The performance of estimators based on the propensity score

M Huber, M Lechner, C Wunsch - Journal of Econometrics, 2013 - Elsevier
We investigate the finite sample properties of a large number of estimators for the average
treatment effect on the treated that are suitable when adjustment for observed covariates is …

Sensitivity of matching-based program evaluations to the availability of control variables

M Lechner, C Wunsch - Labour Economics, 2013 - Elsevier
Based on new, exceptionally informative and large German linked employer–employee
administrative data, we investigate the question whether the omission of important control …

Radius matching on the propensity score with bias adjustment: tuning parameters and finite sample behaviour

M Huber, M Lechner, A Steinmayr - Empirical Economics, 2015 - Springer
Using a simulation design that is based on empirical data, a recent study by Huber et al.(J
Econom 175: 1–21, 2013) finds that distance-weighted radius matching with bias adjustment …

Quality and cost of care by hospital teaching status: what are the differences?

FA Sloan - The Milbank Quarterly, 2021 - Wiley Online Library
Policy Points In two respects, quality of care tends to be higher at major teaching hospitals:
process of care and long‐term survival of cancer patients following initial diagnosis. There is …

Identifying causal marketing mix effects using a regression discontinuity design

W Hartmann, HS Nair, S Narayanan - Marketing Science, 2011 - pubsonline.informs.org
We discuss how regression discontinuity designs arise naturally in settings where firms
target marketing activity at consumers, and we illustrate how this aspect may be exploited for …

A general weighted average representation of the ordinary and two-stage least squares estimands

T Sloczynski - 2018 - econstor.eu
It is standard practice in applied work to study the effect of a binary variable (“treatment”) on
an outcome of interest using linear models with additive effects. In this paper I study the …

The effects of digital textbooks on students' academic performance, academic interest, and learning skills

S Lee, JH Lee, Y Jeong - Journal of Marketing Research, 2023 - journals.sagepub.com
The advances in information and communications technology and the digitization of services
offer new ways to reach, engage with, and provide services to consumers. Recent advances …

The Oaxaca–Blinder unexplained component as a treatment effects estimator

T Słoczyński - Oxford Bulletin of Economics and Statistics, 2015 - Wiley Online Library
In this paper I use the National Supported Work (NSW) data to examine the finite‐sample
performance of the Oaxaca–Blinder unexplained component as an estimator of the …

How to control for many covariates? Reliable estimators based on the propensity score

M Huber, M Lechner, C Wunsch - 2010 - papers.ssrn.com
We investigate the finite sample properties of a large number of estimators for the average
treatment effect on the treated that are suitable when adjustment for observable covariates is …

Mostly harmless simulations? Using Monte Carlo studies for estimator selection

A Advani, T Kitagawa… - Journal of Applied …, 2019 - Wiley Online Library
We consider two recent suggestions for how to perform an empirically motivated Monte
Carlo study to help select a treatment effect estimator under unconfoundedness. We show …