People Analytics & HR Systems Professional

Attrition & Headcount Analysis
Analyzing workforce composition and attrition patterns to identify risk areas and support targeted retention decisions.
Context
Employee attrition directly impacts cost, productivity, and workforce stability. While organizations often track attrition at a high level, meaningful action requires understanding how headcount and attrition vary across departments, roles, and tenure.
Problem
The organization lacked clarity on:
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How headcount was distributed across departments and roles
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Where attrition was concentrated
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Whether attrition patterns were isolated or systemic
There was no structured view connecting headcount and attrition together.
Approach & Analysis
An attrition and headcount analysis was conducted to:
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Establish a clear baseline of total headcount
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Segment attrition by department, role, and tenure
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Compare attrition patterns across employee groups
The analysis focused on identifying risk signals, not assigning individual-level blame.
Outputs
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Headcount distribution overview
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Attrition breakdown by department and tenure
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Supporting charts to highlight high-risk segments
Executive Insights
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Attrition was concentrated in specific departments and early tenure groups
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Raw attrition counts alone were misleading without rate-based context
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Segmentation revealed patterns that would not be visible in aggregate metrics
Tools
Business Impact
This analysis enables HR and leadership to:
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Identify high-risk employee segments early
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Prioritize retention efforts more effectively
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Move from reactive attrition discussions to data-informed action
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Looker Studio
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Google Sheets
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BM HR Analytics Attrition Dataset
Visuals
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Attrition Overview & Workforce Snapshot

Provides a high-level snapshot of workforce size, attrition volume, and attrition rate, establishing baseline workforce health before deeper analysis.
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Attrition Drivers & Risk Factors

Analyzes key drivers of attrition across income level, overtime status, and job satisfaction to identify underlying risk factors influencing exits.
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Insights, Recommendations & Next Steps

Project link
Summarizes key findings and translates attrition patterns into targeted, data-backed HR actions and retention strategies.
Explore the full attrition and headcount dashboard, including workforce overview, key attrition drivers, and data-backed retention insights.