-- Experiments -- Matching -- Instrumental Variables -- Regression Discontinuity Design -- Panel Data and fixed effects -- Difference …, matching, panel data, difference-in-differences, regression discontinuity design, instrumental variables and meta …John Snow and causal inference -- RStudio and R -- Regression and simulation -- Potential outcomes -- Causal graphs …

, limited-information maximum likelihood and k-class estimation, tests for endogeneity and Ramsey's regression specification …-error test, and autocorrelation tests for instrumental variable estimates and panel-data instrumental variable estimates …

matching estimator, an inverse probability of treatment weighted estimator, and a regression-based estimator in simulation …, such as matching on an estimate of the propensity score, can be consistent when the estimated propensity score is not …