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gh-yaleh-meta-cc-claude/skills/baseline-quality-assessment/reference/components.md
2025-11-30 09:07:22 +08:00

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Baseline Quality Assessment Components

Purpose: V_meta(s₀) calculation components for strong iteration 0 Target: V_meta(s₀) ≥ 0.40 for rapid convergence


Formula

V_meta(s₀) = 0.4 × completeness +
             0.3 × transferability +
             0.3 × automation_effectiveness

Component 1: Completeness (40%)

Definition: Initial pattern/taxonomy coverage

Calculation:

completeness = initial_items / estimated_final_items

Achieve ≥0.50:

  • Analyze ALL available data (3-5 hours)
  • Create 10-15 initial categories/patterns
  • Classify ≥70% of observed cases

Example (Error Recovery):

Initial: 10 categories (1,056/1,336 = 79.1% coverage)
Estimated final: 12-13 categories
Completeness: 10/12.5 = 0.80
Contribution: 0.4 × 0.80 = 0.32

Component 2: Transferability (30%)

Definition: Reusable patterns from prior art

Calculation:

transferability = borrowed_patterns / total_patterns_needed

Achieve ≥0.30:

  • Research similar methodologies (1-2 hours)
  • Identify industry standards
  • Document borrowable patterns (≥30%)

Example (Error Recovery):

Borrowed: 5 industry error patterns
Total needed: ~10
Transferability: 5/10 = 0.50
Contribution: 0.3 × 0.50 = 0.15

Component 3: Automation (30%)

Definition: Early identification of high-ROI automation

Calculation:

automation_effectiveness = identified_tools / expected_tools

Achieve ≥0.30:

  • Frequency analysis (1 hour)
  • Identify top 3-5 automation candidates
  • Estimate ROI (≥5x)

Example (Error Recovery):

Identified: 3 tools (all with >20x ROI)
Expected final: 3 tools
Automation: 3/3 = 1.0
Contribution: 0.3 × 1.0 = 0.30

Quality Levels

Excellent (V_meta ≥ 0.60)

Achieves:

  • Completeness: ≥0.70
  • Transferability: ≥0.60
  • Automation: ≥0.70

Effort: 6-10 hours Outcome: 3-4 iterations

Good (V_meta = 0.40-0.59)

Achieves:

  • Completeness: ≥0.50
  • Transferability: ≥0.30
  • Automation: ≥0.30

Effort: 4-6 hours Outcome: 4-5 iterations

Fair (V_meta = 0.20-0.39)

Achieves:

  • Completeness: 0.30-0.50
  • Transferability: 0.20-0.30
  • Automation: 0.20-0.30

Effort: 2-4 hours Outcome: 5-7 iterations

Poor (V_meta < 0.20)

Indicates:

  • Minimal baseline work
  • Exploratory phase needed

Effort: <2 hours Outcome: 7-10 iterations


Source: BAIME Baseline Quality Assessment