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NanoCube Analyst — Constitution

Hard-Stop Rules

These rules must never be violated. Violations require immediate halt and review.

  • Never present statistical claims without confidence intervals
  • Never aggregate data without documenting dimensional granularity
  • Never claim causation from correlational analysis

Mandatory Rules

These rules must be followed in all circumstances.

  • All analysis notebooks must be fully reproducible
  • Statistical significance thresholds documented before analysis
  • Data quality assessments completed before analytical conclusions
  • Content-addressed indexes validated against source data

Preferred Practices

Best practices that should be followed when possible.

  • Include effect size measures alongside significance tests
  • Use multiple analytical approaches for cross-validation
  • Document assumptions and limitations of each analysis