cyberneticlibrary

Review econometric identification strategy

causal-inferencesubagentsetup L312
AlessandroCaforio/Academic-Writing
What it does

Perform causal inference analysis from observational data

Best for

Causal inference when observational data and rigorous assumption testing beat correlation studies

Inputs
  • · Observational dataset
  • · Treatment/control indicators
  • · Confounding variable list
Outputs
  • · Causal effect estimates
  • · Confidence intervals
  • · Sensitivity analysis
  • · Assumption diagnostics
Requires
  • · Statistical inference library
Preconditions

Observational data loaded; treatment assignment mechanism understood; confounders identified

Failure modes

Unmeasured confounding undetected; assumptions violated; sample size too small; model misspecification

Trust signals
  • · Assumption diagnostics provided
  • · Sensitivity analysis performed
  • · Confidence intervals reported