home / skills / a5c-ai / babysitter / cost-of-quality-analyzer

This skill analyzes and tracks cost of quality across prevention, appraisal, and failure categories to optimize quality investments and ROI.

npx playbooks add skill a5c-ai/babysitter --skill cost-of-quality-analyzer

Review the files below or copy the command above to add this skill to your agents.

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SKILL.md
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---
name: cost-of-quality-analyzer
description: Cost of Quality analysis skill with prevention, appraisal, internal failure, and external failure cost tracking
allowed-tools:
  - Read
  - Write
  - Glob
  - Grep
  - Edit
metadata:
  specialization: operations
  domain: business
  category: quality-management
---

# Cost of Quality Analyzer

## Overview

The Cost of Quality Analyzer skill provides comprehensive capabilities for analyzing and tracking quality costs. It supports PAF (Prevention, Appraisal, Failure) model analysis, hidden factory cost identification, and quality investment ROI calculation.

## Capabilities

- Prevention cost identification
- Appraisal cost tracking
- Internal failure cost calculation
- External failure cost estimation
- COQ ratio analysis
- Hidden factory costs
- Quality investment ROI
- Improvement prioritization

## Used By Processes

- QMS-004: Cost of Quality Analysis
- QMS-002: TQM Program Development
- CI-001: Operational Excellence Program Design

## Tools and Libraries

- Cost accounting systems
- Quality cost databases
- Financial analysis tools
- Reporting dashboards

## Usage

```yaml
skill: cost-of-quality-analyzer
inputs:
  period: "2025-Q4"
  revenue: 10000000
  cost_data:
    prevention:
      - category: "Training"
        amount: 50000
      - category: "Quality planning"
        amount: 30000
      - category: "Process control"
        amount: 40000
    appraisal:
      - category: "Inspection"
        amount: 80000
      - category: "Testing"
        amount: 60000
      - category: "Audits"
        amount: 20000
    internal_failure:
      - category: "Scrap"
        amount: 100000
      - category: "Rework"
        amount: 75000
      - category: "Downtime"
        amount: 50000
    external_failure:
      - category: "Warranty"
        amount: 120000
      - category: "Returns"
        amount: 40000
      - category: "Complaints"
        amount: 25000
outputs:
  - coq_summary
  - coq_ratios
  - trend_analysis
  - pareto_analysis
  - improvement_opportunities
  - roi_projections
```

## Cost of Quality Categories

### Prevention Costs (Investing to prevent defects)
- Quality planning
- Training and education
- Process control
- Supplier evaluation
- Design reviews
- Preventive maintenance

### Appraisal Costs (Detecting defects)
- Incoming inspection
- In-process inspection
- Final inspection
- Testing and calibration
- Quality audits
- Supplier monitoring

### Internal Failure Costs (Defects found before shipping)
- Scrap
- Rework
- Re-inspection
- Downtime
- Failure analysis
- Yield losses

### External Failure Costs (Defects found by customers)
- Warranty claims
- Returns and replacements
- Complaint handling
- Product liability
- Recalls
- Lost sales/reputation

## COQ Benchmarks

| Metric | World Class | Average | Poor |
|--------|-------------|---------|------|
| COQ as % of Revenue | 2-4% | 10-15% | 20-25% |
| Prevention % of COQ | 20-30% | 10-15% | < 5% |
| Failure % of COQ | 30-40% | 60-70% | > 80% |

## Optimal COQ Model

```
Total COQ = Prevention + Appraisal + Failure

As Prevention increases:
- Appraisal stays relatively flat
- Failure costs decrease significantly
- Total COQ decreases until optimal point
```

## Hidden Factory Costs

Often unmeasured costs:
- Expediting
- Sorting
- Engineering changes
- Excess inventory
- Extended cycle times
- Customer service escalations

## Integration Points

- ERP financial modules
- Quality Management Systems
- Cost accounting systems
- Business intelligence tools

Overview

This skill performs Cost of Quality (COQ) analysis across Prevention, Appraisal, Internal Failure, and External Failure categories. It quantifies and summarizes COQ metrics, identifies hidden factory expenses, and projects ROI for quality investments. The output highlights COQ ratios, trends, Pareto candidates, and prioritized improvement opportunities.

How this skill works

The analyzer ingests period, revenue, and categorized cost inputs (prevention, appraisal, internal failure, external failure) and computes total COQ, COQ as a percent of revenue, and category breakdowns. It runs ratio analysis, trend and Pareto analyses, flags hidden factory cost types, and generates ROI projections for proposed prevention investments. Results are returned as summary metrics, visual-ready data, and prioritized opportunities for reduction.

When to use it

  • Quarterly or annual quality cost reviews to evaluate COQ performance
  • Business cases for increasing prevention spending or launching training programs
  • Root-cause and Pareto analysis after spikes in warranty, returns, or rework
  • Designing or validating continuous improvement and operational excellence programs
  • Integrating COQ insight into ERP, QMS, or management reporting dashboards

Best practices

  • Collect consistent, categorized cost data from finance and quality systems before analysis
  • Include hidden factory items (expediting, sorting, engineering changes) to reveal true failure costs
  • Benchmark COQ percent of revenue and prevention ratio against industry targets
  • Prioritize low-effort, high-impact opportunities identified by Pareto and ROI projections
  • Track trends over multiple periods to validate the effect of prevention investments

Example use cases

  • Compute COQ for a fiscal quarter to report COQ as percent of revenue and identify dominant failure drivers
  • Estimate ROI for a proposed training program by projecting reduced internal and external failure costs
  • Run Pareto analysis to focus continuous improvement efforts on the few categories causing most costs
  • Detect and quantify hidden factory costs to justify process automation or supplier changes

FAQ

What inputs are required?

Provide period, revenue, and categorized cost lists for prevention, appraisal, internal failure, and external failure.

Can it handle partial or estimated data?

Yes. The skill accepts estimates and flags confidence; results should be interpreted with documented assumptions.