IDEAS home Printed from https://ideas.repec.org/a/eee/ecmode/v101y2021ics0264999321001437.html
   My bibliography  Save this article

Multinomial employment dynamics with state dependence and heterogeneity: Evidence from Japan

Author

Listed:
  • Okamura, Kazuaki
  • Islam, Nizamul

Abstract

The existence of state dependence, that is, the persistence of employment status in dynamic multinomial choice behavior can lead to inequality through market segmentation. Although many studies have found the existence of state dependence, poor control of heterogeneity leaves the possibility of bias in the estimator. In this study, we investigate whether state dependence exists in married women's choice of regular and non-regular work in Japan taking into account the unobserved heterogeneity as completely as possible. The empirical results suggest that significant, positive state dependence exists in the choice of regular and non-regular work and transitions between them. According to the simulation using the estimates, two important findings emerge; (1) the marginal transition probability to regular work dominates that of non-regular work and non-participation, irrespective of the initial participation state, and (2) if the first job is non-regular, a strong preference for working encourages a move to regular work.

Suggested Citation

  • Okamura, Kazuaki & Islam, Nizamul, 2021. "Multinomial employment dynamics with state dependence and heterogeneity: Evidence from Japan," Economic Modelling, Elsevier, vol. 101(C).
  • Handle: RePEc:eee:ecmode:v:101:y:2021:i:c:s0264999321001437
    DOI: 10.1016/j.econmod.2021.105554
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0264999321001437
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.econmod.2021.105554?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Gong, Xiaodong & Van Soest, Arthur & Villagomez, Elizabeth, 2004. "Mobility in the Urban Labor Market: A Panel Data Analysis for Mexico," Economic Development and Cultural Change, University of Chicago Press, vol. 53(1), pages 1-36, October.
    2. Pierre‐Carl Michaud & Konstantinos Tatsiramos, 2011. "Fertility and female employment dynamics in Europe: the effect of using alternative econometric modeling assumptions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(4), pages 641-668, June.
    3. Jeffrey M. Wooldridge, 2005. "Simple solutions to the initial conditions problem in dynamic, nonlinear panel data models with unobserved heterogeneity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(1), pages 39-54, January.
    4. Richard B. Freeman & David A. Wise, 1982. "The Youth Labor Market Problem: Its Nature Causes and Consequences," NBER Chapters, in: The Youth Labor Market Problem: Its Nature, Causes, and Consequences, pages 1-16, National Bureau of Economic Research, Inc.
    5. McFadden, Daniel, 1989. "A Method of Simulated Moments for Estimation of Discrete Response Models without Numerical Integration," Econometrica, Econometric Society, vol. 57(5), pages 995-1026, September.
    6. Victoria Prowse, 2012. "Modeling Employment Dynamics With State Dependence and Unobserved Heterogeneity," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(3), pages 411-431, April.
    7. Peter Haan & Arne Uhlendorff, 2006. "Estimation of multinomial logit models with unobserved heterogeneity using maximum simulated likelihood," Stata Journal, StataCorp LP, vol. 6(2), pages 229-245, June.
    8. Dean R. Hyslop & Wilbur Townsend, 2020. "Earnings Dynamics and Measurement Error in Matched Survey and Administrative Data," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 38(2), pages 457-469, April.
    9. Keane, Michael P, 1997. "Modeling Heterogeneity and State Dependence in Consumer Choice Behavior," Journal of Business & Economic Statistics, American Statistical Association, vol. 15(3), pages 310-327, July.
    10. Arusha Cooray & Nabamita Dutta & Sushanta Mallick, 2017. "Trade Openness and Labor Force Participation in Africa: The Role of Political Institutions," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 56(2), pages 319-350, April.
    11. Esteban-Pretel, Julen & Nakajima, Ryo & Tanaka, Ryuichi, 2011. "Are contingent jobs dead ends or stepping stones to regular jobs? Evidence from a structural estimation," Labour Economics, Elsevier, vol. 18(4), pages 513-526, August.
    12. Dean R. Hyslop, 1999. "State Dependence, Serial Correlation and Heterogeneity in Intertemporal Labor Force Participation of Married Women," Econometrica, Econometric Society, vol. 67(6), pages 1255-1294, November.
    13. Chen, Ming-Yuan & Chang, Jing-Yun, 2011. "The choice of foreign market entry mode: An analysis of the dynamic probit model," Economic Modelling, Elsevier, vol. 28(1-2), pages 439-450, January.
    14. Yuji Genda & Ayako Kondo & Souichi Ohta, 2010. "Long-Term Effects of a Recession at Labor Market Entry in Japan and the United States," Journal of Human Resources, University of Wisconsin Press, vol. 45(1).
    15. Pakes, Ariel & Pollard, David, 1989. "Simulation and the Asymptotics of Optimization Estimators," Econometrica, Econometric Society, vol. 57(5), pages 1027-1057, September.
    16. Ham, John C & LaLonde, Robert J, 1996. "The Effect of Sample Selection and Initial Conditions in Duration Models: Evidence from Experimental Data on Training," Econometrica, Econometric Society, vol. 64(1), pages 175-205, January.
    17. Hamaaki, Junya & Hori, Masahiro & Maeda, Saeko & Murata, Keiko, 2013. "How does the first job matter for an individual’s career life in Japan?," Journal of the Japanese and International Economies, Elsevier, vol. 29(C), pages 154-169.
    18. Chen, Ming-Yuan & Chang, Jing-Yun, 2011. "The choice of foreign market entry mode: An analysis of the dynamic probit model," Economic Modelling, Elsevier, vol. 28(1), pages 439-450.
    19. Jean‐Pierre Dubé & Günter J. Hitsch & Peter E. Rossi, 2010. "State dependence and alternative explanations for consumer inertia," RAND Journal of Economics, RAND Corporation, vol. 41(3), pages 417-445, September.
    20. David T. Ellwood, 1982. "Teenage Unemployment: Permanent Scars or Temporary Blemishes?," NBER Chapters, in: The Youth Labor Market Problem: Its Nature, Causes, and Consequences, pages 349-390, National Bureau of Economic Research, Inc.
    21. Del Boca, Daniela & Sauer, Robert M., 2009. "Life cycle employment and fertility across institutional environments," European Economic Review, Elsevier, vol. 53(3), pages 274-292, April.
    22. Ann Huff Stevens, 1999. "Climbing out of Poverty, Falling Back in: Measuring the Persistence of Poverty Over Multiple Spells," Journal of Human Resources, University of Wisconsin Press, vol. 34(3), pages 557-588.
    23. Curtis Eberwein & John C. Ham & Robert J. Lalonde, 1997. "The Impact of Being Offered and Receiving Classroom Training on the Employment Histories of Disadvantaged Women: Evidence from Experimental Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 655-682.
    24. Freeman, Richard B. & Wise, David A. (ed.), 1982. "The Youth Labor Market Problem," National Bureau of Economic Research Books, University of Chicago Press, number 9780226261614, December.
    25. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521747387.
    26. Jorgen Hansen & Magnus Lofstrom, 2009. "The dynamics of immigrant welfare and labor market behavior," Journal of Population Economics, Springer;European Society for Population Economics, vol. 22(4), pages 941-970, October.
    27. Rivers, Douglas & Vuong, Quang H., 1988. "Limited information estimators and exogeneity tests for simultaneous probit models," Journal of Econometrics, Elsevier, vol. 39(3), pages 347-366, November.
    28. Funkhouser, Edward, 1997. "Mobility and Labor Market Segmentation: The Urban Labor Market in El Salvador," Economic Development and Cultural Change, University of Chicago Press, vol. 46(1), pages 123-153, October.
    29. Haan, Peter, 2010. "A Multi-state model of state dependence in labor supply: Intertemporal labor supply effects of a shift from joint to individual taxation," Labour Economics, Elsevier, vol. 17(2), pages 323-335, April.
    30. Rosen, Sherwin, 2007. "Studies in Labor Markets," National Bureau of Economic Research Books, University of Chicago Press, number 9780226726304, December.
    31. repec:ucp:bknber:9780226726281 is not listed on IDEAS
    32. Lee, Lung-Fei, 1997. "Simulated maximum likelihood estimation of dynamic discrete choice statistical models some Monte Carlo results," Journal of Econometrics, Elsevier, vol. 82(1), pages 1-35.
    33. Yoshio Higuchi, 2001. "Women's Employment in Japan and the Timing of Marriage and Childbirth," The Japanese Economic Review, Japanese Economic Association, vol. 52(2), pages 156-184, June.
    34. Kazuaki Okamura & Nizamul Islam, 2011. "Inter‐Temporal Labour Force Participation Among Married Women In Japan," The Japanese Economic Review, Japanese Economic Association, vol. 62(4), pages 562-580, December.
    35. Kondo, Ayako, 2007. "Does the first job really matter? State dependency in employment status in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 21(3), pages 379-402, September.
    36. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
    37. Magnac, Th, 1991. "Segmented or Competitive Labor Markets," Econometrica, Econometric Society, vol. 59(1), pages 165-187, January.
    38. Ki-Dong Lee & Seo-Hyeong Lee & Jong-Il Choe, 2018. "State dependence, individual heterogeneity, and the choice of employment status: evidence from Korea," Applied Economics, Taylor & Francis Journals, vol. 50(8), pages 824-837, February.
    39. Tomoko Kishi & Shigeki Kano, 2017. "Labour market transitions in Australia and Japan: A Panel Data Analysis," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 20(3), pages 175-197.
    40. Stephen V. Cameron & James J. Heckman, 2001. "The Dynamics of Educational Attainment for Black, Hispanic, and White Males," Journal of Political Economy, University of Chicago Press, vol. 109(3), pages 455-499, June.
    41. Maloney, William F, 1999. "Does Informality Imply Segmentation in Urban Labor Markets? Evidence from Sectoral Transitions in Mexico," The World Bank Economic Review, World Bank, vol. 13(2), pages 275-302, May.
    42. Xin, Kai & Zhang, ZhengYu & Zhou, YaHong & Zhu, PingFang, 2021. "Time-varying individual effects in a panel data probit model with an application to female labor force participation," Economic Modelling, Elsevier, vol. 95(C), pages 181-191.
    43. James J. Heckman, 1981. "Heterogeneity and State Dependence," NBER Chapters, in: Studies in Labor Markets, pages 91-140, National Bureau of Economic Research, Inc.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. N. Islam, 1987. "Introduction to Part II," International Economic Association Series, in: Silvio Borner & Alwyn Taylor (ed.), Structural Change, Economic Interdependence and World Development, chapter 5, pages 51-63, Palgrave Macmillan.
    2. Fukao, Kyoji & Perugini, Cristiano & Pompei, Fabrizio, 2022. "Labour market regimes, technology and rent-sharing in Japan," Economic Modelling, Elsevier, vol. 112(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Manudeep Bhuller & Christian N. Brinch & Sebastian Königs, 2017. "Time Aggregation and State Dependence in Welfare Receipt," Economic Journal, Royal Economic Society, vol. 127(604), pages 1833-1873, September.
    2. Michael P. Keane, 2013. "Panel data discrete choice models of consumer demand," Economics Papers 2013-W08, Economics Group, Nuffield College, University of Oxford.
    3. Alexander Mosthaf & Thorsten Schank & Claus Schnabel, 2014. "Low-wage employment versus unemployment: Which one provides better prospects for women?," IZA Journal of European Labor Studies, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 3(1), pages 1-17, December.
    4. Islam, Nizamul, 2007. "A Dynamic Tobit Model of Female Labor Supply," Working Papers in Economics 259, University of Gothenburg, Department of Economics.
    5. Moshe Buchinsky & Denis Fougère & Francis Kramarz & Rusty Tchernis, 2002. "Interfirm Mobility, Wages and the Returns to Seniority and Experience in the U.S," Working Papers 2002-29, Center for Research in Economics and Statistics.
    6. Regina T. Riphahn & Christoph Wunder, 2016. "State dependence in welfare receipt: transitions before and after a reform," Empirical Economics, Springer, vol. 50(4), pages 1303-1329, June.
    7. Hiroshi Teruyama & Hiroyuki Toda, 2017. "Polarization and Persistence in the Japanese Labor Market," KIER Working Papers 957, Kyoto University, Institute of Economic Research.
    8. Mark N. Harris & Xueyan Zhao & Eugenio Zucchelli, 2021. "Ageing Workforces, Ill‐health and Multi‐state Labour Market Transitions," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 83(1), pages 199-227, February.
    9. Hansen, Jörgen & Lofstrom, Magnus & Zhang, Xuelin, 2006. "State Dependence in Canadian Welfare Participation," IZA Discussion Papers 2266, Institute of Labor Economics (IZA).
    10. Nisar Ahmad, 2014. "State Dependence in Unemployment," International Journal of Economics and Financial Issues, Econjournals, vol. 4(1), pages 93-106.
    11. Haan, Peter, 2010. "A Multi-state model of state dependence in labor supply: Intertemporal labor supply effects of a shift from joint to individual taxation," Labour Economics, Elsevier, vol. 17(2), pages 323-335, April.
    12. Fujii, Mayu & Shiraishi, Kousuke & Takayama, Noriyuki, 2013. "The Determinants and Effects of Early Job Separation in Japan," CIS Discussion paper series 590, Center for Intergenerational Studies, Institute of Economic Research, Hitotsubashi University.
    13. Smith, Martin D., 2005. "State dependence and heterogeneity in fishing location choice," Journal of Environmental Economics and Management, Elsevier, vol. 50(2), pages 319-340, September.
    14. Kerem Tuzcuoglu, 2019. "Composite Likelihood Estimation of an Autoregressive Panel Probit Model with Random Effects," Staff Working Papers 19-16, Bank of Canada.
    15. Tue Gørgens & Dean Robert Hyslop, 2018. "The Specification of Dynamic Discrete-Time Two-State Panel Data Models," Econometrics, MDPI, vol. 7(1), pages 1-16, December.
    16. Liu, Kai & Salvanes, Kjell G. & Sørensen, Erik Ø., 2016. "Good skills in bad times: Cyclical skill mismatch and the long-term effects of graduating in a recession," European Economic Review, Elsevier, vol. 84(C), pages 3-17.
    17. Ha Trong Nguyen & Luke B. Connelly, 2017. "The Dynamics of Informal Care Provision in an Australian Household Panel Survey: Previous Work Characteristics and Future Care Provision," The Economic Record, The Economic Society of Australia, vol. 93(302), pages 395-419, September.
    18. Peter Haan, 2005. "State Dependence and Female Labor Supply in Germany: The Extensive and the Intensive Margin," Discussion Papers of DIW Berlin 538, DIW Berlin, German Institute for Economic Research.
    19. Demoussis, Michael & Giannakopoulos, Nicholas, 2006. "The dynamics of home computer ownership in Greece," Information Economics and Policy, Elsevier, vol. 18(1), pages 73-86, March.
    20. Francesco Bartolucci & Claudia Pigini, 2017. "Granger causality in dynamic binary short panel data models," Working Papers 421, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.

    More about this item

    Keywords

    Female labor supply; State dependence; Dynamic multinomial logit model; Latent class model;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities
    • J22 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Time Allocation and Labor Supply

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:ecmode:v:101:y:2021:i:c:s0264999321001437. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/30411 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.