HR Analytics & Insights · Latest

From payroll data to workforce decisions: People analytics for Malaysian enterprises

How Malaysian enterprises turn payroll, attendance and leave data into workforce decisions — the governance, the metrics and the analytics layer that make it work.

Marianne David

September 22, 202613 min read

73 articles

11 Benchmarking HR Metrics Compare Your HR Performance to Industry Standards

Marianne David

HR Analytics & Insights

Benchmarking HR metrics: Compare your HR performance to industry standards

HR benchmarking data compares your HR metrics to internal and external reference points, turning raw HR reporting and analytics into context that guides decisions. Benchmarks are comparative reference points that sit above transactional HRIS or payroll data and above descriptive analytics: they answer how you stack up, not only what happened. Why it matters now: […]

January 20, 2026·10 min read

HR Key Performance Indicators The Essential Guide for HR Leaders

Marianne David

HR Analytics & Insights

HR KPIs: The essential guide for HR leaders

HR Key Performance Indicators (KPIs) are measurable values that show how effectively HR activities support business objectives. Not every HR metric qualifies as a KPI: KPIs are explicitly tied to a strategic outcome and surface the organisation-level signal HR leadership needs to act. What this blog delivers: Clear definition of HR KPIs and the difference […]

January 19, 2026·11 min read

9 Human Resource Measures Key HR Metrics and Formulas

Marianne David

HR Analytics & Insights

Key HR metrics and formulas and why they matter

Human resource measures are quantifiable indicators that show HR performance, workforce health, and financial impact. Measurement sits on three layers: Operational: day-to-day process metrics (e.g., time to hire, case resolution). Efficiency: resource and cost metrics (e.g., cost per employee, HR-to-employee ratio). Value: business impact metrics (e.g., revenue per employee, training ROI). Why tracking matters: hiring […]

January 16, 2026·9 min read

8 Diversity and Inclusion Metrics Tracking DEI Progress

Marianne David

HR Analytics & Insights

Diversity and inclusion metrics: Tracking DEI progress

Representation metrics answer who is in the workforce; inclusion metrics answer whether people feel respected, safe, and able to progress. Measuring both is necessary: representation without inclusion can hide retention and mobility gaps that undermine business outcomes such as innovation, customer trust and talent stability. Diversity and inclusion metrics are the quantitative and qualitative measures […]

January 15, 2026·11 min read

Talent Management Metrics That Drive Organizational Success

Marianne David

HR Analytics & Insights

Talent management metrics that drive organisational success

Talent management metrics are quantifiable indicators that measure the inflow, throughflow and outflow of people and capabilities across the organisation. Early in any measurement program, the team must define which events and taxonomies count — hires, promotions, role families, and skill labels — and select a single source of truth that ties HRIS, payroll and […]

January 14, 2026·12 min read

Employee Wellness Metrics Tracking Well-being in the Workplace

Marianne David

HR Analytics & Insights

Employee wellness metrics: Tracking wellbeing in the workplace

Employee wellness metrics are the measurable signals HR teams use to track workforce health and program effectiveness. This guide uses the term “employee wellness metrics” to mean both subjective measures (pulse and validated wellbeing scales) and objective behavioural signals (attendance, payroll, claims) so readers have a practical, operational definition from the start. What employee wellness […]

January 12, 2026·11 min read

How to Measure Employee Satisfaction Top Metrics - Copy

Marianne David

HR Analytics & Insights

Top metrics to measure employee satisfaction

Measuring employee satisfaction metrics gives HR teams the data they need to protect retention, improve productivity and safeguard employer brand. In practical terms, employee satisfaction measures how content people are with pay, role clarity, manager support, development opportunities and work-life balance — distinct from engagement, which captures discretionary effort and emotional commitment. Why measurement must […]

January 9, 2026·13 min read

4 Essential Employee Retention Metrics for Your Workforce

Marianne David

HR Analytics & Insights

Essential employee retention metrics for your workforce

Employee retention metrics measure how many employees stay with an organisation over a defined period and are central to strategic HR decision-making. Tracking these KPIs turns raw HR events—hires, promotions, transfers and terminations—into insight that links to cost savings, continuity of customer experience and team productivity. This guide promises four deliverables: clear formulas you can […]

January 8, 2026·13 min read

3 Key Employee Engagement Metrics and Benchmarks

Marianne David

HR Analytics & Insights

Key employee engagement metrics and benchmarks

Employee engagement metrics capture how emotionally and cognitively invested people are in their work. This guide explains what those metrics measure, why clarity and consistent measurement matter for HR reporting and leadership buy-in, and how to combine survey sentiment with behavioral HR signals to reduce false positives and drive action. Measuring engagement correctly produces measurable […]

January 7, 2026·11 min read

2 Top Employee Performance Metrics to Track in 2024

Marianne David

HR Analytics & Insights

Top employee performance metrics to track

Employee performance metrics are quantifiable and qualitative indicators used to evaluate how effectively people deliver results for the business. In this post the focus keyword ‘employee performance metrics’ appears early to set the frame: we treat performance as four linked dimensions — output (quantity), calibre (quality), efficiency (time/cost), and business impact (organisational-level metrics). Performance is […]

January 6, 2026·10 min read

Shift scheduling software_ The ultimate guide to efficient workforce management

Marianne David

HR Analytics & Insights

The ultimate guide to people analytics metrics

People analytics metrics are quantitative measures that describe workforce health, efficiency and impact across recruitment, retention, engagement, performance, diversity & inclusion, and wellness. This guide centres on people analytics metrics and explains what to measure, how to calculate it, and how to make metrics operational so HR teams deliver boardready insights that connect to business […]

January 5, 2026·13 min read

7 Advantages of HR Analytics for Modern Businesses

Marianne David

HR Analytics & Insights

7 advantages of HR analytics for modern businesses

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, […]

January 1, 2026·9 min read

From payroll data to workforce decisions: People analytics for Malaysian enterprises

Benchmarking HR metrics: Compare your HR performance to industry standards

HR KPIs: The essential guide for HR leaders

Key HR metrics and formulas and why they matter

Diversity and inclusion metrics: Tracking DEI progress

Talent management metrics that drive organisational success

Employee wellness metrics: Tracking wellbeing in the workplace

Top metrics to measure employee satisfaction

Essential employee retention metrics for your workforce

Key employee engagement metrics and benchmarks

Top employee performance metrics to track

The ultimate guide to people analytics metrics

7 advantages of HR analytics for modern businesses

Your privacy, your choice