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Analytics Reference

People Analytics

Metrics, methods, dashboards and use cases for measuring the workforce and supporting business decisions. 100 reference items spanning metrics, analytical methods, dashboard patterns and practical use cases.

100 of 100

Metrics

Absenteeism Rate

Is unplanned absence affecting productivity?

Applicant to Hire Ratio

How selective is our funnel?

Attrition Rate

What share of our workforce left during this period?

Bench Strength

Do we have backup coverage for key roles?

Candidate Net Promoter Score

Would candidates recommend our hiring process?

Compa Ratio

Is this employee paid below, at, or above the range midpoint?

Contingent Workforce Ratio

How reliant are we on contractors and temporary labor?

Cost Per Hire

What does each hire cost us?

Critical Role Vacancy Days

How long are vital roles open?

Diversity Representation

Does our workforce reflect our diversity goals?

Employee Engagement Score

How connected and committed is our workforce?

Headcount

How large is our workforce today and how is it changing?

High Performer Retention

Are our best employees staying?

Hiring Manager Satisfaction

Are hiring managers satisfied with recruiting partnership?

Internal Fill Rate

Are we using internal talent before external search?

Internal Mobility Rate

How much talent are we developing and redeploying internally?

Interview to Offer Ratio

How efficient is our interview funnel?

Involuntary Attrition Rate

How much attrition is employer-initiated?

Labor Cost Ratio

What share of spend is labor?

Learning Completion Rate

Are employees finishing required and recommended learning?

Learning ROI

Is our learning investment producing measurable value?

Manager Effectiveness Score

Which managers consistently develop and retain strong teams?

Market Position Ratio

Are we competitive with the external market?

New Hire Retention Rate

Are new hires staying through the critical early period?

Offer Acceptance Rate

Are our offers competitive enough to close candidates?

Offer to Accept Ratio

How often do candidates accept our offers?

Open Requisition Age

Which reqs are aging beyond target?

Overtime Rate

Are we relying on overtime to meet demand?

Pay Equity Ratio

Are we paying fairly for comparable work?

Performance Rating Distribution

Is our performance differentiation credible and calibrated?

Pipeline Diversity Ratio

Where do underrepresented groups exit the hiring funnel?

Profit Per Employee

What profit does each employee support on average?

Promotion Rate

Are we advancing talent at a sustainable pace?

Quality of Hire

Are we hiring people who succeed and stay?

Referral Hire Rate

How much hiring comes from referrals?

Regrettable Attrition Rate

Are we losing talent we wanted to keep?

Regrettable Retention Rate

Are retention actions working for critical talent?

Requisition Fill Rate

Are we closing the reqs we open?

Revenue Per Employee

How productive is the organization in revenue terms per employee?

Skills Coverage Index

Do we have the skills needed for current and planned work?

Skills Gap Severity

How severe are our most important skill gaps?

Source of Hire

Which channels produce the most hires?

Span of Control

Are manager spans appropriate for oversight quality?

Succession Coverage Ratio

What share of critical roles have succession plans?

Time to Fill

How long does it take to fill open roles?

Time to Productivity

How quickly do new hires become fully productive?

Training Hours Per Employee

How much learning is the workforce consuming?

Turnover Cost

What does attrition cost us financially?

Voluntary Attrition Rate

How much attrition is employee-initiated?

Workforce Planning Accuracy

Are our workforce plans reliable for budgeting?

Analytical methods

Benchmark Comparison

Compare internal metrics to peer or industry reference values.

Recruiting · Descriptive · Diagnostic

Clustering and Segmentation

Discover natural employee or candidate segments for targeted programs.

Workforce · Descriptive · Diagnostic

Cohort Analysis

Compare groups that share a start event over time to isolate lifecycle effects.

Workforce · Descriptive · Diagnostic

Driver Analysis

Rank inputs by contribution to a workforce outcome for prioritization.

Attrition · Diagnostic · Prescriptive

Factor Analysis

Reduce correlated survey or assessment items into underlying factors.

Organization · Diagnostic

Network Analysis

Analyze relationship structures such as collaboration, mobility, or referral networks.

Organization · Diagnostic

Predictive Scoring

Assign probability scores to individuals or reqs for proactive action.

Attrition · Predictive · Prescriptive

Propensity Modeling

Estimate likelihood of an employee taking an action such as promotion or training completion.

Talent · Predictive · Prescriptive

Regression Analysis

Estimate relationships between workforce drivers and outcomes while controlling for confounders.

Attrition · Diagnostic · Predictive

Root Cause Analysis

Structured investigation of metric anomalies to find underlying causes.

Workforce · Diagnostic

Scenario Modeling

Simulate workforce outcomes under alternate assumptions for planning decisions.

Workforce planning · Predictive · Prescriptive

Survival Analysis

Model time-to-event outcomes such as attrition or time-to-fill with censored data.

Attrition · Predictive · Diagnostic

Text Analytics

Extract themes and sentiment from open-text HR data at scale.

Workforce · Descriptive · Diagnostic

Time Series Forecasting

Project future workforce metrics using historical patterns.

Workforce planning · Predictive

Trend Decomposition

Separate time series into trend, seasonality, and residual components.

Workforce · Descriptive · Diagnostic

Dashboard patterns

Executive Workforce Dashboard

Single-pane view of headcount, attrition, hiring, and cost for leadership decisions.

Workforce · Descriptive · Diagnostic

HR Operations Dashboard

Monitor case volume, SLA, data quality, and payroll anomalies.

Organization · Descriptive · Diagnostic

Skills Inventory Dashboard

Visualize skills coverage, gaps, and emerging demand.

Skills · Descriptive · Diagnostic · Predictive

Use cases

Assess Skills Gaps

What skills gaps block strategic initiatives?

Skills · Diagnostic · Predictive

Forecast Headcount Needs

How many people will we need by function and location next year?

Workforce planning · Predictive · Prescriptive

Measure Learning Transfer

Does completed training translate to skills coverage and productivity?

Learning · Diagnostic · Predictive

Optimize Span of Control

Are manager spans aligned to coaching needs and cost targets?

Organization · Diagnostic · Prescriptive

Plan Labor Cost Optimization

Where can we reduce labor cost without harming critical capabilities?

Compensation · Diagnostic · Prescriptive

Plan Workforce Scenarios

What happens to cost and capability under growth, freeze, or restructuring?

Workforce planning · Predictive · Prescriptive