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Impact of Aging and Underemployment on Income Disparity between Agricultural and Non-Agricultural Households

Author

Listed:
  • Joohun Han

    (Department of Agricultural Economics, Oklahoma State University, Stillwater, OK 74078, USA)

  • Chanjin Chung

    (Department of Agricultural Economics, Oklahoma State University, Stillwater, OK 74078, USA)

Abstract

This paper examines how aging and underemployment affect household income and household income disparity between agricultural and non-agricultural sectors. Our study uses household panel data from South Korea for the period 2009–2016, which include, on average, 6721 representative households each year. A three-step regression analysis was conducted to estimate the aging and underemployment effects on household income and the income disparity between agricultural and non-agricultural households. First, we estimate aging and underemployment effects on household income from all households using a year fixed-effect longitudinal model. Second, our study investigates whether the marginal effect of aging and underemployment on household income differs between agricultural and non-agricultural sectors. Finally, we simulate the estimated model to illustrate how government policies could help reduce the income disparity. Our results show that aging and underemployment affect household income negatively overall. The negative marginal effect of the two factors was greater in the agricultural sector than in the non-agricultural sector. Results from policy simulations suggest that the implementation of proper government policies to address aging and underemployment problems in agricultural households could significantly reduce the income disparity between agricultural and non-agricultural sectors.

Suggested Citation

  • Joohun Han & Chanjin Chung, 2021. "Impact of Aging and Underemployment on Income Disparity between Agricultural and Non-Agricultural Households," Sustainability, MDPI, vol. 13(21), pages 1-15, October.
    • Handle: RePEc:gam:jsusta:v:13:y:2021:i:21:p:11737-:d:663541
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    as
    1. Alison J. Wellington, 1991. "Effects of the Minimum Wage on the Employment Status of Youths: An Update," Journal of Human Resources, University of Wisconsin Press, vol. 26(1), pages 27-46.
    2. Dennis Tao Yang, 1999. "Urban-Biased Policies and Rising Income Inequality in China," American Economic Review, American Economic Association, vol. 89(2), pages 306-310, May.
    3. Guandong Su & Hidenori Okahashi & Lin Chen, 2018. "Spatial Pattern of Farmland Abandonment in Japan: Identification and Determinants," Sustainability, MDPI, vol. 10(10), pages 1-22, October.
    4. John C. Ham, 1982. "Estimation of a Labour Supply Model with Censoring Due to Unemployment and Underemployment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 49(3), pages 335-354.
    5. Kilpatrick, Robert W, 1973. "The Income Elasticity of the Poverty Line," The Review of Economics and Statistics, MIT Press, vol. 55(3), pages 327-332, August.
    6. Flinn, Christopher J & Heckman, James J, 1983. "Are Unemployment and Out of the Labor Force Behaviorally Distinct Labor Force States?," Journal of Labor Economics, University of Chicago Press, vol. 1(1), pages 28-42, January.
    7. Katarzyna Cymbranowicz, 2016. "The Phenomenon of Underemployment in Poland," Annales. Ethics in Economic Life, University of Lodz, Faculty of Economics and Sociology, vol. 19(4), pages 137-151, December.
    8. Terry Sicular & Shi Li & Ximing Yue & Hiroshi Sato, 2017. "Changing Trends in China’s Inequality: Key Issues and Main Findings," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 201712, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    9. Dethier, Jean-Jacques & Effenberger, Alexandra, 2012. "Agriculture and development: A brief review of the literature," Economic Systems, Elsevier, vol. 36(2), pages 175-205.
    10. Brian C. Briggeman & Allan W. Gray & Mitchell J. Morehart & Timothy G. Baker & Christine A. Wilson, 2007. "A New U.S. Farm Household Typology: Implications for Agricultural Policy," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 29(4), pages 765-782.
    11. Jason Loughrey & Thia Hennessy, 2014. "Hidden underemployment among Irish farm holders 2002-2011," Applied Economics, Taylor & Francis Journals, vol. 46(26), pages 3180-3192, September.
    12. Fisher, Monica & Reimer, Jeffrey J. & Carr, Edward R., 2010. "Who Should be Interviewed in Surveys of Household Income?," World Development, Elsevier, vol. 38(7), pages 966-973, July.
    13. David N.F. Bell & David G. Blanchflower, 2018. "The Lack of Wage Growth and the Falling NAIRU," National Institute Economic Review, National Institute of Economic and Social Research, vol. 245(1), pages 40-55, August.
    14. Katsushi S. Imai & Bilal Malaeb, 2016. "Asia's Rural-urban Disparity in the Context of Growing Inequality," Discussion Paper Series DP2016-29, Research Institute for Economics & Business Administration, Kobe University.
    15. repec:spo:wpmain:info:hdl:2441/8921 is not listed on IDEAS
    16. Feng, Shuaizhang & Hu, Yingyao & Sun, Jiandong, 2018. "On the robustness of alternative unemployment measures," Economics Letters, Elsevier, vol. 166(C), pages 1-5.
    17. Christopher Whelan & Helen Russell & Bertrand Maître, 2016. "Economic Stress and the Great Recession in Ireland: Polarization, Individualization or ‘Middle Class Squeeze’?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 126(2), pages 503-526, March.
    18. repec:spo:wpecon:info:hdl:2441/8921 is not listed on IDEAS
    19. Jun Ho Seok & Hanpil Moon & GwanSeon Kim & Michael R. Reed, 2018. "Is Aging the Important Factor for Sustainable Agricultural Development in Korea? Evidence from the Relationship between Aging and Farm Technical Efficiency," Sustainability, MDPI, vol. 10(7), pages 1-15, June.
    20. Amelie F. Constant, 2014. "Do migrants take the jobs of native workers?," World of Labour, LISER, pages 1-10, May.
    21. Catalina Amuedo-Dorantes, 2000. "Work Transitions into and Out of Involuntary Temporary Employment in a Segmented Market: Evidence from Spain," ILR Review, Cornell University, ILR School, vol. 53(2), pages 309-325, January.
    22. Paul Clarke & Claire Crawford & Fiona Steele & Anna Vignoles, 2015. "Revisiting fixed- and random-effects models: some considerations for policy-relevant education research," Education Economics, Taylor & Francis Journals, vol. 23(3), pages 259-277, June.
    23. Zhong, Hai, 2011. "The impact of population aging on income inequality in developing countries: Evidence from rural China," China Economic Review, Elsevier, vol. 22(1), pages 98-107, March.
    24. Du, Hongfei & King, Ronnel B. & Chi, Peilian, 2019. "Income inequality is detrimental to long-term well-being: A large-scale longitudinal investigation in China," Social Science & Medicine, Elsevier, vol. 232(C), pages 120-128.
    25. Quanda Zhang & Alberto Posso, 2019. "Thinking Inside the Box: A Closer Look at Financial Inclusion and Household Income," Journal of Development Studies, Taylor & Francis Journals, vol. 55(7), pages 1616-1631, July.
    26. Mr. Shekhar Aiyar & Mr. Christian H Ebeke, 2016. "The Impact of Workforce Aging on European Productivity," IMF Working Papers 2016/238, International Monetary Fund.
    27. Hausman, Jerry A & Wise, David A, 1979. "Attrition Bias in Experimental and Panel Data: The Gary Income Maintenance Experiment," Econometrica, Econometric Society, vol. 47(2), pages 455-473, March.
    28. Burgess, Simon, 2016. "Human Capital and Education: The State of the Art in the Economics of Education," IZA Discussion Papers 9885, IZA Network @ LISER.
    29. Streeten, Paul, 1993. "The special problems of small countries," World Development, Elsevier, vol. 21(2), pages 197-202, February.
    30. Maarten Lindeboom & Marcel Kerkhofs, 2009. "Health and work of the elderly: subjective health measures, reporting errors and endogeneity in the relationship between health and work," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(6), pages 1024-1046.
    31. Bassem Kamar & Damyana Bakardzhieva & Mohamed Goaied, 2019. "Effects of pro-growth policies on employment: evidence of regional disparities," Applied Economics, Taylor & Francis Journals, vol. 51(40), pages 4337-4367, August.
    32. Fabio Pammolli & Massimo Riccaboni & Laura Magazzini, 2012. "The sustainability of European health care systems: beyond income and aging," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 13(5), pages 623-634, October.
    33. Dagum, Camilo & Slottje, Daniel J., 2000. "A new method to estimate the level and distribution of household human capital with application," Structural Change and Economic Dynamics, Elsevier, vol. 11(1-2), pages 67-94, July.
    34. Robert Jäckle & Oliver Himmler, 2010. "Health and Wages: Panel Data Estimates Considering Selection and Endogeneity," Journal of Human Resources, University of Wisconsin Press, vol. 45(2).
    35. Carrillo-Tudela, Carlos & Launov, Andrey & Robin, Jean-Marc, 2021. "The fall in german unemployment: A flow analysis," European Economic Review, Elsevier, vol. 132(C).
    36. repec:iza:izawol:journl:y:2014:p:10 is not listed on IDEAS
    37. David N.F. Bell & David G. Blanchflower, 2018. "Underemployment in the US and Europe," NBER Working Papers 24927, National Bureau of Economic Research, Inc.
    38. Sungho Park & Sachin Gupta, 2012. "Handling Endogenous Regressors by Joint Estimation Using Copulas," Marketing Science, INFORMS, vol. 31(4), pages 567-586, July.
    39. Gösser, Niklas & Moshgbar, Nima, 2020. "Smoothing time fixed effects," DICE Discussion Papers 343, Heinrich Heine University Düsseldorf, Düsseldorf Institute for Competition Economics (DICE).
    40. Guancheng Guo & Qiyu Wen & Jingjuan Zhu, 2015. "The Impact of Aging Agricultural Labor Population on Farmland Output: From the Perspective of Farmer Preferences," Mathematical Problems in Engineering, Hindawi, vol. 2015, pages 1-7, October.
    41. Derek Byerlee & Alain de Janvry & Elisabeth Sadoulet, 2009. "Agriculture for Development: Toward a New Paradigm," Annual Review of Resource Economics, Annual Reviews, vol. 1(1), pages 15-31, September.
    42. Clark, Robert L & Kreps, Juanita & Spengler, Joseph J, 1978. "Economics of Aging: A Survey," Journal of Economic Literature, American Economic Association, vol. 16(3), pages 919-962, September.
    43. Pietro Garibaldi & Etienne Wasmer, 2005. "Equilibrium Search Unemployment, Endogenous Participation, And Labor Market Flows," Journal of the European Economic Association, MIT Press, vol. 3(4), pages 851-882, June.
    44. Bloom, David E. & Börsch-Supan, Axel & McGee, Patrick & Seike, Atsushi, 1970. "Population Aging: Facts, Challenges, and Responses," MEA discussion paper series 201224, Munich Center for the Economics of Aging (MEA) at the Max Planck Institute for Social Law and Social Policy.
    45. Fuller, Wayne A. & Battese, George E., 1974. "Estimation of linear models with crossed-error structure," Journal of Econometrics, Elsevier, vol. 2(1), pages 67-78, May.
    46. Steven E. Haugen, 2009. "Measures of labor underutilization from the Current Population Survey," Working Papers 424, U.S. Bureau of Labor Statistics.
    47. Loughrey, Jason & Hennessy, Thia, 2013. "Hidden Underemployment Among Irish Farm Holders 1996-2011," 87th Annual Conference, April 8-10, 2013, Warwick University, Coventry, UK 158849, Agricultural Economics Society.
    48. Shuaizhang Feng & Yingyao Hu, 2013. "Misclassification Errors and the Underestimation of the US Unemployment Rate," American Economic Review, American Economic Association, vol. 103(2), pages 1054-1070, April.
    49. Boris A. Portnov & Daniel Felsenstein, 2005. "Measuring Regional Disparities in Small Countries," ERSA conference papers ersa05p136, European Regional Science Association.
    50. Wansbeek, Tom & Kapteyn, Arie, 1989. "Estimation of the error-components model with incomplete panels," Journal of Econometrics, Elsevier, vol. 41(3), pages 341-361, July.
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