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Case Study — Manufacturing

How a Mid-Size Manufacturer Reduced Defects 40% and Improved OEE From 72% to 84% — Without New Headcount or New Technology

A full order book and a capable workforce weren't translating into margin. The root cause wasn't the shop floor — it was information flow.

40%
Defect rate reduction
72% → 84%
OEE improvement
60% → 20%
MD's time spent firefighting

This case study illustrates a composite scenario based on patterns observed across multiple client engagements. Names, figures, and specific details have been adapted to protect client confidentiality.

Strong Order Book. Shrinking Margins. Exhausted Leadership.

This mid-size manufacturing company had a full order book and a capable workforce. On paper, the business looked healthy.

In reality, the Managing Director was spending approximately 60% of his working week on the shop floor — firefighting quality issues, managing supplier escalations, and resolving delivery delays that should never have reached his desk.

Defect rates were persistent and unpredictable. OEE was declining quarter on quarter. Margins were compressing despite stable pricing. Internal teams had attempted multiple fixes — none had held beyond 60 days.

The MD reached out not for a strategy, but for a diagnosis. He knew something was wrong. He didn't know what.

The Problem Was Not the Shop Floor — It Was Information Flow

Three weeks of structured operational diagnostic revealed something the internal team had missed entirely.

Root Cause 1 — Production Tracking Measurement Gap

The production tracking system was recording output data, but not capturing defect occurrence data at the point of production. Defects were being recorded at the quality check stage, hours after they occurred. By the time a defect was logged, the conditions that created it had changed — making root cause analysis almost impossible. The team was solving the same problems repeatedly because they could never accurately identify what caused them in the first place.

Root Cause 2 — Supplier Qualification With No Accountability Loop

The supplier qualification process existed on paper but had no enforcement mechanism. Suppliers who failed quality benchmarks were flagged, but continued to supply while the flag was being "reviewed." No escalation threshold. No automatic consequence. The same underperforming suppliers were in the system for 18+ months.

Root Cause 3 — Shift Handover Protocol Breakdown

The shift handover process was informal — a verbal conversation between outgoing and incoming supervisors. Critical information about in-progress quality issues, machine anomalies, and pending supplier deliveries was being lost at every shift change. Three shifts meant three information gaps per day. Over a month, this was 90 instances of lost operational continuity.

Three Structural Fixes. No New Headcount. No New Technology.

Fix 1 — Point-of-Production Defect Capture

Defect recording was moved from the quality check stage to the point of production. Supervisors recorded defects in real time — including machine, operator, material batch, and time of occurrence — making root cause analysis possible for the first time.

Fix 2 — Supplier Accountability With Real Consequences

Supplier qualification was redesigned with measurable KPIs and a 48-hour defect escalation protocol. A flagged supplier had a defined window to resolve the issue or face automatic consequences — no more indefinite "under review" status.

Fix 3 — Structured Shift Handover Documentation

The verbal handover was replaced with an 8-minute structured documentation process at every shift change, capturing in-progress issues, machine anomalies, and pending deliveries in writing rather than memory.

Result: 40% reduction in defect rates within 6 months. OEE improved from 72% to 84% within 9 months.

Three Structural Changes, Under 15 Minutes a Shift

No new technology was purchased. No new headcount was added. Three structural process changes — totalling less than 15 minutes of additional activity per shift — produced a 40% reduction in defect rates and lifted OEE from 72% to 84% in under 9 months.

Just as importantly, the MD reclaimed roughly 40% of the operational time he had been spending firefighting — time he could redirect toward running the business rather than rescuing it daily.

What This Case Reveals

Most manufacturing operational problems are not floor problems. They're information flow problems.

When defects are logged hours after they happen, root cause analysis becomes guesswork. When supplier accountability has no enforcement, underperformance becomes permanent. When shift handovers are informal, operational continuity breaks three times a day.

Fix the information architecture, and the floor fixes itself.

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