“You don’t have a people cost problem.
You have a people leakage problem.”
We reconstructed the company’s true workforce economics — and found ₹69 Cr silently leaking every year.
“This analysis changed how the company thinks about efficiency, not just budgets.”
1. The Mandate
“Every year people cost goes up. Every year margins stay flat. Are we overspending — or are we just structurally inefficient?”
2. The Illusion of Financial Control
What Finance Tracks (P&L)
- Headcount vs Budget
- Cost Center Totals
- Annual Salary Increments
What Was Missing (Economics)
- Cost of Idle Capacity
- Cost of Low Productivity
- The "Management Tax"
The P&L was accurate. The diagnosis was missing.
3. Reconstructing True Cost (TCOW)
We built a waterfall bridge to show where the "Hidden Cost" resides.
4. Forensic Findings: The Leaks
Leak #1: Idle Capacity
We found that 18% of paid capacity produced less than 5% of output. This is phantom headcount.
Utilization Distribution (Acc.)
Cost: ₹21 Cr / yr
Leak #2: Productivity Density
Two teams with identical costs marked a 3.4x difference in output.
Cost (X) vs Output (Y)
Cost: ₹17 Cr / yr
42% of hiring in Q3 was just replacing leavers.
₹14 CrAdding Layer 6 reduced output per rupee by 23%.
₹9 Cr5. The Decision Fork
We can ignore the leak, or we can surgically repair it.
Option A: Do Nothing
Continue assuming people cost is a fixed market rate.
Option B: Surgical Fix
Redeploy idle capacity, fix 5 teams, remove Layer 6.
Select a scenario above to see the financial impact.
6. The Audit Action Plan
CUT / STOP
Freeze hiring in 'Legacy' unit (Leak source #1). Stop backfilling non-critical attrition.
REDEPLOY
Move 38 high-cost, low-utilization engineers to the 'Growth' unit backlog.
INVEST
Invest savings into automation for the 'Ops' layer to permanently remove Drag costs.
7. How This Investigation Was Actually Done
“This was not a cost-cutting exercise. It was a forensic economic reconstruction of how people capital actually behaves inside the company.”
Phase 1: Diagnostic Setup
Step 1: Reframing The Question
We shifted the CFO's question from "Why is people cost high?" to "Where exactly is value leaking?".
REF: Cost vs Inefficiency DistinctionStep 2: True Cost Baseline
We reconstructed Total Cost of Workforce (TCOW) - adding hiring, ramp-up, attrition churn, and idle capacity costs.
TECHNIQUE: Cost Attribution ModelingPhase 2: Forensic Analytics
Step 3: Output & Value Baseline
We built output proxies, revenue contribution models, and productivity indices for every unit.
TECHNIQUE: Unit Economics ModelingStep 4: The Cost vs Value Lens
We created detailed Cost vs Output scatter maps to identify teams operating below the efficiency frontier.
TECHNIQUE: Outlier DetectionStep 5: Leak Taxonomy Construction
We classified waste into actionable buckets: Idle Capacity, Productivity Drag, Churn Waste, and Management Drag.
TECHNIQUE: Root Cause ClusteringStep 6: Quantifying Each Leak
Each leak was translated into an annual ₹ impact using counterfactual modeling.
TECHNIQUE: Counterfactual ModelingPhase 3: Action Architecture
Step 7: Concentration Analysis
We mapped leaks by function and manager to find the "Leak Hotspots".
TECHNIQUE: Pareto HeatmappingStep 8: Intervention Modeling
We simulated "What-if" scenarios (e.g. removing a layer) to predict savings reliability.
TECHNIQUE: Scenario SimulationStep 9: Decision Prioritization
We ranked remediation actions by Impact, Feasibility, and Risk.
TECHNIQUE: Impact × Effort MatrixStep 10: Embedding Rhythm
We instituted a quarterly CFO efficiency review to ensure leaks don't return.
OUTCOME: Operating Efficiency ModelCFO Conclusion
“We don’t have a high people cost problem. We have a leakage problem. Managing budgets alone will not fix this. We must manage the physics of our workforce economics.”