Jann, BenBenJann0000-0001-9855-19672024-09-022024-09-022020https://boris-portal.unibe.ch/handle/20.500.12422/35236In Jann (2019) I provided some reflections on influence functions for linear regression (with an application to regression adjustment). Based on an analogy to variance estimation in the generalized method of moments (GMM), I extend the discussion in this paper to maximum-likelihood models such as logistic regression and then provide influence functions for a variety of treatment effect estimators such as inverse-probability weighting (IPW), regression adjustment (RA), inverse-probability weighted regression adjustment (IPWRA), exact matching (EM), Mahalanobis distance matching (MD), and entropy balancing (EB). The goal of this exercise is to provide a framework for standard error estimation in all these estimators.en300 - Social sciences, sociology & anthropologyInfluence functions continued. A framework for estimating standard errors in reweighting, matching, and regression adjustmentworking_paper10.7892/boris.142529C. Mathematical and Quantitative Methods::C01 EconometricsC. Mathematical and Quantitative Methods::C1 Econometric and Statistical Methods and Methodology: General::C12 Hypothesis Testing: GeneralC. Mathematical and Quantitative Methods::C1 Econometric and Statistical Methods and Methodology: General::C13 Estimation: GeneralC. Mathematical and Quantitative Methods::C2 Single Equation Models • Single Variables::C21 Cross-Sectional Models • Spatial Models • Treatment Effect Models • Quantile RegressionsC. Mathematical and Quantitative Methods::C2 Single Equation Models • Single Variables::C25 Discrete Regression and Qualitative Choice Models • Discrete Regressors • Proportions • ProbabilitiesC. Mathematical and Quantitative Methods::C3 Multiple or Simultaneous Equation Models • Multiple Variables::C31 Cross-Sectional Models • Spatial Models • Treatment Effect Models • Quantile Regressions • Social Interaction ModelsC. Mathematical and Quantitative Methods::C8 Data Collection and Data Estimation Methodology • Computer Programs::C83 Survey Methods • Sampling MethodsC. Mathematical and Quantitative Methods::C8 Data Collection and Data Estimation Methodology • Computer Programs::C87 Econometric Software