IDEAS home Printed from https://ideas.repec.org/a/wly/soecon/v85y2018i1p121-141.html
   My bibliography  Save this article

Earnings Gaps for Conspicuous Characteristics: Evidence from Indonesia

Author

Listed:
  • Md Nazmul Ahsan
  • Inas Rashad Kelly

Abstract

Recent research has begun to analyze the effects of height on earnings in Indonesia, a developing country with a large population. Little has been done on the potential effects of weight and general health status on earnings. Using a household production function, Grossman and Benham (1974) provide empirical evidence of the positive effect of good health on earnings. Carefully accounting for selection into the workforce and the potential endogeneity of our health variables, we use a sample of individuals between the ages of 25 and 55 from the Indonesian Family Longitudinal Survey (IFLS) to identify the effect of health on earnings and conduct Oaxaca‐Blinder decompositions to identify possible discrimination. We compare these results to those using less conspicuous health measures such as blood pressure, cholesterol, and chest pain. Endogeneity of our health measures is subsequently addressed using several econometric methodologies. Results suggest that overweight males in Indonesia earn an income premium, while underweight females are subject to an income penalty.

Suggested Citation

  • Md Nazmul Ahsan & Inas Rashad Kelly, 2018. "Earnings Gaps for Conspicuous Characteristics: Evidence from Indonesia," Southern Economic Journal, John Wiley & Sons, vol. 85(1), pages 121-141, July.
  • Handle: RePEc:wly:soecon:v:85:y:2018:i:1:p:121-141
    DOI: 10.1002/soej.12298
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/soej.12298
    Download Restriction: no

    File URL: https://libkey.io/10.1002/soej.12298?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
    ---><---

    References listed on IDEAS

    as
    1. Arthur Lewbel, 2012. "Using Heteroscedasticity to Identify and Estimate Mismeasured and Endogenous Regressor Models," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(1), pages 67-80.
    2. Hruschka, Daniel J. & Brewis, Alexandra A., 2013. "Absolute wealth and world region strongly predict overweight among women (ages 18–49) in 360 populations across 36 developing countries," Economics & Human Biology, Elsevier, vol. 11(3), pages 337-344.
    3. Bozoyan, Christiane & Wolbring, Tobias, 2011. "Fat, muscles, and wages," Economics & Human Biology, Elsevier, vol. 9(4), pages 356-363.
    4. Han, Euna & Norton, Edward C. & Powell, Lisa M., 2011. "Direct and indirect effects of body weight on adult wages," Economics & Human Biology, Elsevier, vol. 9(4), pages 381-392.
    5. James J. Heckman, 1976. "The Common Structure of Statistical Models of Truncation, Sample Selection and Limited Dependent Variables and a Simple Estimator for Such Models," NBER Chapters, in: Annals of Economic and Social Measurement, Volume 5, number 4, pages 475-492, National Bureau of Economic Research, Inc.
    6. Sabia, Joseph J. & Rees, Daniel I., 2012. "Body weight and wages: Evidence from Add Health," Economics & Human Biology, Elsevier, vol. 10(1), pages 14-19.
    7. Clive R. Belfield & Inas Rashad Kelly, 2012. "The Benefits of Breast Feeding across the Early Years of Childhood," Journal of Human Capital, University of Chicago Press, vol. 6(3), pages 251-277.
    8. Kim, Younoh, 2015. "The dynamics of health and its determinants among the elderly in developing countries," Economics & Human Biology, Elsevier, vol. 19(C), pages 1-12.
    9. Inas Rashad Kelly, 2017. "The Shock of Falling Among Older Americans," NBER Working Papers 23517, National Bureau of Economic Research, Inc.
    10. Atella, Vincenzo & Pace, Noemi & Vuri, Daniela, 2008. "Are employers discriminating with respect to weight?: European Evidence using Quantile Regression," Economics & Human Biology, Elsevier, vol. 6(3), pages 305-329, December.
    11. Victor R. Fuchs, 1982. "Economic Aspects of Health," NBER Books, National Bureau of Economic Research, Inc, number fuch82-1, May.
    12. Becker, Gary S., 1971. "The Economics of Discrimination," University of Chicago Press Economics Books, University of Chicago Press, edition 2, number 9780226041162, September.
    13. Brunello, Giorgio & D'Hombres, Beatrice, 2007. "Does body weight affect wages?: Evidence from Europe," Economics & Human Biology, Elsevier, vol. 5(1), pages 1-19, March.
    14. Susan Averett & Sanders Korenman, 1996. "The Economic Reality of the Beauty Myth," Journal of Human Resources, University of Wisconsin Press, vol. 31(2), pages 304-330.
    15. Caliendo, Marco & Lee, Wang-Sheng, 2013. "Fat chance! Obesity and the transition from unemployment to employment," Economics & Human Biology, Elsevier, vol. 11(2), pages 121-133.
    16. Greve, Jane, 2008. "Obesity and labor market outcomes in Denmark," Economics & Human Biology, Elsevier, vol. 6(3), pages 350-362, December.
    17. Grossman, Michael, 1972. "On the Concept of Health Capital and the Demand for Health," Journal of Political Economy, University of Chicago Press, vol. 80(2), pages 223-255, March-Apr.
    18. Wada, Roy & Tekin, Erdal, 2010. "Body composition and wages," Economics & Human Biology, Elsevier, vol. 8(2), pages 242-254, July.
    19. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
    20. Victor R. Fuchs, 1982. "Time Preference and Health: An Exploratory Study," NBER Chapters, in: Economic Aspects of Health, pages 93-120, National Bureau of Economic Research, Inc.
    21. Joseph J. Sabia, 2007. "The Effect of Body Weight on Adolescent Academic Performance," Southern Economic Journal, John Wiley & Sons, vol. 73(4), pages 871-900, April.
    22. Colchero, M. Arantxa & Bishai, David, 2012. "Weight and earnings among childbearing women in Metropolitan Cebu, Philippines (1983–2002)," Economics & Human Biology, Elsevier, vol. 10(3), pages 256-263.
    23. Michael Grossman & Lee Benham, 1974. "Health, Hours and Wages," International Economic Association Series, in: Mark Perlman (ed.), The Economics of Health and Medical Care, chapter 12, pages 205-233, Palgrave Macmillan.
    24. Sohn, Kitae, 2017. "The Association between Height and Hypertension in Indonesia," Economics & Human Biology, Elsevier, vol. 27(PA), pages 74-83.
    25. Paraponaris, Alain & Saliba, Berengere & Ventelou, Bruno, 2005. "Obesity, weight status and employability: Empirical evidence from a French national survey," Economics & Human Biology, Elsevier, vol. 3(2), pages 241-258, July.
    26. Cawley, John & Han, Euna & Norton, Edward C., 2009. "Obesity and labor market outcomes among legal immigrants to the United States from developing countries," Economics & Human Biology, Elsevier, vol. 7(2), pages 153-164, July.
    27. Lindeboom, Maarten & Lundborg, Petter & van der Klaauw, Bas, 2010. "Assessing the impact of obesity on labor market outcomes," Economics & Human Biology, Elsevier, vol. 8(3), pages 309-319, December.
    28. Firman Witoelar & John Strauss & Bondan Sikoki, 2009. "Socioeconomic Success and Health in Later Life Evidence from the Indonesia Family Life Survey," Working Papers 704, RAND Corporation.
    29. Breusch, T S & Pagan, A R, 1979. "A Simple Test for Heteroscedasticity and Random Coefficient Variation," Econometrica, Econometric Society, vol. 47(5), pages 1287-1294, September.
    30. Firman Witoelar & John Strauss & Bondan Sikoki, 2009. "Socioeconomic Success and Health in Later Life Evidence from the Indonesia Family Life Survey," Working Papers WR-704, RAND Corporation.
    31. Jacob Mincer, 1958. "Investment in Human Capital and Personal Income Distribution," Journal of Political Economy, University of Chicago Press, vol. 66(4), pages 281-281.
    32. Kitae Sohn, 2015. "Gender Discrimination in Earnings in Indonesia: A Fuller Picture," Bulletin of Indonesian Economic Studies, Taylor & Francis Journals, vol. 51(1), pages 95-121, April.
    33. Fuchs, Victor R. (ed.), 1982. "Economic Aspects of Health," National Bureau of Economic Research Books, University of Chicago Press, number 9780226267852, December.
    34. Johansson, Edvard & Böckerman, Petri & Kiiskinen, Urpo & Heliövaara, Markku, 2009. "Obesity and labour market success in Finland: The difference between having a high BMI and being fat," Economics & Human Biology, Elsevier, vol. 7(1), pages 36-45, March.
    35. Biddle, Jeff E & Hamermesh, Daniel S, 1998. "Beauty, Productivity, and Discrimination: Lawyers' Looks and Lucre," Journal of Labor Economics, University of Chicago Press, vol. 16(1), pages 172-201, January.
    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. Atiqah Amanda Siregar & Faizal Rahmanto Moeis & Wildan Al Kautsar Anky, 2021. "Assessing Indonesia’s Inclusive Employment Opportunities for People with Disability in the COVID-19 Era," LPEM FEBUI Working Papers 202163, LPEM, Faculty of Economics and Business, University of Indonesia, revised 2021.
    2. Kate Burrows & Ji-Young Son & Michelle L. Bell, 2021. "Do Socioeconomic Factors Influence Who Is Most Likely to Relocate after Environmental Disasters? A Case Study in Indonesia," Sustainability, MDPI, vol. 13(11), pages 1-13, June.
    3. Younoh Kim & Vlad Radoias, 2018. "Screening, diagnosis, and long-term health outcomes in developing countries—The case of hypertension," PLOS ONE, Public Library of Science, vol. 13(12), pages 1-10, December.

    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. Larose, Samantha L. & Kpelitse, Koffi A. & Campbell, M. Karen & Zaric, Gregory S. & Sarma, Sisira, 2016. "Does obesity influence labour market outcomes among working-age adults? Evidence from Canadian longitudinal data," Economics & Human Biology, Elsevier, vol. 20(C), pages 26-41.
    2. Mavisakalyan, Astghik, 2018. "Do employers reward physical attractiveness in transition countries?," Economics & Human Biology, Elsevier, vol. 28(C), pages 38-52.
    3. Kelly, Inas R. & Doytch, Nadia & Dave, Dhaval, 2019. "How does body mass index affect economic growth? A comparative analysis of countries by levels of economic development," Economics & Human Biology, Elsevier, vol. 34(C), pages 58-73.
    4. Nuñez, Roy, 2020. "Obesity and labor market in Peru," MPRA Paper 105621, University Library of Munich, Germany.
    5. Mosca, Irene, 2013. "Body mass index, waist circumference and employment: Evidence from older Irish adults," Economics & Human Biology, Elsevier, vol. 11(4), pages 522-533.
    6. Mosca, Irene, 2012. "Obesity and Employment in Ireland: Moving Beyond BMI," Papers WP431, Economic and Social Research Institute (ESRI).
    7. Kinge, Jonas Minet, 2016. "Waist circumference, body mass index and employment outcomes," HERO Online Working Paper Series 2016:4, University of Oslo, Health Economics Research Programme.
    8. Kim, Tae Hyun & Han, Euna, 2015. "Impact of body mass on job quality," Economics & Human Biology, Elsevier, vol. 17(C), pages 75-85.
    9. Kinge, Jonas Minet, 2016. "Body mass index and employment status: A new look," Economics & Human Biology, Elsevier, vol. 22(C), pages 117-125.
    10. Caliendo, Marco & Gehrsitz, Markus, 2016. "Obesity and the labor market: A fresh look at the weight penalty," Economics & Human Biology, Elsevier, vol. 23(C), pages 209-225.
    11. Sabia, Joseph J. & Rees, Daniel I., 2012. "Body weight and wages: Evidence from Add Health," Economics & Human Biology, Elsevier, vol. 10(1), pages 14-19.
    12. Nathalie Mathieu‐Bolh, 2022. "The elusive link between income and obesity," Journal of Economic Surveys, Wiley Blackwell, vol. 36(4), pages 935-968, September.
    13. Kinge, Jonas Minet, 2015. "Body mass index and employment status: a new look," HERO Online Working Paper Series 2015:3, University of Oslo, Health Economics Research Programme.
    14. Pagan, Ricardo & Haro, Carmen Ordóñez de & Sánchez, Carlos Rivas, 2016. "Obesity, job satisfaction and disability at older ages in Europe," Economics & Human Biology, Elsevier, vol. 20(C), pages 42-54.
    15. Susan Averett & Laura Argys & Jennifer Kohn, 2012. "Immigration, obesity and labor market outcomes in the UK," IZA Journal of Migration and Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 1(1), pages 1-19, December.
    16. Palermo, Tia M. & Dowd, Jennifer B., 2012. "Childhood obesity and human capital accumulation," Social Science & Medicine, Elsevier, vol. 75(11), pages 1989-1998.
    17. Tinna Laufey Ásgeirsdóttir & Harpa H. Berndsen & Bryndís Þ. Guðmundsdóttir & Bryndís A. Gunnarsdóttir & Hugrún J. Halldórsdóttir, 2016. "The effect of obesity, alcohol misuse and smoking on employment and hours worked: evidence from the Icelandic economic collapse," Review of Economics of the Household, Springer, vol. 14(2), pages 313-335, June.
    18. Colchero, M. Arantxa & Bishai, David, 2012. "Weight and earnings among childbearing women in Metropolitan Cebu, Philippines (1983–2002)," Economics & Human Biology, Elsevier, vol. 10(3), pages 256-263.
    19. Chu, Filmer & Ohinmaa, Arto, 2016. "The obesity penalty in the labor market using longitudinal Canadian data," Economics & Human Biology, Elsevier, vol. 23(C), pages 10-17.
    20. Margareta Dackehag & Ulf-G. Gerdtham & Martin Nordin, 2015. "Productivity or discrimination? An economic analysis of excess-weight penalty in the Swedish labor market," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 16(6), pages 589-601, July.

    More about this item

    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:wly:soecon:v:85:y:2018:i:1:p:121-141. 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: Wiley Content Delivery (email available below). General contact details of provider: https://doi.org/10.1002/(ISSN)2325-8012 .

    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.