/ul><p>What a good HR analytics dashboard delivers<\/p><ul><li>One-page executive view with headcount trend, 12month turnover, labour cost per FTE and top 3 risks.<\/li><li>Manager view with team-level headcount, open requisitions and absence heatmaps.<\/li><li>Analyst view with canonical data tables, filters and exportable datasets for ad-hoc analysis.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9bb31f0 elementor-widget elementor-widget-heading\" data-id=\"9bb31f0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Quick takeaways on HR analytics dashboards <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-26b1f73 elementor-widget elementor-widget-text-editor\" data-id=\"26b1f73\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Keep dashboards focused: present 3\u20135 strategic KPIs per stakeholder, provide interactive drill-downs and automate alerts for exceptions. Use canonical workforce measures (headcount, turnover, time-to-hire) and link cost metrics (labour cost per FTE) to business outcomes. Where predictive signals are needed, use MiHCM Data &amp; AI to generate flight-risk or absenteeism forecasts and connect results to Power BI for tailored visual narratives.<\/p><ul><li>5 quick actions:<\/li><\/ul><ol><li style=\"list-style-type: none;\"><ol><li>Define KPIs with stakeholders.<\/li><li>Map data sources and build canonical views.<\/li><li>Build focused visuals with drill-downs.<\/li><li>Implement governance and data quality checks.<\/li><li>Set refresh cadence and alerting rules before publishing.<\/li><\/ol><\/li><\/ol><p>Before publishing: assign owners, document metric logic and test reconciliation between source systems and dashboard aggregates.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2dd2592 elementor-widget elementor-widget-heading\" data-id=\"2dd2592\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What is an HR analytics dashboard? <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c25346 elementor-widget elementor-widget-text-editor\" data-id=\"3c25346\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>An HR analytics dashboard is an interactive BI surface designed for monitoring, diagnosing and acting on people data. Unlike static spreadsheets or ad-hoc reports, dashboards prioritise visual clarity, near-real-time refresh and guided exploration so decision-makers can answer questions quickly.<\/p><p>Dashboards vs spreadsheets<\/p><ul><li>Dashboards: interactive, filterable, scheduled refresh and alerting.<\/li><li>Spreadsheets\/reports: granular, narrative-led, better for audit trails and detailed documentation.<\/li><\/ul><p>Benefits<\/p><ul><li>Faster decisions and standardised KPIs across finance, operations and HR. Dashboards create a single source of truth for headcount, turnover and cost metrics \u2014 commonly tracked measures in workforce analytics. (<a href=\"https:\/\/www.shrm.org\/topics-tools\/news\/hr-magazine\/new-hr-analytics-tools-help-mine-big-data\" rel=\"nofollow noopener\" target=\"_blank\">SHRM, n.d.<\/a>)<\/li><li>Automated alerts for threshold breaches (e.g., sudden turnover spikes) so leaders can intervene earlier.<\/li><li>Cross-functional alignment: dashboards allow HR to present business-relevant metrics such as cost per FTE alongside productivity indicators.<\/li><\/ul><p>Dashboard tiers: executive, manager, analyst<\/p><div style=\"overflow-x: auto; width: 100%;\"><table style=\"border-collapse: collapse; width: 100%; min-width: 900px;\"><thead><tr style=\"background-color: #f4f4f4;\"><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">Tier<\/th><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">M\u1ee5c \u0111\u00edch<\/th><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">Typical KPIs<\/th><\/tr><\/thead><tbody><tr style=\"background-color: #fff;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">Executive<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">High-level decisions<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Headcount trend, 12M turnover, labour cost per FTE, top risks<\/td><\/tr><tr style=\"background-color: #f9f9f9;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">Manager<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Team operations<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Open roles, absence by month, team performance distribution<\/td><\/tr><tr style=\"background-color: #fff;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">Analyst<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Investigation and modelling<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Raw event logs, cohort retention tables, predictive scores<\/td><\/tr><\/tbody><\/table><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d6cc1d8 elementor-widget elementor-widget-heading\" data-id=\"d6cc1d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How to measure success <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed898b3 elementor-widget elementor-widget-text-editor\" data-id=\"ed898b3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>Adoption: active logins and dashboard usage by role.<\/li><li>Action rate: percentage of alerts that lead to a documented intervention.<\/li><li>Data accuracy: reconciliation error rate between source systems and dashboard totals.<\/li><\/ul><p>Essential HR KPIs and metrics<\/p><p>Design KPIs that map to decisions. Below are essential metrics grouped by HR function; include context, denominators and expected refresh cadence for each.<\/p><div style=\"overflow-x: auto; width: 100%;\"><table style=\"border-collapse: collapse; width: 100%; min-width: 900px;\"><thead><tr style=\"background-color: #f4f4f4;\"><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">Th\u1ec3 lo\u1ea1i<\/th><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">KPIs<\/th><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">T\u1ea1i sao \u0111i\u1ec1u n\u00e0y quan tr\u1ecdng<\/th><\/tr><\/thead><tbody><tr style=\"background-color: #fff;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">Tuy\u1ec3n d\u1ee5ng<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Time-to-fill, time-to-hire, applicants-to-hire ratio, cost-per-hire, offer acceptance rate<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Measures hiring velocity, funnel efficiency and sourcing ROI<\/td><\/tr><tr style=\"background-color: #f9f9f9;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">Retention &amp; Turnover<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Voluntary vs involuntary turnover rate, retention by cohort, flight-risk score<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Identifies retention issues and high-risk groups for intervention<\/td><\/tr><tr style=\"background-color: #fff;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">Performance &amp; Productivity<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Performance distribution, high\/low performers by tenure, utilisation rates<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Links talent quality to business output<\/td><\/tr><tr style=\"background-color: #f9f9f9;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">Absence &amp; Leave<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Absenteeism rate, sick-days per FTE, leave utilisation, peak leave months<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Helps forecast capacity and identify wellbeing issues<\/td><\/tr><tr style=\"background-color: #fff;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">\u0110a d\u1ea1ng v\u00e0 h\u00f2a nh\u1eadp<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Gender split, minority representation by level, promotion rates by demographic, pay-gap analysis<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Supports equity goals and regulatory reporting<\/td><\/tr><tr style=\"background-color: #f9f9f9;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">Compensation &amp; Cost<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Labour cost per FTE, overtime spend, benefits cost ratio, payroll anomalies<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Drives budgeting and cost-control conversations<\/td><\/tr><tr style=\"background-color: #fff;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">Engagement &amp; Well-being<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Pulse survey trends, manager NPS, wellbeing index<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Predicts retention and performance risks<\/td><\/tr><\/tbody><\/table><\/div><p>Implementation tips:<\/p><ul><li>Document the KPI definition (numerator, denominator, filters) in a measurement catalogue.<\/li><li>Display confidence intervals or statistical significance markers on pay-gap and representation charts where sample sizes are small.<\/li><li>For predictive KPIs (flight-risk), show the underlying features and a recommended action for the top-scoring segments.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f95640 elementor-widget elementor-widget-heading\" data-id=\"4f95640\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">HR analytics dashboard vs HR reporting: what\u2019s the difference? <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d4d7d5 elementor-widget elementor-widget-text-editor\" data-id=\"0d4d7d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Dashboards and reports serve complementary purposes. Choose the right delivery format for the audience and decision context.<\/p><p>Core differences<\/p><ul><li>Dashboards: interactive, near-real-time monitoring for operational and tactical decisions.<\/li><li>Reports: periodic, narrative-rich documents for audits, compliance and strategic reviews.<\/li><\/ul><p>When to use each<\/p><ul><li>Use dashboards for monitoring hiring velocity, absence spikes and early-warning turnover signals.<\/li><li>Use reports for quarterly HR reviews, audit trails and formal diversity reports with methodology notes.<\/li><\/ul><p>Hybrid approach<\/p><ul><li>Schedule PDF exports of key dashboard pages for stakeholders who prefer static summaries.<\/li><li>Embed short AI-generated narrative summaries (SmartAssist) to provide context on KPI movements when sending reports.<\/li><\/ul><p>Pros &amp; cons<\/p><div style=\"overflow-x: auto; width: 100%;\"><table style=\"border-collapse: collapse; width: 100%; min-width: 600px;\"><thead><tr style=\"background-color: #f4f4f4;\"><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">Format<\/th><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">Pros<\/th><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">Cons<\/th><\/tr><\/thead><tbody><tr style=\"background-color: #fff;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">Dashboard<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Fast insights, interactivity, alerts<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Can mislead if data governance is weak<\/td><\/tr><tr style=\"background-color: #f9f9f9;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">Report<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Comprehensive, auditable, narrative context<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Slow to act on and not interactive<\/td><\/tr><\/tbody><\/table><\/div><p>Recommendation: adopt a dashboard-first approach for operational decision-making and supplement with periodic reports for governance and audit purposes. For teams using MiHCM, dashboards can export scheduled reports and include SmartAssist narratives to bridge the gap between visual data and executive summaries.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23cdc0c elementor-widget elementor-widget-heading\" data-id=\"23cdc0c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Design principles for effective HR dashboards <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f12824 elementor-widget elementor-widget-text-editor\" data-id=\"0f12824\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Design for decision-making. Start with the stakeholder and apply the \u20185-second test\u2019: can the stakeholder answer their primary question within five seconds? If not, simplify.<\/p><p>Core principles<\/p><ul><li>Prioritise clarity: use simple chart types and a consistent colour palette (reserve red for negative signals and green for positive moves).<\/li><li>Show only what\u2019s needed: limit to 3\u20135 strategic KPIs per primary view and provide drill-downs for detail.<\/li><li>Use contextual narratives: add short AI-generated insights and recommended actions next to KPI cards.<\/li><li>Accessibility: ensure mobile rendering and add alt text for visuals; include a one-paragraph executive summary for non-technical readers.<\/li><li>Performance: use pre-aggregated views and incremental refresh to keep query times short.<\/li><\/ul><p>Visual design checklist<\/p><ul><li>Do: label axes, annotate baselines, include trend lines and show denominators for rates.<\/li><li>Do: standardise colours for categories and use shape\/size only when it adds meaning.<\/li><li>Don\u2019t: pack too many charts on a single canvas\u2014use tabs or drill-throughs.<\/li><li>Don\u2019t: rely on default chart colours without testing for colour-blind accessibility.<\/li><\/ul><p>Top 10 do\u2019s and don\u2019ts for HR dashboard visuals<\/p><ol><li>Do define the primary question each view answers.<\/li><li>Do show trend + current value for every KPI.<\/li><li>Do add a short \u2018what to do\u2019 action for anomalies.<\/li><li>Don\u2019t use 3D charts or unnecessary decorations.<\/li><li>Don\u2019t hide filters\u2014make them discoverable and persistent.<\/li><li>Do provide manager-level RBAC so users only see their teams.<\/li><li>Do test performance on the target device (desktop and mobile).<\/li><li>Don\u2019t mix time-series and categorical comparisons in the same chart unless clearly separated.<\/li><li>Do version your visuals and keep a change log for metric logic.<\/li><li>Do embed a short help tooltip that links to the measurement catalogue.<\/li><\/ol><p>Design note: include a visual explanation of each KPI\u2019s business impact (for example, how a 1% drop in retention affects hiring costs) to help HR justify investments to finance.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f39e97e elementor-widget elementor-widget-heading\" data-id=\"f39e97e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Data sources, ETL and integrating with HRIS <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-81308ef elementor-widget elementor-widget-text-editor\" data-id=\"81308ef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Reliable dashboards start with a canonical data model: canonical tables (employees, events, payroll, attendance, surveys) and canonical measures (FTE, active headcount, tenure). Define those tables and measures before building visuals.<\/p><p>Common data sources<\/p><ul><li>HRIS (core employee records)<\/li><li>Payroll system (labour cost, benefits)<\/li><li>Time &amp; attendance systems (clock-ins, leave)<\/li><li>ATS (applicant tracking system)<\/li><li>Engagement platforms and survey tools<\/li><li>Finance ERP for cost allocation<\/li><\/ul><p>ETL patterns<\/p><ul><li>Staged tables: land raw extracts in a staging schema and apply transformations in a controlled pipeline.<\/li><li>CDC (change data capture): for near-real-time updates use CDC or incremental loads rather than full refreshes.<\/li><li>Data validation: implement automated checks for duplicates, missing hire\/termination dates and payroll anomalies.<\/li><\/ul><p>Testing &amp; privacy<\/p><ul><li>Create unit tests for KPI logic (for example, verify turnover denominator aligns with active headcount definitions).<\/li><li>Pseudonymise PII in analyst views and apply role-based access for sensitive payroll fields.<\/li><li>Maintain reconciliation dashboards that compare source aggregates to dashboard totals and surface exceptions daily.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab2e87b elementor-widget elementor-widget-heading\" data-id=\"ab2e87b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How to build an HR analytics dashboard step-by-step (Power BI focused) <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a9ead50 elementor-widget elementor-widget-text-editor\" data-id=\"a9ead50\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Step 0 \u2014 Plan<\/p><ul><li>Define stakeholders, decisions they need to make and success metrics (adoption, action rate, reconciliation error).<\/li><li>Agree refresh cadence and data retention policies.<\/li><\/ul><p>Step 1 \u2014 Prepare data<\/p><ul><li>Extract canonical views from MiHCM and join payroll &amp; attendance using stable keys (employee_id).<\/li><li>Apply business rules (exclude contractors, map job families) and create a measurement catalogue documenting each KPI definition.<\/li><\/ul><p>Step 2 \u2014 Create measures (DAX)<\/p><ul><li>Headcount (distinct active employees): use DISTINCTCOUNT with an active-status filter.<\/li><li>Turnover rate: calculate voluntary terminations \/ average headcount over the period.<\/li><li>Rolling averages and cohort retention: implement DATEADD and CALCULATE patterns for rolling metrics.<\/li><\/ul><p>Step 3 \u2014 Build visuals<\/p><ul><li>KPI cards for current value and delta vs prior period.<\/li><li>Trend lines for headcount and turnover with seasonality shading.<\/li><li>Stacked bars\/heatmaps for absenteeism by month and department.<\/li><li>Tooltips and bookmarks to save common filter states for executives.<\/li><\/ul><p>Step 4 \u2014 Performance &amp; security<\/p><ul><li>Configure incremental refresh on large tables to improve load times (Power BI supports incremental refresh and RLS for datasets). (<a href=\"https:\/\/niccs.cisa.gov\/training\/catalog\/logops\/pl-300t00-microsoft-power-bi-data-analyst\" rel=\"nofollow noopener\" target=\"_blank\">NICCS\/CISA, 2024<\/a>)<\/li><li>Implement row-level security (RLS) for manager views so each manager sees only their reports.<\/li><li>Publish to Power BI Service and schedule dataset refreshes aligned with ETL cadence.<\/li><\/ul><p>Step 5 \u2014 Add automation<\/p><ul><li>Create threshold alerts (e.g., turnover &gt; X%) and subscribe stakeholders to weekly snapshots.<\/li><li>Embed SmartAssist summaries that explain key movements and recommended actions.<\/li><\/ul><p>Practical tips<\/p><ul><li>Provide a PBIX starter template that includes data model, RLS roles and sample DAX measures.<\/li><li>Use parameterised queries for environment-specific endpoints (dev\/prod) and document all measure logic in the measurement catalogue.<\/li><\/ul><p>Power BI checklist: DAX patterns you\u2019ll need<\/p><div style=\"overflow-x: auto; width: 100%;\"><table style=\"border-collapse: collapse; width: 100%; min-width: 700px;\"><thead><tr style=\"background-color: #f4f4f4;\"><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">Pattern<\/th><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">Use case<\/th><\/tr><\/thead><tbody><tr style=\"background-color: #fff;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">DISTINCTCOUNT + FILTER<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Headcount (active employees)<\/td><\/tr><tr style=\"background-color: #f9f9f9;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">CALCULATE + DATEADD<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Rolling averages, period-over-period change<\/td><\/tr><tr style=\"background-color: #fff;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">DIVIDE(numerator, denominator, 0)<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Turnover rates and conversion ratios to avoid divide-by-zero<\/td><\/tr><tr style=\"background-color: #f9f9f9;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">USERPRINCIPALNAME()<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Row-level security for manager scoping<\/td><\/tr><\/tbody><\/table><\/div><p>Feature note: pre-built MiHCM PBIX templates and canonical views reduce build time and limit measurement drift between environments.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-678118c elementor-widget elementor-widget-heading\" data-id=\"678118c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">HR dashboard examples: executive, recruitment, diversity, and absenteeism <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-369cb3f elementor-widget elementor-widget-text-editor\" data-id=\"369cb3f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Below are four example dashboard layouts and the decisions they support. Templates should be one-click deployable and include PBIX starter files with sample queries, visuals and measurement definitions.<\/p><p>Executive HR dashboard<\/p><ul><li>One-page summary: headcount trend, 12M turnover, labour cost per FTE, open requisitions and top 3 risks with links to drilldowns.<\/li><li>Decision supported: prioritise hiring budget, approve headcount changes and allocate retention funds.<\/li><\/ul><p>Recruitment dashboard<\/p><ul><li>Funnel: applications \u2192 interviews \u2192 offers \u2192 hires, time-to-hire by role, source effectiveness and offer acceptance rate.<\/li><li>Decision supported: optimise sourcing channels and reallocate recruiting spend.<\/li><\/ul><p>Diversity &amp; inclusion dashboard<\/p><ul><li>Representation by level and function, promotion rates by demographic, pay-gap visualisations with significance markers and progress vs targets.<\/li><li>Decision supported: target development programs and corrective pay actions.<\/li><\/ul><p>Absence &amp; wellbeing dashboard<\/p><ul><li>Heatmaps of sick days by month and department, trend lines for peak leave months and predictive alerts for rising absenteeism.<\/li><li>Decision supported: allocate wellbeing interventions and temporary staffing plans.<\/li><\/ul><p>Template downloads and PBIX starter files<\/p><ul><li>Data model with canonical tables and example RLS roles.<\/li><li>PBIX with sample DAX measures (headcount, turnover, time-to-hire) and pre-configured bookmarks.<\/li><li>Measurement catalogue and a one-page user guide for executives and managers.<\/li><\/ul><p>Benefit: using templates mapped to common decisions helps managers and HR act from a single source of truth and reduces build effort when scaling dashboards across the organisation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a10c69e elementor-widget elementor-widget-heading\" data-id=\"a10c69e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How HR dashboards inform leadership decisions <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0b95138 elementor-widget elementor-widget-text-editor\" data-id=\"0b95138\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Dashboards should not only show numbers \u2014 they should point to actions. Present recommended actions alongside anomalies to make decisions easier for leaders.<\/p><ul><li>Translate metrics into actions: when turnover rises in a department, show recommended options (hire temporary contractors, launch stay interviews, or increase retention compensation).<\/li><li>Use predictive scores to prioritise interventions: surface the top 10 high flight-risk employees by business criticality and suggested retention steps.<\/li><li>Align HR metrics to financial outcomes: present labour cost per FTE next to productivity or revenue-per-employee to frame HR requests in financial terms.<\/li><li>Run scenario planning: allow filters to model hiring ramps or headcount reductions and show immediate cost impact.<\/li><li>Closed-loop validation: capture intervention outcomes (for example, did turnover fall after a retention program?) and surface results back into the dashboard to measure effectiveness.<\/li><\/ul><p>Decision templates: prepare one-page slides for CFO (cost impact), CEO (top risks and mitigation) and line managers (team actions). Each template should include the KPI, the recommended action and the owner responsible for execution.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ffe4009 elementor-widget elementor-widget-heading\" data-id=\"ffe4009\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Data governance and maintaining data accuracy for your HR dashboard <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-100311f elementor-widget elementor-widget-text-editor\" data-id=\"100311f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Strong governance prevents dashboard distrust. Build a measurement catalogue and assign stewards to keep KPIs stable and auditable.<\/p><p>Key governance practices<\/p><ul><li>Measurement catalogue: document definitions (e.g., what counts as \u2018active headcount\u2019), data sources, refresh cadence and owners.<\/li><li>Automated reconciliation: implement daily sanity checks comparing source systems to dashboard aggregates and surface exceptions for review.<\/li><li>Data stewards: assign point people in HR, payroll and IT who own canonical tables and sign off on changes.<\/li><li>Version control: track changes to KPI logic and keep historical definitions for audits.<\/li><li>Privacy &amp; security: apply role-based access control, pseudonymise PII for analyst views and log data extracts and access for compliance.<\/li><\/ul><p>Measurement catalogue template<\/p><div style=\"overflow-x: auto; width: 100%;\"><table style=\"border-collapse: collapse; width: 100%; min-width: 800px;\"><thead><tr style=\"background-color: #f4f4f4;\"><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">\u0110\u01a1n v\u1ecb \u0111o l\u01b0\u1eddng<\/th><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">Definition<\/th><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">Source<\/th><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">Ch\u1ee7 s\u1edf h\u1eefu<\/th><\/tr><\/thead><tbody><tr style=\"background-color: #fff;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">Active headcount<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Distinct active employees on the last day of period<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">HRIS canonical_employees<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">HR Operations<\/td><\/tr><tr style=\"background-color: #f9f9f9;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">T\u1ef7 l\u1ec7 lu\u00e2n chuy\u1ec3n nh\u00e2n s\u1ef1 t\u1ef1 nguy\u1ec7n<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Voluntary terminations during period \/ average headcount<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">HRIS + Payroll<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">People Analytics<\/td><\/tr><\/tbody><\/table><\/div><p>Best practice: automate reconciliation dashboards and require steward sign-off for metric logic changes before they reach production. This reduces measurement drift and maintains stakeholder trust.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56e9051 elementor-widget elementor-widget-heading\" data-id=\"56e9051\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Maintaining and updating dashboards: cadence, alerts and ownership <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-be2c0a7 elementor-widget elementor-widget-text-editor\" data-id=\"be2c0a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Set clear cadences and owners so dashboards remain relevant and performant.<\/p><ul><li>Suggested cadences: operational dashboards \u2014 daily; manager dashboards \u2014 weekly; executive dashboards \u2014 weekly or monthly depending on decision rhythm. (This is a recommended practice\u2014cadence should align with your organisation&#8217;s decision cycles.)<\/li><li>Alerting rules: assign owners for each KPI and configure who receives notifications when thresholds breach.<\/li><li>Quarterly reviews: schedule KPI and filter reviews to ensure metrics remain aligned to business priorities.<\/li><li>Onboarding and training: provide short walkthroughs for new stakeholders and maintain a single knowledge base for dashboard use.<\/li><li>Retirement plan: deprecate unused visuals and archive old PBIX files to maintain performance.<\/li><\/ul><p>Sample refresh\/alert cadence table and owner matrix should include: dashboard name, refresh frequency, alert thresholds, primary owner and secondary owner. That makes reaction expectations explicit and measurable.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b4001cf elementor-widget elementor-widget-heading\" data-id=\"b4001cf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Tools and integrations: which BI tools and where MiHCM plugs in <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e9e66fa elementor-widget elementor-widget-text-editor\" data-id=\"e9e66fa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Choose a BI tool based on governance needs, embeddability and analyst skillset. Common choices include Power BI, Tableau and Looker.<\/p><p>Tool overview<\/p><ul><li>Power BI: flexible visuals, DAX measures, row-level security and strong Microsoft integration. Power BI supports incremental refresh and RLS for datasets, which helps scale dashboards for large HR datasets. (<a href=\"https:\/\/niccs.cisa.gov\/training\/catalog\/logops\/pl-300t00-microsoft-power-bi-data-analyst\" rel=\"nofollow noopener\" target=\"_blank\">NICCS\/CISA, 2024<\/a>)<\/li><li>Tableau: strong for exploratory analysis and fast visual prototyping.<\/li><li>Looker: excels with governed semantic models and parameterised analytics for large cloud data warehouses.<\/li><\/ul><p>Where MiHCM plugs in<\/p><p>MiHCM acts as the source of truth by centralising headcount, payroll and attendance. It offers pre-built connectors and canonical views that feed BI tools, and MiHCM Data &amp; AI provides feature sets ready for predictive models. Integration patterns include direct connectors for smaller teams, data warehouse sync for enterprise scale, or API-based pulls for near-real-time needs.<\/p><p>Checklist for selecting a BI tool for HR analytics<\/p><div style=\"overflow-x: auto; width: 100%;\"><table style=\"border-collapse: collapse; width: 100%; min-width: 700px;\"><thead><tr style=\"background-color: #f4f4f4;\"><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">Criteria<\/th><th style=\"border: 1px solid #ddd; padding: 10px; text-align: left;\">Notes<\/th><\/tr><\/thead><tbody><tr style=\"background-color: #fff;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">Governance<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Look for RLS, versioning and dataset lineage<\/td><\/tr><tr style=\"background-color: #f9f9f9;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">Performance<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Supports incremental refresh and query folding<\/td><\/tr><tr style=\"background-color: #fff;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">Embeddability<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Can you embed dashboards into HR portals or intranet?<\/td><\/tr><tr style=\"background-color: #f9f9f9;\"><td style=\"border: 1px solid #ddd; padding: 10px;\">AI\/ML integration<\/td><td style=\"border: 1px solid #ddd; padding: 10px;\">Supports integrating predictive scores from MiHCM Data &amp; AI<\/td><\/tr><\/tbody><\/table><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b5f7d3 elementor-widget elementor-widget-heading\" data-id=\"5b5f7d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Next steps to implement your HR analytics dashboard programme <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-856517a elementor-widget elementor-widget-text-editor\" data-id=\"856517a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Start small and scale.<\/p><p>Pick 1\u20132 strategic KPIs, build a manager dashboard and then scale to executive views.<\/p><p>Invest early in data hygiene and governance\u2014the measurement catalogue and reconciliation processes are foundational.<\/p><p>Use MiHCM\u2019s Analytics and Data &amp; AI modules to speed up data preparation and unlock predictive signals.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-97620fe elementor-widget elementor-widget-heading\" data-id=\"97620fe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-85a2ac3 elementor-widget elementor-widget-n-accordion\" data-id=\"85a2ac3\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. M\u1edf li\u00ean k\u1ebft b\u1eb1ng ph\u00edm Enter ho\u1eb7c Space, \u0111\u00f3ng b\u1eb1ng ph\u00edm Escape v\u00e0 \u0111i\u1ec1u h\u01b0\u1edbng b\u1eb1ng ph\u00edm m\u0169i t\u00ean\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1400\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-1400\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How often should I update HR metrics?   <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1400\" class=\"elementor-element elementor-element-7b21370 e-con-full e-flex e-con e-child\" data-id=\"7b21370\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1400\" class=\"elementor-element elementor-element-90df60a e-flex e-con-boxed e-con e-child\" data-id=\"90df60a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-07eb49d elementor-widget elementor-widget-text-editor\" data-id=\"07eb49d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tOperational dashboards: daily; manager dashboards: weekly; executive dashboards: weekly or monthly depending on decision rhythm. This recommendation reflects common practice but cadence should align to your organisation&#8217;s needs. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1401\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1401\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What KPIs should every executive see?   <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1401\" class=\"elementor-element elementor-element-949d2e0 e-con-full e-flex e-con e-child\" data-id=\"949d2e0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1401\" class=\"elementor-element elementor-element-db02bc9 e-flex e-con-boxed e-con e-child\" data-id=\"db02bc9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fd81e76 elementor-widget elementor-widget-text-editor\" data-id=\"fd81e76\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tHeadcount trend, 12M turnover, labour cost per FTE, top 3 risks and recruitment funnel health. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1402\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1402\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Can dashboards predict turnover?   <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1402\" class=\"elementor-element elementor-element-3a61d63 e-con-full e-flex e-con e-child\" data-id=\"3a61d63\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1402\" class=\"elementor-element elementor-element-c06b0c0 e-flex e-con-boxed e-con e-child\" data-id=\"c06b0c0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c7ab867 elementor-widget elementor-widget-text-editor\" data-id=\"c7ab867\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Yes. With labelled historical data you can build predictive models that output flight-risk or turnover-risk scores; academic and industry research shows machine learning models can predict attrition risk when trained on historical HR data. (<a href=\"https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC10786846\/\" rel=\"nofollow noopener\" target=\"_blank\">PMC, n.d<\/a>.)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1403\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1403\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How do I ensure data privacy?   <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1403\" class=\"elementor-element elementor-element-e7932fc e-con-full e-flex e-con e-child\" data-id=\"e7932fc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1403\" class=\"elementor-element elementor-element-567fbce e-flex e-con-boxed e-con e-child\" data-id=\"567fbce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e9632cb elementor-widget elementor-widget-text-editor\" data-id=\"e9632cb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tPseudonymise personally identifiable information for analyst views, apply row-level security for manager views and restrict payroll fields to authorised roles. Log data access and maintain an audit trail for compliance. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>An HR analytics dashboard is a single visual surface that combines HRIS, payroll, time &amp; attendance and engagement data to surface decision-ready KPIs for leaders and analysts. Dashboards are interactive and show current-state and trend signals so stakeholders can act quickly. Why you need one: Faster, data-informed decisions: surface at-risk teams and prioritise retention interventions [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":53712,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[18],"tags":[],"class_list":["post-53710","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"_links":{"self":[{"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/posts\/53710","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/comments?post=53710"}],"version-history":[{"count":0,"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/posts\/53710\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/media\/53712"}],"wp:attachment":[{"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/media?parent=53710"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/categories?post=53710"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/tags?post=53710"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}