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Body mass index and employment status: A new look

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  • Kinge, Jonas Minet

Abstract

Earlier literature has usually modelled the impact of obesity on employment status as a binary choice (employed, yes/no). I provide new evidence on the impact of obesity on employment status by treating the dependent variable as a as a multinomial choice variable. Using data from a representative English survey, with measured height and weight on parents and children, I define employment status as one of four: working; looking for paid work; permanently not working due to disability; and, looking after home or family. I use a multinomial logit model controlling for a set of covariates. I also run instrumental variable models, instrumenting for Body Mass Index (BMI) based on genetic variation in weight. I find that BMI and obesity significantly increase the probability of “not working due to disability”. The results for the other employment outcomes are less clear. My findings also indicate that BMI affects employment through its effect on health. Factors other than health may be less important in explaining the impact of BMI/obesity on employment.

Suggested Citation

  • Kinge, Jonas Minet, 2016. "Body mass index and employment status: A new look," Economics & Human Biology, Elsevier, vol. 22(C), pages 117-125.
  • Handle: RePEc:eee:ehbiol:v:22:y:2016:i:c:p:117-125
    DOI: 10.1016/j.ehb.2016.03.008
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    1. Christopher F Baum & Mark E. Schaffer & Steven Stillman, 2003. "Instrumental variables and GMM: Estimation and testing," Stata Journal, StataCorp LP, vol. 3(1), pages 1-31, March.
    2. Bozoyan, Christiane & Wolbring, Tobias, 2011. "Fat, muscles, and wages," Economics & Human Biology, Elsevier, vol. 9(4), pages 356-363.
    3. 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.
    4. Terza, Joseph V. & Basu, Anirban & Rathouz, Paul J., 2008. "Two-stage residual inclusion estimation: Addressing endogeneity in health econometric modeling," Journal of Health Economics, Elsevier, vol. 27(3), pages 531-543, May.
    5. Trogdon, Justin G. & Nonnemaker, James & Pais, Joanne, 2008. "Peer effects in adolescent overweight," Journal of Health Economics, Elsevier, vol. 27(5), pages 1388-1399, September.
    6. Wada, Roy & Tekin, Erdal, 2010. "Body composition and wages," Economics & Human Biology, Elsevier, vol. 8(2), pages 242-254, July.
    7. Cawley, John, 2015. "An economy of scales: A selective review of obesity's economic causes, consequences, and solutions," Journal of Health Economics, Elsevier, vol. 43(C), pages 244-268.
    8. Edward C. Norton & Euna Han, 2008. "Genetic information, obesity, and labor market outcomes," Health Economics, John Wiley & Sons, Ltd., vol. 17(9), pages 1089-1104, September.
    9. 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.
    10. Brendan Kline & Justin L. Tobias, 2008. "The wages of BMI: Bayesian analysis of a skewed treatment-response model with nonparametric endogeneity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(6), pages 767-793.
    11. Morris, Stephen, 2007. "The impact of obesity on employment," Labour Economics, Elsevier, vol. 14(3), pages 413-433, June.
    12. Charles L. Baum & William F. Ford, 2004. "The wage effects of obesity: a longitudinal study," Health Economics, John Wiley & Sons, Ltd., vol. 13(9), pages 885-899, September.
    13. 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.
    14. García Villar, Jaume & Quintana-Domeque, Climent, 2009. "Income and body mass index in Europe," Economics & Human Biology, Elsevier, vol. 7(1), pages 73-83, March.
    15. Burkhauser, Richard V. & Cawley, John, 2008. "Beyond BMI: The value of more accurate measures of fatness and obesity in social science research," Journal of Health Economics, Elsevier, vol. 27(2), pages 519-529, March.
    16. 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.
    17. Grabowski, David C. & Feng, Zhanlian & Hirth, Richard & Rahman, Momotazur & Mor, Vincent, 2013. "Effect of nursing home ownership on the quality of post-acute care: An instrumental variables approach," Journal of Health Economics, Elsevier, vol. 32(1), pages 12-21.
    18. 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.
    19. 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.
    20. Cawley, John & Meyerhoefer, Chad, 2012. "The medical care costs of obesity: An instrumental variables approach," Journal of Health Economics, Elsevier, vol. 31(1), pages 219-230.
    21. 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.
    22. 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.
    23. Minet Kinge, Jonas & Morris, Stephen, 2010. "Socioeconomic variation in the impact of obesity on health-related quality of life," Social Science & Medicine, Elsevier, vol. 71(10), pages 1864-1871, November.
    24. Kinge, Jonas Minet & Morris, Stephen, 2014. "Association between obesity and prescribed medication use in England," Economics & Human Biology, Elsevier, vol. 15(C), pages 47-55.
    25. Greve, Jane, 2008. "Obesity and labor market outcomes in Denmark," Economics & Human Biology, Elsevier, vol. 6(3), pages 350-362, December.
    26. Dan-Olof Rooth, 2009. "Obesity, Attractiveness, and Differential Treatment in Hiring: A Field Experiment," Journal of Human Resources, University of Wisconsin Press, vol. 44(3).
    27. Morris, Stephen, 2006. "Body mass index and occupational attainment," Journal of Health Economics, Elsevier, vol. 25(2), pages 347-364, March.
    28. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
    29. McLean, R.A. & Moon, M., 1980. "Health, obesity, and earnings," American Journal of Public Health, American Public Health Association, vol. 70(9), pages 1006-1009.
    30. Euna Han & Edward C. Norton & Sally C. Stearns, 2009. "Weight and wages: fat versus lean paychecks," Health Economics, John Wiley & Sons, Ltd., vol. 18(5), pages 535-548, May.
    31. John Cawley, 2004. "The Impact of Obesity on Wages," Journal of Human Resources, University of Wisconsin Press, vol. 39(2).
    32. Asgeirsdottir, Tinna Laufey, 2011. "Do body weight and gender shape the work force? The case of Iceland," Economics & Human Biology, Elsevier, vol. 9(2), pages 148-156, March.
    33. Satoru Shimokawa, 2008. "The labour market impact of body weight in China: a semiparametric analysis," Applied Economics, Taylor & Francis Journals, vol. 40(8), pages 949-968.
    34. Renna, F. & Thakur, Nidhi, 2010. "Direct and indirect effects of obesity on U.S. labor market outcomes of older working age adults," Social Science & Medicine, Elsevier, vol. 71(2), pages 405-413, July.
    35. John Cawley, 2000. "Body Weight and Women's Labor Market Outcomes," NBER Working Papers 7841, National Bureau of Economic Research, Inc.
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    Cited by:

    1. MORIKAWA Masayuki, 2018. "Smoking, Obesity, and Labor Market Outcomes: Evidence from Japan," Discussion papers 18023, Research Institute of Economy, Trade and Industry (RIETI).
    2. Christina Hansen Edwards & Johan Håkon Bjørngaard & Jonas Minet Kinge, 2021. "The relationship between body mass index and income: Using genetic variants from HUNT as instrumental variables," Health Economics, John Wiley & Sons, Ltd., vol. 30(8), pages 1933-1949, August.
    3. Crudu, Federico & Neri, Laura & Tiezzi, Silvia, 2021. "Family ties and child obesity in Italy," Economics & Human Biology, Elsevier, vol. 40(C).
    4. Kanazawa, Satoshi & Hu, Shihao & Larere, Adrien, 2018. "Why do very unattractive workers earn so much?," Economics & Human Biology, Elsevier, vol. 29(C), pages 189-197.
    5. Paolo Nicola Barbieri, 2018. "BMI and Employment: Is There an Overweight Premium?," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 4(3), pages 523-548, November.
    6. Hyeain Lee & Rosemary Ahn & Tae Hyun Kim & Euna Han, 2019. "Impact of Obesity on Employment and Wages among Young Adults: Observational Study with Panel Data," IJERPH, MDPI, vol. 16(1), pages 1-12, January.
    7. Han, Seung-Yong & Brewis, Alexandra A. & SturtzSreetharan, Cindi, 2018. "Employment and weight status: The extreme case of body concern in South Korea," Economics & Human Biology, Elsevier, vol. 29(C), pages 115-121.
    8. Jonas Minet Kinge, 2017. "Waist circumference, body mass index, and employment outcomes," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 18(6), pages 787-799, July.
    9. Crudu, Federico & Neri, Laura & Tiezzi, Silvia, 2018. "Family Ties and Children Obesity in Italy," MPRA Paper 90360, University Library of Munich, Germany, revised 15 Oct 2018.
    10. Lennon, Conor, 2021. "Are the costs of employer-sponsored health insurance passed on to workers at the individual level?," Economics & Human Biology, Elsevier, vol. 41(C).
    11. 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.

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