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Doubly robust difference-in-differences estimators

Sant'Anna, Pedro H. C.; Zhao, Jun - In: Journal of econometrics 219 (2020) 1, pp. 101-122

Persistent link: https://www.econbiz.de/10012483192

Inference on Difference-in-Differences average treatment effects : a fixed-b approach

Sun, Yu; Yan, Karen X. - In: Journal of econometrics 211 (2019) 2, pp. 560-588

Persistent link: https://www.econbiz.de/10012303843

Generalized Synthetic Control Method : Causal Inference with Interactive Fixed Effects Models

Xu, Yiqing - 2016

Difference-in-differences (DID) is commonly used for causal inference in time-series cross-section data. It requires the assumption that the average outcomes of treated and control units would have followed parallel paths in the absence of treatment. In this paper, I propose a method that not...

Persistent link: https://www.econbiz.de/10014136941

Demystifying Causal Inference : Public Policy Applications with R

Dayal, Vikram; Murugesan, Anand - 2023

-- 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 …

Persistent link: https://www.econbiz.de/10014375030

A unified framework for dynamic treatment effect estimation in interactive fixed effect models

Brown, Nicholas; Butts, Kyle - 2022

We present a unifying identification strategy of dynamic average treatment effect parameters for staggered interventions when parallel trends are valid only after controlling for interactive fixed effects. This setting nests the usual parallel trends assumption, but allows treated units to have...

Persistent link: https://www.econbiz.de/10013556783

Fixed effects and causal inference

Millimet, Daniel L.; Bellemare, Marc F. - 2023

Across many disciplines, the fixed effects estimator of linear panel data models is the default method to estimate … panel. We consider several alternatives to the fixed effects estimator with T > 2 when relevant unit-specific heterogeneity … results from multiple linear panel data estimators in applied research. …

Persistent link: https://www.econbiz.de/10014286978