The plant & shop-floor workforce — capacity utilization, right-first-time and skilling by cluster, and the capacity already paid for but sitting idle.
The workforce runs at 83% capacity utilization vs a 93% target — 10 points of already-paid capacity sitting idle, worth ~₹877 Cr of throughput with zero new lines. The idle capacity is concentrated where automation and skilling are still ramping; closing it converts straight to margin.
3 of 3 headline metrics improving vs prior · still off target: First-Pass Yield / Quality 96.4% vs 99.0%, Machine Uptime / OEE 84.5% vs 90.0%, On-Time Delivery (OTIF) 95.2% vs 98.0%
West India (Sanand / Hosur) runs lowest at 78% utilization with 120 open reqs and 80% skilled — the thinnest bench and the biggest idle slice.
~10 points of idle, already-paid capacity across 7,500 operators — running it adds ~₹877 Cr of throughput with no new lines.
The workforce is a largely fixed cost whether or not the lines run full. At 83% capacity utilization vs a 93% target, several points of already-paid capacity sit idle — the single biggest operational lever after pricing, and it's concentrated where Industry-4.0 automation and skilling are still ramping.
Capacity utilization, right-first-time and skilling by cluster — the watch clusters match the transformation map.
| Plant cluster | Operators | Capacity util | Right-first-time | MTTR | Skilled | Open reqs |
|---|---|---|---|---|---|---|
| North India (Haryana cluster) | 4,200 | 84% | 96% | 6.4h | 86% | 180 |
| Uttarakhand (Haridwar) | 1,100 | 86% | 95% | 6.9h | 82% | 90 |
| South India (Chennai) | 700 | 80% | 95% | 7.1h | 84% | 70 |
| Corporate / R&D | 700 | 82% | 98% | — | 92% | 40 |
| West India (Sanand / Hosur) | 600 | 78% | 94% | 7.6h | 80% | 120 |
| Export desks (commercial) | 200 | 84% | 97% | — | 90% | 14 |
Running the idle capacity adds throughput with zero new lines.
~10 points of idle, already-paid capacity across 7,500 operators. Closing it — better line balancing, less rework, and faster skilling onto automated lines — converts straight to margin. Pair with right-first-time (96%→99%): every avoided rework lot is pure profit.
Same clusters where automation & skilling programs are still ramping.
Not a coincidence: West India (Sanand / Hosur) and South India (Chennai) run lowest — the same clusters where Industry-4.0 automation and operator skilling are still ramping. Accelerating skilling and line balancing lifts utilization and right-first-time together.