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validate-data - Validate analysis before sharing

Reviews an analysis for accuracy, methodology, biases, calculations, visualizations, and evidence-supported conclusions before stakeholder sharing.

Tags

Updated: 2026-09-29

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Review methodology and assumptions
  • Run pre-delivery QA checks
  • Check analytical pitfalls
  • Verify calculations and aggregations
  • Assess visualizations
  • Evaluate conclusions
  • Suggest improvements
  • Generate confidence assessment

Inputs

  • Analysis document
  • Markdown file
  • Notebook
  • Spreadsheet
  • SQL queries and results
  • Charts and underlying data
  • Methodology description
  • Findings description

Outputs

  • Validation report
  • Overall assessment
  • Issue severity findings
  • Calculation spot-check results
  • Visualization review
  • Suggested improvements
  • Required stakeholder caveats

Requirements

    Source

    • Spec: SKILL.md
    data validation
    analysis QA
    methodology review
    bias detection
    calculation verification
    Review methodology and assumptions
    Run pre-delivery QA checks
    Check analytical pitfalls
    Verify calculations and aggregations
    Analysis document
    Markdown file
    Notebook
    Validation report
    Overall assessment
    Issue severity findings