Dif-in-dif estimators of multiplicative treatment effects
E Ciani and
Paul Fisher
Economics Discussion Papers from University of Essex, Department of Economics
Abstract:
We consider a difference-in-differences setting with a continuous outcome, such as wages or expenditure. The standard practice is to take its logarithm and then interpret the results as an approximation of the multiplicative treatment effect on the original outcome. We argue that a researcher should rather focus on the non-transformed outcome when discussing causal inference. Furthermore, it is preferable to use a non-linear estimator, because running OLS on the log-linearized model might confound distributional and mean changes. We illustrate the argument with an original empirical analysis of the impact of the UK Educational Maintenance Allowance on households' expenditure.
Keywords: difference-in-differences; log-linearisation; Poisson Pseudo Maximum Likelihood (search for similar items in EconPapers)
Date: 2013
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Citations: View citations in EconPapers (4)
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Related works:
Journal Article: Dif-in-Dif Estimators of Multiplicative Treatment Effects (2019)
Working Paper: Dif-in-dif estimators of multiplicative treatment effects (2014)
Working Paper: Dif-in-dif estimators of multiplicative treatment effects (2014)
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