Leemann, L (2014) Strategy and Sample Selection -- A Strategic Selection Estimator. Political Analysis, 22 (3). pp. 374-397. DOI https://doi.org/10.1093/pan/mpt026
Leemann, L (2014) Strategy and Sample Selection -- A Strategic Selection Estimator. Political Analysis, 22 (3). pp. 374-397. DOI https://doi.org/10.1093/pan/mpt026
Leemann, L (2014) Strategy and Sample Selection -- A Strategic Selection Estimator. Political Analysis, 22 (3). pp. 374-397. DOI https://doi.org/10.1093/pan/mpt026
Abstract
The development and proliferation of strategic estimators has narrowed the gap between theoretical models and empirical testing. But despite recent contributions that extend the basic strategic estimator, researchers have continued to neglect a classic social science phenomenon: selection. Compared to non-strategic estimators, strategic models are even more prone to selection effects. First, external shocks or omitted variables can lead to correlated errors. Second, because the systematic parts of actors? utilities usually overlap on certain key variables, the two sets of explanatory variables are correlated. As a result, both the systematic and the stochastic components can be correlated. However, given that the estimates for the first mover are computed based on the potentially biased predicted probabilities of the second actor, we also generate biased estimates for the first actor. In applied work researchers neglect the potential shortcomings due to selection bias. This paper presents an alternative strategic estimator that takes selection into account and allows scholars to obtain consistent, unbiased, and efficient estimates in the presence of both selection and strategic action. I present a Monte Carlo analysis as well as a real world application to illustrate the superior performance of this estimator relative to the standard practice.
Item Type: | Article |
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Subjects: | H Social Sciences > HA Statistics |
Divisions: | Faculty of Social Sciences Faculty of Social Sciences > Government, Department of |
SWORD Depositor: | Unnamed user with email elements@essex.ac.uk |
Depositing User: | Unnamed user with email elements@essex.ac.uk |
Date Deposited: | 07 Feb 2017 17:14 |
Last Modified: | 24 Oct 2024 15:49 |
URI: | http://repository.essex.ac.uk/id/eprint/18845 |
Available files
Filename: Structure and Selection VERSION 3.pdf