{"id":52813,"date":"2026-01-01T00:01:36","date_gmt":"2026-01-01T00:01:36","guid":{"rendered":"https:\/\/mihcm.com\/?p=52813"},"modified":"2026-01-01T02:19:35","modified_gmt":"2026-01-01T02:19:35","slug":"7-advantages-of-hr-analytics-for-modern-businesses","status":"publish","type":"post","link":"https:\/\/mihcm.com\/id\/resources\/blog\/7-advantages-of-hr-analytics-for-modern-businesses\/","title":{"rendered":"7 advantages of HR analytics for modern businesses"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"52813\" class=\"elementor elementor-52813\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d00fdd0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d00fdd0\" 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-bfd6fa9\" data-id=\"bfd6fa9\" 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-444b8c5 elementor-widget elementor-widget-text-editor\" data-id=\"444b8c5\" 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>The advantages of HR analytics are the measurable business benefits that come from collecting, analysing and acting on workforce data. This guide links people analytics with HRIS and payroll integration to show how HR teams move from descriptive dashboards to predictive and prescriptive actions.<\/p><p>When HR and payroll data are combined, leaders see hiring costs, overtime spikes and reimbursement outliers in currency terms rather than headcount alone. That visibility reduces agency fees, controls overtime, and prevents duplicate payments\u2014turning insights into savings.<\/p><p>This guide delivers seven concrete advantages, the metrics to track for each, a 90day roadmap and direct mappings to MiHCM capabilities (MiHCM Analytics, MiHCM Data &amp; AI, SmartAssist and MiA) so HR teams can move from insight to measurable action.<\/p><p>What you\u2019ll get:<\/p><ul><li>Seven advantages with KPI examples and short ROI templates.<\/li><li>A 90day pilot plan (recruitment funnel or turnover risk recommended).<\/li><li>Product mappings that show how MiHCM converts dashboards into workflows.<\/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-7bb1790 elementor-widget elementor-widget-heading\" data-id=\"7bb1790\" 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 we mean by HR analytics (descriptive, diagnostic, predictive, prescriptive) <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6178c6b elementor-widget elementor-widget-text-editor\" data-id=\"6178c6b\" 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>Descriptive: what happened (dashboards)<\/p><p>Diagnostic: why it happened (root-cause)<\/p><p>Predictive: who\/what is at risk (models)<\/p><p>Prescriptive: what to do next (recommendations and automated workflows)<\/p><p>Data &amp; privacy: Use only necessary data, apply anonymised roll-ups for reporting, and align access controls with legal requirements and internal governance.<\/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-22a5047 elementor-widget elementor-widget-heading\" data-id=\"22a5047\" 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\">7 advantages of HR analytics at a glance <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bddf93f elementor-widget elementor-widget-text-editor\" data-id=\"bddf93f\" 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>Quick summary for busy leaders: the advantages of HR analytics deliver faster hiring, lower turnover, clearer workforce plans, direct payroll savings, stronger engagement and performance, better compliance and scalable automation.<\/p><p>1. Faster &amp; better hiring \u2014 reduce timetofill and costperhire.<\/p><p>2. Proactive retention \u2014 identify atrisk employees before they leave.<\/p><p>3. Smarter workforce planning \u2014 scenario modelling linked to payroll costs.<\/p><p>4. Payrolllinked cost savings \u2014 spot overtime and reimbursement outliers.<\/p><p>5. Improved engagement &amp; performance \u2014 target interventions that move the needle.<\/p><p>6. Compliance &amp; DE&amp;I insights \u2014 auditready demographic reporting and payequity checks.<\/p><p>7. HR data automation &amp; scalability \u2014 automate reports and approvals to free HR time.<\/p><p>Recommended next step: review the KPI dashboard and select one 90day pilot \u2014 recruitment funnel optimisation or turnover risk \u2014 and map it to MiHCM Analytics and MiHCM Data &amp; AI.<\/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-4454abb elementor-widget elementor-widget-heading\" data-id=\"4454abb\" 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\">Advantage 1 \u2014 Enhanced recruitment &amp; hiring outcomes (how HR analytics improves hiring outcomes) <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ff8b52 elementor-widget elementor-widget-text-editor\" data-id=\"6ff8b52\" 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>Analytics improves hiring by measuring the endtoend funnel and optimising spend across channels. Track applicanttohire ratios, timetofill, offer acceptance rates and qualityofhire to lower costperhire.<\/p><p>Key metrics for hiring dashboards:<\/p><ul><li>Time to fill (median days).<\/li><li>Applicants \u2192 interviews \u2192 offers \u2192 hires (conversion rates).<\/li><li>Offer acceptance rate and source effectiveness (channel ROI).<\/li><li>Quality of hire: firstyear performance and retention of new hires.<\/li><\/ul><p>Predictive scoring uses historical hire performance and jobfit signals to rank candidates, reducing interview volume and improving match rates. Run an A\/B pilot: route candidates from two sourcing channels into controlled selection processes and measure differences in timetohire and 6month retention.<\/p><p>90day pilot (recruitment funnel):<\/p><ul><li>Weeks 1\u20132: baseline metrics (time to fill, channel conversion).<\/li><li>Weeks 3\u20136: enable tracking in MiHCM Analytics and tag sources.<\/li><li>Weeks 7\u201312: run A\/B sourcing test, apply a predictive score and compare outcomes.<\/li><\/ul><p>Sample ROI example: if vacancy costs $800\/day and timetohire falls 20% from 40 to 32 days, savings = 8 days \u00d7 $800 = $6,400 per role \u2014 multiply by hires to estimate program ROI.<\/p><p>Use MiHCM Analytics to monitor funnel KPIs and MiHCM Data &amp; AI to build candidate success models; SmartAssist can push recommended actions (e.g., increase bids on highROI channels) into operational workflows.<\/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-379b4a3 elementor-widget elementor-widget-heading\" data-id=\"379b4a3\" 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\">Advantage 2 \u2014 Proactive retention and reduced turnover (in what ways can analytics boost employee retention) <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11f1809 elementor-widget elementor-widget-text-editor\" data-id=\"11f1809\" 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>Turnover analysis identifies atrisk cohorts by tenure, role, manager, performance and engagement signals. Predictive turnover models generate risk probabilities that leaders can act on with targeted interventions.<\/p><p>Turnover model: inputs, outputs and action steps<\/p><ul><li>Inputs: tenure, role, manager, performance scores, pulse responses, promotion history, compensation changes.<\/li><li>Outputs: risk probability, key drivers per employee, recommended interventions.<\/li><li>Actions: manager alerts, stay conversations, targeted development or compensation reviews.<\/li><\/ul><p>Example operationalisation: identify a highrisk cohort of software engineers, run retention offers (career conversations, stretch assignments, compensation review) and measure attrition change over six months. Track voluntary turnover rate, retention by cohort, turnover cost per role and completion of stay interviews.<\/p><p>Precision improves when HRIS data is combined with engagement pulse and performance metrics \u2014 this is where HR big data analytics and MiHCM Data &amp; AI add value. SmartAssist can surface recommended retention actions and MiA can automate approvals for retention offers or learning investments.<\/p><p>Start with a single department pilot to reduce voluntary turnover by focusing on the top 10% highestrisk employees and measure change in 90 and 180day attrition.<\/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-c3629dc elementor-widget elementor-widget-heading\" data-id=\"c3629dc\" 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\">Advantage 3 \u2014 Datadriven workforce planning (how HR analytics optimise workforce planning) <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e13e786 elementor-widget elementor-widget-text-editor\" data-id=\"e13e786\" 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>Workforce planning moves from guesswork to scenario modelling when analytics link headcount decisions to payroll impact. Create hire\/nohire and growth scenarios and show leaders the currency impact (salary cost, benefits and total labour spend).<br \/>Scenario planning template: three scenarios and how to read them:<\/p><div style=\"overflow-x: auto; -webkit-overflow-scrolling: touch; border: 1px solid #e6e6e6; padding: 8px; border-radius: 6px;\"><table style=\"border-collapse: collapse; width: 100%; min-width: 900px; table-layout: fixed;\" role=\"table\" aria-label=\"Headcount planning scenarios table\"><thead><tr><th style=\"text-align: left; padding: 12px 16px; border-bottom: 1px solid #ddd; width: 250px; min-width: 250px;\">Skenario<\/th><th style=\"text-align: left; padding: 12px 16px; border-bottom: 1px solid #ddd; width: 300px; min-width: 300px;\">Headcount change<\/th><th style=\"text-align: left; padding: 12px 16px; border-bottom: 1px solid #ddd; width: 350px; min-width: 350px;\">Payroll impact (12 months)<\/th><\/tr><\/thead><tbody><tr><td style=\"padding: 12px 16px; vertical-align: top;\">Conservative<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">-2% hiring freeze<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">Minimal savings; risk to delivery<\/td><\/tr><tr><td style=\"padding: 12px 16px; vertical-align: top;\">Baseline<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">replace attrition<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">Neutral; maintain capacity<\/td><\/tr><tr><td style=\"padding: 12px 16px; vertical-align: top;\">Growth<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">+8% targeted hires<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">Increased cost; strategic revenue upside<\/td><\/tr><\/tbody><\/table><\/div><p>Use skillsgap heatmaps and internal mobility analytics to prioritise internal fills and reduce external hiring costs. Forecast roles needed over the next 12 months using historical attrition, business growth and project demand; compute vacancy days and translate into vacancy costs.<\/p><p>Practical KPIs: forecast accuracy, internal fill rate, cost per role, vacancy days and salary budget variance. Integrate payroll exports so each scenario shows real dollar impact on salary budget and benefit spend.<\/p><p>When planning, assign an owner for each scenario, a timeline and a contingency trigger (e.g., hiring pause if revenue &lt; target). These guardrails help leaders make informed tradeoffs between headcount and budget<\/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-9ddfdd7 elementor-widget elementor-widget-heading\" data-id=\"9ddfdd7\" 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\">Advantage 4 \u2014 Cost savings &amp; payroll optimisation (what cost savings can HR analytics deliver) <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-319b569 elementor-widget elementor-widget-text-editor\" data-id=\"319b569\" 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>Linking payroll and HR data uncovers overtime hotspots, excessive contractor spend and high reimbursement clusters. Analytics make exceptions visible and prioritise remediation for the largest savings.<\/p><p>Payroll diagnostics checklist<\/p><ul><li>Audit overtime by team and role for the last 6 months.<\/li><li>Identify contractors with longterm usage that should be converted or renegotiated.<\/li><li>Visualise travel\/reimbursement clusters by department and claim type.<\/li><li>Flag duplicate payments, inaccurate allowances and classification anomalies.<\/li><\/ul><p>Sample ROI example: if a department reduces overtime by 5% after schedule optimisation and the monthly overtime bill was $150,000, annual saving \u2248 $150,000 \u00d7 12 \u00d7 5% = $90,000. Run a payroll exceptions pilot: visualise 6 months of exceptions, prioritise top 10 by cost and implement approval workflows through MiA.<\/p><p>Compliance savings also occur by spotting statutory pay or classification errors early; preventing fines and remediation often outweighs the cost of analytics implementation.<\/p><p>Use MiHCM Analytics for unified payroll + HR dashboards and SmartAssist to convert insights into recommended actions \u2014 then automate approvals and tracking with MiA to close the loop.<\/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-57dc21f elementor-widget elementor-widget-heading\" data-id=\"57dc21f\" 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\">Advantage 5 \u2014 Improve engagement and performance (how analytics improve engagement and performance) <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d238e76 elementor-widget elementor-widget-text-editor\" data-id=\"d238e76\" 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>Link engagement pulse and survey data to performance outcomes and retention. Analytics reveal correlations (not automatic causation) that guide targeted microinterventions such as manager coaching, role redesign or learning investments.<\/p><p>From pulse to performance: an evidencebased playbook<\/p><ul><li>Measure eNPS and pulse trends by team and manager.<\/li><li>Track manager 1:1 frequency and correlate with performance deltas.<\/li><li>Monitor training completion and link to posttraining performance improvements.<\/li><\/ul><p>Microinterventions: deploy targeted learning to teams scoring low on role clarity; schedule manager coaching where direct reports report low support; rebalance workload where absence patterns correlate with burnout signals.<\/p><p>A\/B example: Team A receives weekly 1:1s and a short coaching module; Team B retains standard cadence. After one quarter, compare performance metrics, eNPS change and voluntary attrition to quantify impact.<\/p><p>Use MiA for rapid mobile pulse collection, MiHCM Analytics to visualise trends and SmartAssist to recommend and route interventions for manager action.<\/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-786d51f elementor-widget elementor-widget-heading\" data-id=\"786d51f\" 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\"> \nAdvantage 6 \u2014 Compliance, risk reduction &amp; building diverse teams <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce1516c elementor-widget elementor-widget-text-editor\" data-id=\"ce1516c\" 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>Analytics automates demographic reporting, payequity checks and compliance monitoring. Builtin controls and audit trails make reporting auditready and reduce legal risk.<\/p><p>Compliance checklist and DE&amp;I measurement suggestions<\/p><ul><li>Implement quarterly payequity analyses and triangulate with role, tenure and performance.<\/li><li>Track promotions, internal mobility and hires by demographic cohorts.<\/li><li>Log data lineage and access logs; enable anonymised aggregated views for sensitive reports.<\/li><li>Adopt rolebased access control and maintain an approvals audit for sensitive HR actions.<\/li><\/ul><p>Privacy best practices: minimise data collection to what\u2019s required, present aggregated\/ anonymised reports where possible, obtain employee consent for sensitive uses and document governance policies. These measures protect employees while keeping analytics actionable and auditready.<\/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-2114912 elementor-widget elementor-widget-heading\" data-id=\"2114912\" 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\">Advantage 7 \u2014 Automation, scalability &amp; HR data automation <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2881018 elementor-widget elementor-widget-text-editor\" data-id=\"2881018\" 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>Automating routine HR reports and approvals frees HR to focus on strategy. Examples include automated onboarding tasks, approval workflows for reimbursements and scheduled exception reports that trigger manager actions.<\/p><p>90day automation playbook: what to automate first and how to measure impact<\/p><ol><li>Week 1\u20132: identify highvalue repetitive tasks (onboarding checklist, timesheet exceptions, expense approvals).<\/li><li>Week 3\u20136: automate report generation and routing (dashboards + scheduled emails).<\/li><li>Week 7\u201312: deploy SmartAssist rules to convert insights into recommended actions and use MiA to collect approvals and feedback.<\/li><\/ol><p>Scaling analytics follows a maturity path: descriptive (dashboards) \u2192 diagnostic (rootcause) \u2192 predictive (models) \u2192 prescriptive (automation + approvals). Integrate HRIS, payroll, performance and learning systems for robust HR big data analytics and reproducible models.<\/p><p>Measure impact with time saved (hours automated), reduction in report preparation frequency and error rate decline.<\/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-7e3fd0e elementor-widget elementor-widget-heading\" data-id=\"7e3fd0e\" 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 get started: roadmap &amp; quick wins for HR big data analytics <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb28bd7 elementor-widget elementor-widget-text-editor\" data-id=\"eb28bd7\" 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>90day roadmap with milestones to move from data discovery to pilot models and measurable outcomes.<\/p><p>90day roadmap (detailed milestones)<\/p><div style=\"overflow-x: auto; -webkit-overflow-scrolling: touch; border: 1px solid #e6e6e6; padding: 8px; border-radius: 6px;\"><table style=\"border-collapse: collapse; width: 100%; min-width: 900px; table-layout: fixed;\" role=\"table\" aria-label=\"Implementation roadmap table\"><thead><tr><th style=\"text-align: left; padding: 12px 16px; border-bottom: 1px solid #ddd; width: 150px; min-width: 150px;\">Weeks<\/th><th style=\"text-align: left; padding: 12px 16px; border-bottom: 1px solid #ddd; width: 250px; min-width: 250px;\">Milestone<\/th><th style=\"text-align: left; padding: 12px 16px; border-bottom: 1px solid #ddd; width: 500px; min-width: 500px;\">Deliverable<\/th><\/tr><\/thead><tbody><tr><td style=\"padding: 12px 16px; vertical-align: top;\">1\u20132<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">Data discovery<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">Inventory HRIS, payroll, performance and survey sources; appoint data steward<\/td><\/tr><tr><td style=\"padding: 12px 16px; vertical-align: top;\">3\u20134<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">Clean &amp; connect<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">Data cleansing, mappings and secure connections to MiHCM Analytics<\/td><\/tr><tr><td style=\"padding: 12px 16px; vertical-align: top;\">5\u20138<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">Dashboard pilot<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">Recruitment funnel or turnover dashboard with baseline KPIs<\/td><\/tr><tr><td style=\"padding: 12px 16px; vertical-align: top;\">9\u201312<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">Predictive pilot<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">Turnover risk or candidate success model with initial evaluation<\/td><\/tr><\/tbody><\/table><\/div><p>Two recommended pilots<\/p><ul><li>Recruitment funnel optimisation \u2014 success metric: reduce median timetofill by 15% in 90 days.<\/li><li>Turnover risk for one department \u2014 success metric: reduce 90day voluntary attrition among flagged cohort by 10%.<\/li><\/ul><p>People &amp; data required: HRIS export, payroll export, manager collaboration, an executive sponsor and a data steward. Governance: monthly review cadence, documented roles, data quality checklist and privacy safeguards.<\/p><p>Product mapping: MiHCM Analytics for dashboards, MiHCM Data &amp; AI for predictive models, SmartAssist to recommend next steps and MiA to automate approvals and collect manager feedback.<\/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-05727a8 elementor-widget elementor-widget-heading\" data-id=\"05727a8\" 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\">Case studies, metrics &amp; ROI \u2014 proven outcomes <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40da630 elementor-widget elementor-widget-text-editor\" data-id=\"40da630\" 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>Illustrative anonymised mini case studies show likely outcomes when HR analytics are applied to priority pilots.<\/p><p>Mini case studies and ROI formulae<\/p><ul><li>Recruitment pilot: median timetohire fell 18%, reducing vacancy days and agency fees. ROI = (vacancy cost\/day \u00d7 days saved \u00d7 hires) \u2212 pilot cost.<\/li><li>Retention pilot: a focused program produced a 12% improvement in retention for a single business unit over six months; savings from avoided replacement costs were measurable against program spend.<\/li><li>Payroll optimisation: exception analysis led to a 5% reduction in overtime in a large department, producing notable annual savings.<\/li><\/ul><p>Suggested executive reporting metrics for first 6 months: cost per hire, voluntary retention rate, payroll variance vs budget, eNPS delta and projected savings. Turn percentage improvements into dollars using simple formulas: dollar impact = baseline cost \u00d7 percent improvement.<\/p><p>Share these metrics monthly and translate improvements into net savings to maintain executive sponsorship.<\/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-9ef4fa1 elementor-widget elementor-widget-heading\" data-id=\"9ef4fa1\" 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\">Pertanyaan yang Sering Diajukan <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9fb9d1d elementor-widget elementor-widget-n-accordion\" data-id=\"9fb9d1d\" 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=\"Akordeon. Membuka tautan dengan Enter atau Spasi, menutup dengan Escape, dan menavigasi dengan Tombol Panah\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1670\" 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-1670\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What is HR analytics?  <\/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-1670\" class=\"elementor-element elementor-element-527e30a e-con-full e-flex e-con e-child\" data-id=\"527e30a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1670\" class=\"elementor-element elementor-element-71a4177 e-flex e-con-boxed e-con e-child\" data-id=\"71a4177\" 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-354cf42 elementor-widget elementor-widget-text-editor\" data-id=\"354cf42\" 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\tThe collection and analysis of HR data to inform workforce decisions, using descriptive, predictive and prescriptive techniques.\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-1671\" 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-1671\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How do you use HR analytics?  <\/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-1671\" class=\"elementor-element elementor-element-7493066 e-con-full e-flex e-con e-child\" data-id=\"7493066\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1671\" class=\"elementor-element elementor-element-3dc1d8f e-flex e-con-boxed e-con e-child\" data-id=\"3dc1d8f\" 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-84ee839 elementor-widget elementor-widget-text-editor\" data-id=\"84ee839\" 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\tDefine goals, gather and clean relevant HR and payroll data, build dashboards, run pilots and use models to guide targeted actions.\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-1672\" 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-1672\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What are the main types?  <\/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-1672\" class=\"elementor-element elementor-element-24b9913 e-con-full e-flex e-con e-child\" data-id=\"24b9913\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1672\" class=\"elementor-element elementor-element-0c607f5 e-flex e-con-boxed e-con e-child\" data-id=\"0c607f5\" 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-d5f75df elementor-widget elementor-widget-text-editor\" data-id=\"d5f75df\" 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\tDescriptive (what happened), diagnostic (why), predictive (what may happen) and prescriptive (what to do).\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-1673\" 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-1673\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Which KPIs matter most?  <\/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-1673\" class=\"elementor-element elementor-element-a35828f e-con-full e-flex e-con e-child\" data-id=\"a35828f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1673\" class=\"elementor-element elementor-element-783fd61 e-flex e-con-boxed e-con e-child\" data-id=\"783fd61\" 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-d54e461 elementor-widget elementor-widget-text-editor\" data-id=\"d54e461\" 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\tTime to fill, cost per hire, voluntary turnover, internal fill rate, vacancy days, eNPS and payroll variance.\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-1674\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1674\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How does payroll integration help? <\/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-1674\" class=\"elementor-element elementor-element-88c0a04 e-con-full e-flex e-con e-child\" data-id=\"88c0a04\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1674\" class=\"elementor-element elementor-element-83edc3b e-flex e-con-boxed e-con e-child\" data-id=\"83edc3b\" 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-c907e38 elementor-widget elementor-widget-text-editor\" data-id=\"c907e38\" 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\tIt converts headcount scenarios into dollar impacts, reveals overtime and reimbursement outliers and improves ROI calculations.\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-1675\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"6\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1675\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What are the risks?  <\/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-1675\" class=\"elementor-element elementor-element-26cba70 e-con-full e-flex e-con e-child\" data-id=\"26cba70\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1675\" class=\"elementor-element elementor-element-2fe87d2 e-flex e-con-boxed e-con e-child\" data-id=\"2fe87d2\" 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-ef19b7c elementor-widget elementor-widget-text-editor\" data-id=\"ef19b7c\" 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\tPrivacy, data quality and misuse; mitigate with minimisation, rolebased access, anonymised reporting and clear governance.\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-1676\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"7\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1676\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How to start?  <\/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-1676\" class=\"elementor-element elementor-element-1b26334 e-con-full e-flex e-con e-child\" data-id=\"1b26334\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1676\" class=\"elementor-element elementor-element-8aa57c0 e-flex e-con-boxed e-con e-child\" data-id=\"8aa57c0\" 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-7a05d5d elementor-widget elementor-widget-text-editor\" data-id=\"7a05d5d\" 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\tPick a single pilot (recruitment or turnover), secure an executive sponsor and follow the 90day roadmap.\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-1677\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"8\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1677\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What is HR data automation?  <\/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-1677\" class=\"elementor-element elementor-element-fb2c00f e-con-full e-flex e-con e-child\" data-id=\"fb2c00f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1677\" class=\"elementor-element elementor-element-743e486 e-flex e-con-boxed e-con e-child\" data-id=\"743e486\" 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-3c7e336 elementor-widget elementor-widget-text-editor\" data-id=\"3c7e336\" 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>Automating data extracts, recurring reports and approval workflows so models and dashboards stay current with minimal manual effort.<\/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<\/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>The advantages of HR analytics are the measurable business benefits that come from collecting, analysing and acting on workforce data. This guide links people analytics with HRIS and payroll integration to show how HR teams move from descriptive dashboards to predictive and prescriptive actions. When HR and payroll data are combined, leaders see hiring costs, [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":52814,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[18],"tags":[],"class_list":["post-52813","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"_links":{"self":[{"href":"https:\/\/mihcm.com\/id\/wp-json\/wp\/v2\/posts\/52813","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mihcm.com\/id\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mihcm.com\/id\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mihcm.com\/id\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/mihcm.com\/id\/wp-json\/wp\/v2\/comments?post=52813"}],"version-history":[{"count":0,"href":"https:\/\/mihcm.com\/id\/wp-json\/wp\/v2\/posts\/52813\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mihcm.com\/id\/wp-json\/wp\/v2\/media\/52814"}],"wp:attachment":[{"href":"https:\/\/mihcm.com\/id\/wp-json\/wp\/v2\/media?parent=52813"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mihcm.com\/id\/wp-json\/wp\/v2\/categories?post=52813"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mihcm.com\/id\/wp-json\/wp\/v2\/tags?post=52813"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}