Review econometric identification strategy
causal-inferencesubagentsetup L3★12
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