Labor Market Dynamics: A Hidden Markov Approach

Labor Market Dynamics: A Hidden Markov Approach
Author :
Publisher : International Monetary Fund
Total Pages : 71
Release :
ISBN-10 : 9781513524894
ISBN-13 : 1513524895
Rating : 4/5 (895 Downloads)

Book Synopsis Labor Market Dynamics: A Hidden Markov Approach by : Mr.Ippei Shibata

Download or read book Labor Market Dynamics: A Hidden Markov Approach written by Mr.Ippei Shibata and published by International Monetary Fund. This book was released on 2019-12-20 with total page 71 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper proposes a hidden state Markov model (HMM) that incorporates workers’ unobserved labor market attachment into the analysis of labor market dynamics. Unlike previous literature, which typically assumes that a worker’s observed labor force status follows a first-order Markov process, the proposed HMM allows workers with the same labor force status to have different history-dependent transition probabilities. I show that the estimated HMM generates labor market transition probabilities that match those observed in the data, while the first-order Markov model (FOM) and its many-state extensions cannot. Even compared with the extended FOM, the HMM improves the fit of the empirical transition probabilities by a factor of 30. I apply the HMM to (1) calculate the long-run consequences of separation from stable employment, (2) study evolutions of employment stability across different demographic groups over the past several decades, (3) compare the dynamics of labor market flows during the Great Recession to those during the 1981 recession, and (4) highlight the importance of looking beyond distributions of current labor force status.


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