134 lines
2.4 KiB
Markdown
134 lines
2.4 KiB
Markdown
# Baseline Quality Assessment Components
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**Purpose**: V_meta(s₀) calculation components for strong iteration 0
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**Target**: V_meta(s₀) ≥ 0.40 for rapid convergence
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---
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## Formula
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```
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V_meta(s₀) = 0.4 × completeness +
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0.3 × transferability +
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0.3 × automation_effectiveness
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```
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---
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## Component 1: Completeness (40%)
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**Definition**: Initial pattern/taxonomy coverage
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**Calculation**:
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```
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completeness = initial_items / estimated_final_items
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```
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**Achieve ≥0.50**:
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- Analyze ALL available data (3-5 hours)
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- Create 10-15 initial categories/patterns
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- Classify ≥70% of observed cases
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**Example (Error Recovery)**:
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```
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Initial: 10 categories (1,056/1,336 = 79.1% coverage)
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Estimated final: 12-13 categories
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Completeness: 10/12.5 = 0.80
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Contribution: 0.4 × 0.80 = 0.32
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```
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---
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## Component 2: Transferability (30%)
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**Definition**: Reusable patterns from prior art
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**Calculation**:
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```
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transferability = borrowed_patterns / total_patterns_needed
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```
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**Achieve ≥0.30**:
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- Research similar methodologies (1-2 hours)
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- Identify industry standards
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- Document borrowable patterns (≥30%)
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**Example (Error Recovery)**:
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```
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Borrowed: 5 industry error patterns
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Total needed: ~10
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Transferability: 5/10 = 0.50
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Contribution: 0.3 × 0.50 = 0.15
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```
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---
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## Component 3: Automation (30%)
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**Definition**: Early identification of high-ROI automation
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**Calculation**:
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```
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automation_effectiveness = identified_tools / expected_tools
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```
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**Achieve ≥0.30**:
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- Frequency analysis (1 hour)
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- Identify top 3-5 automation candidates
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- Estimate ROI (≥5x)
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**Example (Error Recovery)**:
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```
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Identified: 3 tools (all with >20x ROI)
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Expected final: 3 tools
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Automation: 3/3 = 1.0
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Contribution: 0.3 × 1.0 = 0.30
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```
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---
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## Quality Levels
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### Excellent (V_meta ≥ 0.60)
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**Achieves**:
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- Completeness: ≥0.70
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- Transferability: ≥0.60
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- Automation: ≥0.70
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**Effort**: 6-10 hours
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**Outcome**: 3-4 iterations
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### Good (V_meta = 0.40-0.59)
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**Achieves**:
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- Completeness: ≥0.50
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- Transferability: ≥0.30
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- Automation: ≥0.30
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**Effort**: 4-6 hours
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**Outcome**: 4-5 iterations
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### Fair (V_meta = 0.20-0.39)
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**Achieves**:
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- Completeness: 0.30-0.50
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- Transferability: 0.20-0.30
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- Automation: 0.20-0.30
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**Effort**: 2-4 hours
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**Outcome**: 5-7 iterations
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### Poor (V_meta < 0.20)
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**Indicates**:
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- Minimal baseline work
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- Exploratory phase needed
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**Effort**: <2 hours
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**Outcome**: 7-10 iterations
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---
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**Source**: BAIME Baseline Quality Assessment
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