{"id":52758,"date":"2025-12-22T00:01:51","date_gmt":"2025-12-22T00:01:51","guid":{"rendered":"https:\/\/mihcm.com\/?p=52758"},"modified":"2025-12-24T05:07:32","modified_gmt":"2025-12-24T05:07:32","slug":"from-data-to-decisions-the-ultimate-guide-to-ai-powered-hr-analytics","status":"publish","type":"post","link":"https:\/\/mihcm.com\/th\/resources\/blog\/from-data-to-decisions-the-ultimate-guide-to-ai-powered-hr-analytics\/","title":{"rendered":"From data to decisions: The ultimate guide to AI-powered HR analytics"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"52758\" class=\"elementor elementor-52758\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-19e8113 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"19e8113\" 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-d494773\" data-id=\"d494773\" 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-5a9c092 elementor-widget elementor-widget-text-editor\" data-id=\"5a9c092\" 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>AI in HR analytics integrates Artificial Intelligence, machine learning, and predictive analytics to transform raw HR data into strategic insights.<\/p><p>Evolving from static dashboards to adaptive algorithms, teams now forecast attrition, optimise hiring, and spot performance trends in real time.<\/p><p>Data-driven HR shifts decisions from intuition to evidence, improving workforce planning and business outcomes.<\/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-20194d5 elementor-widget elementor-widget-heading\" data-id=\"20194d5\" 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\">\u0e17\u0e33\u0e44\u0e21 AI \u0e16\u0e36\u0e07\u0e21\u0e35\u0e04\u0e27\u0e32\u0e21\u0e2a\u0e33\u0e04\u0e31\u0e0d\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a HR \u0e2a\u0e21\u0e31\u0e22\u0e43\u0e2b\u0e21\u0e48 <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f93eb5 elementor-widget elementor-widget-text-editor\" data-id=\"6f93eb5\" 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>Speed: Automated analysis of attendance, performance, and demographic data in seconds.<\/li><li>Precision: Predictive models identify flight risk, future top performers, and skill gaps.<\/li><li>Scalability: Processes large, diverse datasets without manual effort.<\/li><li>Actionable insights: Integrates with Power BI for visual analytics, enabling strategic workforce decisions.<\/li><\/ul><p>Key topics covered include defining AI in HR analytics, comparing AI, ML, and predictive analytics approaches, and detailed use cases across recruitment, retention, and engagement. The guide outlines steps to implement AI with governance, change management, and success metrics. Readers will explore leading platforms, ethical considerations, and ROI measurement.<\/p><p>The MiHCM Data &amp; AI module embeds predictive attrition and performance forecasting into MiHCM Enterprise. With out-of-the-box dashboards and seamless Power BI integration, role-based insights help HR managers and executives anticipate turnover and absenteeism proactively, uncover hidden patterns to boost productivity, and make strategic workforce decisions with visual analytics.<\/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-529f93b elementor-widget elementor-widget-heading\" data-id=\"529f93b\" 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\">Key takeaways <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d88f0e elementor-widget elementor-widget-text-editor\" data-id=\"4d88f0e\" 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>AI transforms HR by enabling predictive talent management across recruiting, retention, and engagement.<\/li><li>Core benefits include turnover prediction, performance forecasting, and engagement optimisation.<\/li><li>MiHCM Data &amp; AI delivers integrated dashboards and Power BI reports for real-time insights.<\/li><li>Successful AI implementation requires a clear data strategy, governance framework, and change management.<\/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-421608b elementor-widget elementor-widget-heading\" data-id=\"421608b\" 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 AI in HR analytics? <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ac5a2d4 elementor-widget elementor-widget-text-editor\" data-id=\"ac5a2d4\" 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\tAI in HR analytics uses algorithms that learn from historical HR data\u2014such as attendance records, performance ratings, and demographic profiles\u2014to predict future outcomes. Its scope covers:\n<ul>\n \t<li>Descriptive analytics: Aggregating past data for reporting.<\/li>\n \t<li>Predictive analytics: Forecasting turnover and absenteeism.<\/li>\n \t<li>Prescriptive analytics: Recommending actions to improve engagement.<\/li>\n<\/ul>\nMachine learning models automatically detect patterns and update as new data arrives, while rule-based analytics rely on predefined thresholds and logic. Below is a comparison:\n<!-- Scrollable parent -->\n<div style=\"overflow-x:auto; -webkit-overflow-scrolling:touch; border:1px solid #e6e6e6; padding:8px; border-radius:6px;\">\n\n  <table role=\"table\" aria-label=\"Analytics approaches table\" style=\"border-collapse:collapse; width:100%; min-width:900px; table-layout:fixed;\">\n\n    <thead>\n      <tr>\n        <th style=\"text-align:left; padding:12px 16px; font-weight:600; font-size:14px; border-bottom:1px solid #ddd; width:220px; min-width:220px;\">Approach<\/th>\n        <th style=\"text-align:left; padding:12px 16px; font-weight:600; font-size:14px; border-bottom:1px solid #ddd; width:380px; min-width:380px;\">\u0e04\u0e33\u0e19\u0e34\u0e22\u0e32\u0e21<\/th>\n        <th style=\"text-align:left; padding:12px 16px; font-weight:600; font-size:14px; border-bottom:1px solid #ddd; width:300px; min-width:300px;\">Use Case<\/th>\n      <\/tr>\n    <\/thead>\n\n    <tbody>\n\n      <tr>\n        <td style=\"padding:12px 16px; vertical-align:top; width:220px; min-width:220px;\">Rule-based Analytics<\/td>\n        <td style=\"padding:12px 16px; vertical-align:top; width:380px; min-width:380px;\">Static if-then rules<\/td>\n        <td style=\"padding:12px 16px; vertical-align:top; width:300px; min-width:300px;\">Alert for low performance scores<\/td>\n      <\/tr>\n\n      <tr>\n        <td style=\"padding:12px 16px; vertical-align:top; width:220px; min-width:220px;\">Machine Learning<\/td>\n        <td style=\"padding:12px 16px; vertical-align:top; width:380px; min-width:380px;\">Adaptive algorithms trained on data<\/td>\n        <td style=\"padding:12px 16px; vertical-align:top; width:300px; min-width:300px;\">Predicting flight-risk scores<\/td>\n      <\/tr>\n\n    <\/tbody>\n\n  <\/table>\n\n<\/div>\nCommon predictive use cases include forecasting employee turnover, estimating absenteeism trends, and identifying high-potential talent.  \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-0a21ddc elementor-widget elementor-widget-heading\" data-id=\"0a21ddc\" 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 AI enhances HR decision-making <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a952cb elementor-widget elementor-widget-image\" data-id=\"8a952cb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/mihcm.com\/wp-content\/uploads\/2025\/12\/How-AI-enhances-HR-decision-making.webp\" class=\"attachment-large size-large wp-image-52762\" alt=\"How AI enhances HR decision-making\" srcset=\"https:\/\/mihcm.com\/wp-content\/uploads\/2025\/12\/How-AI-enhances-HR-decision-making.webp 1000w, https:\/\/mihcm.com\/wp-content\/uploads\/2025\/12\/How-AI-enhances-HR-decision-making-300x200.webp 300w, https:\/\/mihcm.com\/wp-content\/uploads\/2025\/12\/How-AI-enhances-HR-decision-making-768x512.webp 768w, https:\/\/mihcm.com\/wp-content\/uploads\/2025\/12\/How-AI-enhances-HR-decision-making-18x12.webp 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\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-5e1ae9f elementor-widget elementor-widget-text-editor\" data-id=\"5e1ae9f\" 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>Unlike retrospective reporting, AI-driven platforms provide real-time insights by continuously analysing HR data streams. This shift from gut feel to evidence-based strategies empowers HR leaders to:<\/p><ul><li>Detect early signs of disengagement and intervene before performance declines.<\/li><li>Adjust workforce plans dynamically based on predictive performance forecasts.<\/li><li>Align talent initiatives with business goals by linking HR KPIs\u2014such as attrition rates\u2014to financial impact.<\/li><\/ul><p>Scenario: A proactive retention campaign uses a flight-risk score derived from machine learning. HP\u2019s pilot generated a Flight Risk score, estimating $ 300\u202fmillion in potential savings by reducing unplanned departures <a href=\"https:\/\/www.wsj.com\/articles\/BL-CIOB-1708\" rel=\"nofollow noopener\" target=\"_blank\">WSJ, 2013.<\/a> Leaders target high-risk employees with tailored development plans, mentorship, or compensation adjustments to retain critical talent.<\/p><p>By correlating reduction in attrition with cost avoidance, organisations gain clarity on the ROI of HR programs. For instance, Nielsen noted that a 1% decrease in attrition saves $ 5\u202fmillion annually <a href=\"https:\/\/www.fastcompany.com\/90357244\/this-is-why-data-is-now-more-essential-than-ever-in-hr\" rel=\"nofollow noopener\" target=\"_blank\">Fast Company, 2019<\/a>. Linking such insights to strategic objectives drives informed investment in people initiatives.<\/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-2c690af elementor-widget elementor-widget-heading\" data-id=\"2c690af\" 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\">Key benefits of AI in HR <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff039c0 elementor-widget elementor-widget-text-editor\" data-id=\"ff039c0\" 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>Implementing AI in HR yields measurable advantages across the talent lifecycle:<\/p><ul><li>Improved Talent Acquisition: Automated resume screening and candidate matching reduce time-to-hire by up to 30%, ensuring the best-fit candidates advance quickly.<\/li><li>Enhanced Retention: Predictive turnover models identify high-risk employees, enabling targeted interventions to reduce attrition.<\/li><li>Optimised Workforce Planning: Performance forecasting powers scenario modelling, ensuring the right capacity for future business needs.<\/li><li>Diversity and Inclusion: Unbiased algorithms surface diverse candidate pools and monitor pay equity to boost inclusion metrics.<\/li><li>Streamlined Compliance: Automated policy checks and risk assessments maintain GDPR and CCPA compliance with minimal manual effort.<\/li><\/ul><p>Moreover, Best Buy found that a 0.1 percentage-point increase in engagement translated to approximately $ 100,000 in additional store operating income Raconteur, 2020. These benefits underscore AI&#8217;s ability to drive business results through smarter people decisions.<\/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-431ebad elementor-widget elementor-widget-heading\" data-id=\"431ebad\" 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 functions that benefit most from AI <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-feca56c elementor-widget elementor-widget-image\" data-id=\"feca56c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"400\" src=\"https:\/\/mihcm.com\/wp-content\/uploads\/2025\/12\/HR-functions-that-benefit-most-from-AI.webp\" class=\"attachment-large size-large wp-image-52763\" alt=\"\" srcset=\"https:\/\/mihcm.com\/wp-content\/uploads\/2025\/12\/HR-functions-that-benefit-most-from-AI.webp 1000w, https:\/\/mihcm.com\/wp-content\/uploads\/2025\/12\/HR-functions-that-benefit-most-from-AI-300x150.webp 300w, https:\/\/mihcm.com\/wp-content\/uploads\/2025\/12\/HR-functions-that-benefit-most-from-AI-768x384.webp 768w, https:\/\/mihcm.com\/wp-content\/uploads\/2025\/12\/HR-functions-that-benefit-most-from-AI-18x9.webp 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\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-af78862 elementor-widget elementor-widget-text-editor\" data-id=\"af78862\" 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>Recruitment: AI-powered sourcing platforms automatically screen resumes, match candidates to job requirements, and rank talent based on predictive fit scores.<\/li><li>Onboarding: Chatbots guide new hires through documentation, training schedules, and FAQs, creating personalised journeys that accelerate productivity.<\/li><li>Performance Management: Continuous feedback loops, powered by sentiment analysis and goal-tracking algorithms, replace annual reviews with real-time coaching insights.<\/li><li>Learning &amp; Development: Skills gap analysis recommends tailored training modules, while adaptive learning paths evolve as employees gain new competencies.<\/li><li>Workforce Planning: Capacity forecasting and scenario modelling simulate headcount needs under various business conditions, optimising resource allocation.<\/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-3cda0f4 elementor-widget elementor-widget-heading\" data-id=\"3cda0f4\" 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\">AI vs. ML vs. predictive analytics in HR <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-60556f4 elementor-widget elementor-widget-text-editor\" data-id=\"60556f4\" 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>Artificial Intelligence (AI): Broad field encompassing algorithms that perform tasks traditionally requiring human intelligence.<\/li><li>Machine Learning (ML): Subset of AI where models learn patterns from data without explicit programming, improving predictions over time.<\/li><li>Predictive Analytics: Combines statistical techniques and ML to forecast future events based on historical data.<\/li><\/ul><p>Choosing the right approach depends on goals and data maturity.<\/p><p>Use statistical predictive analytics for well-defined forecasts like turnover rates. Adopt machine learning models when complex, non-linear relationships exist, such as parsing text from pulse surveys.<\/p><p>Integrating AI, ML, and predictive analytics within a unified platform ensures comprehensive insights\u2014from descriptive dashboards to prescriptive recommendations.<\/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-6a83c7b elementor-widget elementor-widget-heading\" data-id=\"6a83c7b\" 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\">Common AI use cases in HR <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c4606ca elementor-widget elementor-widget-image\" data-id=\"c4606ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"533\" src=\"https:\/\/mihcm.com\/wp-content\/uploads\/2025\/12\/Common-AI-use-cases-in-HR.webp\" class=\"attachment-large size-large wp-image-52764\" alt=\"Common AI use cases in HR\" srcset=\"https:\/\/mihcm.com\/wp-content\/uploads\/2025\/12\/Common-AI-use-cases-in-HR.webp 1000w, https:\/\/mihcm.com\/wp-content\/uploads\/2025\/12\/Common-AI-use-cases-in-HR-300x200.webp 300w, https:\/\/mihcm.com\/wp-content\/uploads\/2025\/12\/Common-AI-use-cases-in-HR-768x511.webp 768w, https:\/\/mihcm.com\/wp-content\/uploads\/2025\/12\/Common-AI-use-cases-in-HR-18x12.webp 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\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-9902e1b elementor-widget elementor-widget-text-editor\" data-id=\"9902e1b\" 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>Predicting Employee Turnover: Algorithms analyse factors like tenure, performance, and engagement to flag high-risk employees.<\/li><li>Absenteeism Forecasting: Time-series models identify patterns in leave data to predict future absence trends.<\/li><li>High-Potential Talent Identification: ML ranks employees by performance trajectories and promotion likelihood.<\/li><li>Automating Resume Screening and Initial Interviews: Natural language processing parses applications and conducts standardised assessments at scale.<\/li><li>Pulse Surveys with NLP: Sentiment analysis of open-text feedback uncovers organisational mood shifts.<\/li><li>Compensation Benchmarking: Data-driven pay equity analysis ensures market-aligned, fair compensation.<\/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-a02b7cd elementor-widget elementor-widget-heading\" data-id=\"a02b7cd\" 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\">Steps to implement AI in HR <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a433c5 elementor-widget elementor-widget-text-editor\" data-id=\"6a433c5\" 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<ol><li>Assess Data Readiness and Quality: Audit existing HR data sources, ensure completeness and consistency.<\/li><li>Define Clear Use Cases and Success Metrics: Select high-impact scenarios\u2014like turnover prediction\u2014and establish KPIs (e.g., reduction in attrition rate).<\/li><li>Choose Technology Stack and Platforms: Evaluate solutions for scalability, integration, and Power BI compatibility.<\/li><li>Pilot with Small User Groups: Run controlled tests, gather feedback, and refine models iteratively.<\/li><li>Scale Deployment and Manage Change: Train stakeholders, roll out across teams, and maintain ongoing support.<\/li><\/ol><p>Embedding AI into HR processes demands cross-functional alignment between HR, IT, and data teams. A robust governance framework ensures data privacy and model transparency, while a change management plan drives user adoption.<\/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-8d8679b elementor-widget elementor-widget-heading\" data-id=\"8d8679b\" 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\">Challenges and ethical considerations <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a8bab6e elementor-widget elementor-widget-text-editor\" data-id=\"a8bab6e\" 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>Data Privacy, Consent, and Compliance: Adhere to GDPR and CCPA by securing employee consent and anonymising sensitive records.<\/li><li>Mitigating Algorithmic Bias: Regularly audit models for disparate impact, retrain with balanced datasets, and apply fairness constraints.<\/li><li>Transparency and Explainability: Implement interpretable models or post-hoc explanations to build trust and satisfy regulatory requirements.<\/li><li>Change Management and Trust Building: Communicate AI benefits clearly, involve end users in design, and address concerns proactively.<\/li><li>Balancing Automation with Human Judgment: Use AI to augment\u2014rather than replace\u2014critical HR decisions, ensuring human oversight at key junctures.<\/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-3fbbbe7 elementor-widget elementor-widget-heading\" data-id=\"3fbbbe7\" 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\">Selecting and evaluating AI tools for HR <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a466000 elementor-widget elementor-widget-text-editor\" data-id=\"a466000\" 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<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: 600px; table-layout: fixed;\" role=\"table\" aria-label=\"Evaluation Criteria Table\"><thead><tr><th style=\"text-align: left; padding: 12px 16px; border-bottom: 1px solid #ddd; width: 220px; min-width: 220px;\">Criterion<\/th><th style=\"text-align: left; padding: 12px 16px; border-bottom: 1px solid #ddd; width: 380px; min-width: 380px;\">Importance<\/th><\/tr><\/thead><tbody><tr><td style=\"padding: 12px 16px; vertical-align: top;\">\u0e04\u0e27\u0e32\u0e21\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e43\u0e19\u0e01\u0e32\u0e23\u0e02\u0e22\u0e32\u0e22\u0e02\u0e19\u0e32\u0e14<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">Supports growing data volumes and users<\/td><\/tr><tr><td style=\"padding: 12px 16px; vertical-align: top;\">Integration<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">Seamless with existing HRIS and Power BI<\/td><\/tr><tr><td style=\"padding: 12px 16px; vertical-align: top;\">Usability<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">Intuitive interfaces for HR and leadership<\/td><\/tr><tr><td style=\"padding: 12px 16px; vertical-align: top;\">Vendor Track Record<\/td><td style=\"padding: 12px 16px; vertical-align: top;\">Proven ROI and reputable case studies<\/td><\/tr><\/tbody><\/table><\/div><p>When evaluating vendors, review case studies, customer references, and total cost of ownership. Ensure robust Power BI integration for custom reporting and role-based dashboards with access controls.<\/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-f0a7738 elementor-widget elementor-widget-heading\" data-id=\"f0a7738\" 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\">The future of AI in HR <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-490a560 elementor-widget elementor-widget-text-editor\" data-id=\"490a560\" 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>Advances on the horizon include:<\/p><ul><li>Prescriptive Analytics and AI Co-Pilots: Systems will not only forecast outcomes but suggest optimal interventions.<\/li><li>Generative AI for Content and Policy Drafting: Automated creation of job descriptions, policy documents, and training materials.<\/li><li>Cross-Enterprise Data Sharing and Federated Learning: Collaborative models that learn from anonymised data across organisations.<\/li><li>Continuous Learning Loops: Adaptive models updating in real time as employee behaviours and market conditions evolve.<\/li><li>Evolving HR Roles: Shift from administrative tasks to strategic workforce architects skilled in data science and human insights.<\/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-ef10653 elementor-widget elementor-widget-heading\" data-id=\"ef10653\" 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 MiHCM Data &amp; AI delivers analytics <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9140a5c elementor-widget elementor-widget-text-editor\" data-id=\"9140a5c\" 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>MiHCM Data &amp; AI offers a comprehensive suite of predictive and prescriptive analytics capabilities embedded within MiHCM Enterprise:<\/p><ul><li>HR Analytics for Better Decision Making: Prebuilt dashboards visualise attrition trends, performance forecasts, and diversity metrics.<\/li><li>Interactive Dashboards with Power BI: Custom reports and drilldowns empower users to explore data at any granularity.<\/li><li>Predict Workforce Performance: ML-powered modules generate flight-risk and high-potential scores automatically.<\/li><\/ul><p>Role-based access ensures HR managers, recruiters, and executives see tailored insights. A quick-start process\u2014data integration, model training, and dashboard setup\u2014accelerates time to value.<\/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-bf2813c elementor-widget elementor-widget-heading\" data-id=\"bf2813c\" 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\">\u0e02\u0e31\u0e49\u0e19\u0e15\u0e2d\u0e19\u0e15\u0e48\u0e2d\u0e44\u0e1b <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ddc4c4 elementor-widget elementor-widget-text-editor\" data-id=\"3ddc4c4\" 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>AI in HR analytics empowers organisations to move from reactive reporting to proactive workforce strategies. By leveraging predictive models and real-time insights, HR teams can reduce turnover, enhance engagement, and align talent initiatives with business goals.<\/p><ul><li>Recap: AI shifts HR from gut feel to data-driven decisions and embeds predictive forecasting into everyday workflows.<\/li><li>Call to Action: Pilot the MiHCM Data &amp; AI module to experience seamless integration of analytics and Power BI dashboards.<\/li><li>Next Step: Schedule a consultation with our experts to tailor a roadmap for your organisation.<\/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-5d7f856 elementor-widget elementor-widget-heading\" data-id=\"5d7f856\" 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\">\u0e04\u0e33\u0e16\u0e32\u0e21\u0e17\u0e35\u0e48\u0e1e\u0e1a\u0e1a\u0e48\u0e2d\u0e22 <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-397c6f9 elementor-widget elementor-widget-n-accordion\" data-id=\"397c6f9\" 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=\"\u0e41\u0e2d\u0e04\u0e04\u0e2d\u0e23\u0e4c\u0e40\u0e14\u0e35\u0e22\u0e19 \u0e40\u0e1b\u0e34\u0e14\u0e25\u0e34\u0e07\u0e01\u0e4c\u0e14\u0e49\u0e27\u0e22 Enter \u0e2b\u0e23\u0e37\u0e2d Space \u0e1b\u0e34\u0e14\u0e14\u0e49\u0e27\u0e22 Escape \u0e41\u0e25\u0e30\u0e19\u0e33\u0e17\u0e32\u0e07\u0e14\u0e49\u0e27\u0e22\u0e1b\u0e38\u0e48\u0e21\u0e25\u0e39\u0e01\u0e28\u0e23\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-6020\" 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-6020\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How accurate are AI turnover predictions?  <\/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-6020\" class=\"elementor-element elementor-element-a854319 e-con-full e-flex e-con e-child\" data-id=\"a854319\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-6020\" class=\"elementor-element elementor-element-8aee403 e-flex e-con-boxed e-con e-child\" data-id=\"8aee403\" 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-ae8f231 elementor-widget elementor-widget-text-editor\" data-id=\"ae8f231\" 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\tAccuracy varies by data quality and model complexity, typically ranging from 65% to 85% in pilot studies.\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-6021\" 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-6021\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What data sources feed ai in 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-6021\" class=\"elementor-element elementor-element-b7b2cd2 e-con-full e-flex e-con e-child\" data-id=\"b7b2cd2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-6021\" class=\"elementor-element elementor-element-c569052 e-flex e-con-boxed e-con e-child\" data-id=\"c569052\" 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-24243fe elementor-widget elementor-widget-text-editor\" data-id=\"24243fe\" 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\tCommon inputs include HRIS records, performance reviews, engagement surveys, and external labour market data.\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-6022\" 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-6022\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How quickly can MiHCM integrate with existing HRIS?  <\/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-6022\" class=\"elementor-element elementor-element-a0dee08 e-con-full e-flex e-con e-child\" data-id=\"a0dee08\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-6022\" class=\"elementor-element elementor-element-865c100 e-flex e-con-boxed e-con e-child\" data-id=\"865c100\" 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-e8d5ff9 elementor-widget elementor-widget-text-editor\" data-id=\"e8d5ff9\" 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\tStandard integrations can be completed in 4\u20136 weeks, depending on data complexity.\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-6023\" 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-6023\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What training is required for HR teams?  <\/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-6023\" class=\"elementor-element elementor-element-a26acf9 e-con-full e-flex e-con e-child\" data-id=\"a26acf9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-6023\" class=\"elementor-element elementor-element-c7739b1 e-flex e-con-boxed e-con e-child\" data-id=\"c7739b1\" 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-a6af438 elementor-widget elementor-widget-text-editor\" data-id=\"a6af438\" 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\tRole-based workshops on dashboard navigation, model interpretation, and change management best practices.\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-6024\" 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-6024\" >\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 measure ROI of 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-6024\" class=\"elementor-element elementor-element-f9b4fd3 e-con-full e-flex e-con e-child\" data-id=\"f9b4fd3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-6024\" class=\"elementor-element elementor-element-e4f2ff7 e-flex e-con-boxed e-con e-child\" data-id=\"e4f2ff7\" 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-afbb1f6 elementor-widget elementor-widget-text-editor\" data-id=\"afbb1f6\" 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>Track metrics such as reduction in attrition rate, time-to-fill, engagement scores, and cost savings associated with turnover decreases.<\/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>AI in HR analytics integrates Artificial Intelligence, machine learning, and predictive analytics to transform raw HR data into strategic insights. Evolving from static dashboards to adaptive algorithms, teams now forecast attrition, optimise hiring, and spot performance trends in real time. Data-driven HR shifts decisions from intuition to evidence, improving workforce planning and business outcomes. Why [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":52759,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[18],"tags":[],"class_list":["post-52758","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"_links":{"self":[{"href":"https:\/\/mihcm.com\/th\/wp-json\/wp\/v2\/posts\/52758","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mihcm.com\/th\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mihcm.com\/th\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mihcm.com\/th\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/mihcm.com\/th\/wp-json\/wp\/v2\/comments?post=52758"}],"version-history":[{"count":0,"href":"https:\/\/mihcm.com\/th\/wp-json\/wp\/v2\/posts\/52758\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mihcm.com\/th\/wp-json\/wp\/v2\/media\/52759"}],"wp:attachment":[{"href":"https:\/\/mihcm.com\/th\/wp-json\/wp\/v2\/media?parent=52758"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mihcm.com\/th\/wp-json\/wp\/v2\/categories?post=52758"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mihcm.com\/th\/wp-json\/wp\/v2\/tags?post=52758"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}