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Finance and Financial Management Commons

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All Graduate Plan B and other Reports, Spring 1920 to Spring 2023

2014

Econometric

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An Exercise In Bayesian Econometric Analysis Probit And Linear Probability Models, Brooke Jeneane Siler May 2014

An Exercise In Bayesian Econometric Analysis Probit And Linear Probability Models, Brooke Jeneane Siler

All Graduate Plan B and other Reports, Spring 1920 to Spring 2023

The aim of this paper is to carry out a Bayesian econometric application. Using a dataset obtained from Wooldridge's Introductory Econometrics textbook, each step in conducting a Bayesian econometric analysis is performed and explained. For illus- trative and comparative purposes, two limited dependent variable regression forms were used: a linear probability model and a probit model. This paper covers the ben- ets of Bayesian methodology, including selection of distributions for the prior and the likelihood. Additionally, a series of diagnostic checks are done after the models are computed.