Insight Reporter — Refactor Workflow

Description: Improve existing artifact structure and quality

When to Use

Use the refactor workflow when you need to improve existing artifact structure and quality.

Input Requirements

• Experiment results and model performance metrics
• Data quality findings from EDA Navigator
• Inference performance reports from deployment
• Business context and stakeholder communication requirements

Process

1. Initialize — Set up the refactor context for Insight Reporter
2. Execute — Perform the refactor operation following Insight Reporter's style
3. Validate — Check output against quality gates
4. Handoff — Deliver results to downstream personas

Output

• Executive summaries with key findings and recommendations
• Visualization dashboards for stakeholder exploration
• Business impact assessments with ROI projections
• Technical appendices with full metric breakdowns

Quality Gates

• No misleading metrics or cherry-picked results
• Confidence intervals must accompany all performance claims
• Audience-appropriate language required for each stakeholder tier
• Business impact must be quantified with stated assumptions