Sensitivity Analysis Design

Design leave-one-out, influence diagnostics, subgroup analyses, and robustness checks

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Sensitivity Analysis Design SOP

Design comprehensive sensitivity analyses to test the robustness of meta-analytic conclusions under different assumptions and exclusion criteria.

When to Use

  • After primary analysis plan is established
  • When outliers or influential studies are identified
  • When methodological decisions could affect conclusions

Input

  • included_studies: List of included studies with characteristics
  • potential_outliers: Studies flagged as potential outliers or influential cases
  • subgroup_variables: Variables for pre-specified subgroup analyses

Output

Complete sensitivity analysis plan specifying each analysis, its rationale, and interpretation framework.

Available SOPs

Optional, no fixed order; the final leaf is always a sop.

SOP When to use
spawn-agent Spawn a customized CC subagent with full MCP tool access. Used by SOPs that declare execution: subagent.

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Frequently asked questions

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