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Do employers reward physical attractiveness in transition countries?

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  • Mavisakalyan, Astghik

Abstract

This paper studies the labour market returns to physical attractiveness using data from three transition countries of the Caucasus: Armenia, Azerbaijan and Georgia. I estimate a large positive effect of attractive looks on males’ probability of employment. Results from the most comprehensive model suggest a marginal effect of 11.1 percentage points. Using a partial identification approach, I show that this relationship is likely to be causal. After accounting for covariates, particularly measures of human capital, there is no evidence for a statistically significant link between females’ attractiveness and employment.

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  • Mavisakalyan, Astghik, 2018. "Do employers reward physical attractiveness in transition countries?," Economics & Human Biology, Elsevier, vol. 28(C), pages 38-52.
  • Handle: RePEc:eee:ehbiol:v:28:y:2018:i:c:p:38-52
    DOI: 10.1016/j.ehb.2017.10.002
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    1. Deborah Cobb-Clark, 2015. "Locus of control and the labor market," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-19, December.
    2. Daniel Kreisman & Marcos A. Rangel, 2015. "On the Blurring of the Color Line: Wages and Employment for Black Males of Different Skin Tones," The Review of Economics and Statistics, MIT Press, vol. 97(1), pages 1-13, March.
    3. French, Michael T. & Robins, Philip K. & Homer, Jenny F. & Tapsell, Lauren M., 2009. "Effects of physical attractiveness, personality, and grooming on academic performance in high school," Labour Economics, Elsevier, vol. 16(4), pages 373-382, August.
    4. Sonia Oreffice & Climent Quintana-Domeque, 2012. "Fat spouses and hours of work: are body and Pareto weights correlated?," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 1(1), pages 1-21, December.
    5. Hamermesh, Daniel S & Biddle, Jeff E, 1994. "Beauty and the Labor Market," American Economic Review, American Economic Association, vol. 84(5), pages 1174-1194, December.
    6. Daly, Anne, 1993. "The Determinants of Employment for Aboriginal People," Australian Economic Papers, Wiley Blackwell, vol. 32(60), pages 134-151, June.
    7. Fletcher, Jason M. & Frisvold, David E., 2011. "College selectivity and young adult health behaviors," Economics of Education Review, Elsevier, vol. 30(5), pages 826-837, October.
    8. Phelps, Edmund S, 1972. "The Statistical Theory of Racism and Sexism," American Economic Review, American Economic Association, vol. 62(4), pages 659-661, September.
    9. David S. Loughran & Julie M. Zissimopoulos, 2009. "Why Wait?: The Effect of Marriage and Childbearing on the Wages of Men and Women," Journal of Human Resources, University of Wisconsin Press, vol. 44(2).
    10. Wada, Roy & Tekin, Erdal, 2010. "Body composition and wages," Economics & Human Biology, Elsevier, vol. 8(2), pages 242-254, July.
    11. Price, Michael K., 2008. "Fund-raising success and a solicitor's beauty capital: Do blondes raise more funds?," Economics Letters, Elsevier, vol. 100(3), pages 351-354, September.
    12. Bozoyan, Christiane & Wolbring, Tobias, 2011. "Fat, muscles, and wages," Economics & Human Biology, Elsevier, vol. 9(4), pages 356-363.
    13. Christopher J. Gerry & Byung-Yeon Kim & Carmen A Li, 2004. "The gender wage gap and wage arrears in Russia: Evidence from the RLMS," Journal of Population Economics, Springer;European Society for Population Economics, vol. 17(2), pages 267-288, June.
    14. Eva Sierminska & Karan Singhal, 2023. "Does it pay to be beautiful?," IZA World of Labor, Institute of Labor Economics (IZA), pages 161-161, March.
    15. Markus M. Mobius & Tanya S. Rosenblat, 2006. "Why Beauty Matters," American Economic Review, American Economic Association, vol. 96(1), pages 222-235, March.
    16. Giam Pietro Cipriani & Angelo Zago, 2011. "Productivity or Discrimination? Beauty and the Exams," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 73(3), pages 428-447, June.
    17. Sohn, Kitae, 2015. "The value of male height in the marriage market," Economics & Human Biology, Elsevier, vol. 18(C), pages 110-124.
    18. Joseph G. Altonji & Todd E. Elder & Christopher R. Taber, 2005. "Selection on Observed and Unobserved Variables: Assessing the Effectiveness of Catholic Schools," Journal of Political Economy, University of Chicago Press, vol. 113(1), pages 151-184, February.
    19. Liu, Xing (Michelle) & Sierminska, Eva, 2014. "Evaluating the Effect of Beauty on Labor Market Outcomes: A Review of the Literature," IZA Discussion Papers 8526, Institute of Labor Economics (IZA).
    20. Field, Mark G., 1995. "The health crisis in the former Soviet Union: A report from the 'post-war' zone," Social Science & Medicine, Elsevier, vol. 41(11), pages 1469-1478, December.
    21. Sanders Korenman & David Neumark, 1991. "Does Marriage Really Make Men More Productive?," Journal of Human Resources, University of Wisconsin Press, vol. 26(2), pages 282-307.
    22. Hamermesh, Daniel S. & Parker, Amy, 2005. "Beauty in the classroom: instructors' pulchritude and putative pedagogical productivity," Economics of Education Review, Elsevier, vol. 24(4), pages 369-376, August.
    23. 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.
    24. Barry Reilly, 1999. "The gender pay gap in Russia during the transition, 1992‐96," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 7(1), pages 245-264, March.
    25. Islam Asadul & Smyth Russell, 2012. "The Economic Returns to Good Looks and Risky Sex in the Bangladesh Commercial Sex Market," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 12(1), pages 1-25, May.
    26. Armenak Antinyan, 2016. "Reference Group Income and Subjective Well-Being: Empirical Evidence from Low-Income Transition Economies," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 127(3), pages 1333-1348, July.
    27. Ehrenberg, Ronald G. & Schwarz, Joshua L., 1987. "Public-sector labor markets," Handbook of Labor Economics, in: O. Ashenfelter & R. Layard (ed.), Handbook of Labor Economics, edition 1, volume 2, chapter 22, pages 1219-1260, Elsevier.
    28. 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.
    29. Hamermesh, Daniel S. & Abrevaya, Jason, 2013. "Beauty is the promise of happiness?," European Economic Review, Elsevier, vol. 64(C), pages 351-368.
    30. P. Chintrakarn & N. Jiraporn & P. Jiraporn, 2013. "The effect of entrenched boards on corporate risk-taking: testing the quiet life hypothesis," Applied Economics Letters, Taylor & Francis Journals, vol. 20(11), pages 1067-1070, July.
    31. Heineck, Guido & Anger, Silke, 2010. "The returns to cognitive abilities and personality traits in Germany," Labour Economics, Elsevier, vol. 17(3), pages 535-546, June.
    32. Michael French, 2002. "Physical appearance and earnings: further evidence," Applied Economics, Taylor & Francis Journals, vol. 34(5), pages 569-572.
    33. Marco Caliendo & Deborah A. Cobb-Clark & Arne Uhlendorff, 2015. "Locus of Control and Job Search Strategies," The Review of Economics and Statistics, MIT Press, vol. 97(1), pages 88-103, March.
    34. 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.
    35. Orazem, Peter F & Vodopivec, Milan, 1995. "Winners and Losers in Transition: Returns to Education, Experience, and Gender in Slovenia," The World Bank Economic Review, World Bank, vol. 9(2), pages 201-230, May.
    36. Elizabeth Brainerd, 2000. "Women in Transition: Changes in Gender Wage Differentials in Eastern Europe and the Former Soviet Union," ILR Review, Cornell University, ILR School, vol. 54(1), pages 138-162, October.
    37. 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.
    38. Amy King & Andrew Leigh, 2009. "Beautiful Politicians," Kyklos, Wiley Blackwell, vol. 62(4), pages 579-593, November.
    39. Marianne Bertrand & Dolly Chugh & Sendhil Mullainathan, 2005. "Implicit Discrimination," American Economic Review, American Economic Association, vol. 95(2), pages 94-98, May.
    40. Deborah J. Anderson & Melissa Binder & Kate Krause, 2003. "The Motherhood Wage Penalty Revisited: Experience, Heterogeneity, Work Effort, and Work-Schedule Flexibility," ILR Review, Cornell University, ILR School, vol. 56(2), pages 273-294, January.
    41. Johnston, David W., 2010. "Physical appearance and wages: Do blondes have more fun?," Economics Letters, Elsevier, vol. 108(1), pages 10-12, July.
    42. Markus Gehrsitz, 2014. "Looks and Labor: Do Attractive People Work More?," LABOUR, CEIS, vol. 28(3), pages 269-287, September.
    43. Doorley, Karina & Sierminska, Eva, 2015. "Myth or fact? The beauty premium across the wage distribution in Germany," Economics Letters, Elsevier, vol. 129(C), pages 29-34.
    44. Constantin G. Ogloblin, 1999. "The Gender Earnings Differential in the Russian Transition Economy," ILR Review, Cornell University, ILR School, vol. 52(4), pages 602-627, July.
    45. Arunachalam Raj & Shah Manisha, 2012. "The Prostitute's Allure: The Return to Beauty in Commercial Sex Work," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 12(1), pages 1-27, December.
    46. J. G. Fryer & R. J. Pethybridge, 1972. "Maximum Likelihood Estimation of a Linear Regression Function with Grouped Data," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 21(2), pages 142-154, June.
    47. Hamermesh, Daniel S. & Meng, Xin & Zhang, Junsen, 2002. "Dress for success--does primping pay?," Labour Economics, Elsevier, vol. 9(3), pages 361-373, July.
    48. Shkolnikov, Vladimir M. & Cornia, Giovanni A. & Leon, David A. & Mesle, France, 1998. "Causes of the Russian mortality crisis: Evidence and interpretations," World Development, Elsevier, vol. 26(11), pages 1995-2011, November.
    49. Pierre-André Chiappori & Sonia Oreffice & Climent Quintana-Domeque, 2012. "Fatter Attraction: Anthropometric and Socioeconomic Matching on the Marriage Market," Journal of Political Economy, University of Chicago Press, vol. 120(4), pages 659-695.
    50. Hamermesh, Daniel S., 2006. "Changing looks and changing "discrimination": The beauty of economists," Economics Letters, Elsevier, vol. 93(3), pages 405-412, December.
    51. 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.
    52. Becker, Gary S., 1971. "The Economics of Discrimination," University of Chicago Press Economics Books, University of Chicago Press, edition 2, number 9780226041162, December.
    53. Sonia Oreffice & Climent Quintana, 2009. "Anthropometry and Socioeconomics in the Couple: Evidence from the PSID," Working Papers 2009-22, FEDEA.
    54. Jolliffe, Dean & Campos, Nauro F., 2005. "Does market liberalisation reduce gender discrimination? Econometric evidence from Hungary, 1986-1998," Labour Economics, Elsevier, vol. 12(1), pages 1-22, February.
    55. Oreffice, Sonia & Quintana-Domeque, Climent, 2016. "Beauty, body size and wages: Evidence from a unique data set," Economics & Human Biology, Elsevier, vol. 22(C), pages 24-34.
    56. 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.
    57. Bradley J. Ruffle & Ze'ev Shtudiner, 2015. "Are Good-Looking People More Employable?," Management Science, INFORMS, vol. 61(8), pages 1760-1776, August.
    58. López Bóo, Florencia & Rossi, Martín A. & Urzúa, Sergio S., 2013. "The labor market return to an attractive face: Evidence from a field experiment," Economics Letters, Elsevier, vol. 118(1), pages 170-172.
    59. Nicola Persico & Andrew Postlewaite & Dan Silverman, 2004. "The Effect of Adolescent Experience on Labor Market Outcomes: The Case of Height," Journal of Political Economy, University of Chicago Press, vol. 112(5), pages 1019-1053, October.
    60. John Cawley, 2004. "The Impact of Obesity on Wages," Journal of Human Resources, University of Wisconsin Press, vol. 39(2).
    61. 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.
    62. Nicola Persico & Andrew Postlewaite & Dan Silverman, 2001. "The Effect of Adolescent Experience on Labor Market Outcomes: The Case of Height, Third Version," PIER Working Paper Archive 04-013, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania, revised 15 Mar 2004.
    63. 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.
    64. Oreffice, Sonia & Quintana-Domeque, Climent, 2010. "Anthropometry and socioeconomics among couples: Evidence in the United States," Economics & Human Biology, Elsevier, vol. 8(3), pages 373-384, December.
    65. repec:bla:obuest:v:62:y:2000:i:0:p:771-800 is not listed on IDEAS
    66. Rashad, Inas, 2008. "Height, health, and income in the US, 1984-2005," Economics & Human Biology, Elsevier, vol. 6(1), pages 108-126, March.
    67. Alan Duncan & Astghik Mavisakalyan, 2015. "Russian language skills and employment in the Former Soviet Union," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 23(3), pages 625-656, July.
    68. John Karl Scholz & Kamil Sicinski, 2015. "Facial Attractiveness and Lifetime Earnings: Evidence from a Cohort Study," The Review of Economics and Statistics, MIT Press, vol. 97(1), pages 14-28, March.
    69. Habibov, Nazim N. & Afandi, Elvin N., 2011. "Self-rated health and social capital in transitional countries: Multilevel analysis of comparative surveys in Armenia, Azerbaijan, and Georgia," Social Science & Medicine, Elsevier, vol. 72(7), pages 1193-1204, April.
    70. 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).
    71. Berggren, Niclas & Jordahl, Henrik & Poutvaara, Panu, 2010. "The looks of a winner: Beauty and electoral success," Journal of Public Economics, Elsevier, vol. 94(1-2), pages 8-15, February.
    72. Jaume Garcia & Climent Quintana-Domeque, 2005. "Obesity, Wages and Employment in Europe," Labor and Demography 0508002, University Library of Munich, Germany, revised 03 Apr 2006.
    73. Mavisakalyan, Astghik & Meinecke, Juergen, 2016. "The labor market return to academic fraud," European Economic Review, Elsevier, vol. 82(C), pages 212-230.
    74. Jeff Borland & Andrew Leigh, 2014. "Unpacking the Beauty Premium: What Channels Does It Operate Through, and Has It Changed Over Time?," The Economic Record, The Economic Society of Australia, vol. 90(288), pages 17-32, March.
    75. repec:iza:izawol:journl:y:2015:p:161 is not listed on IDEAS
    76. Richard H. Steckel, 1995. "Stature and the Standard of Living," Journal of Economic Literature, American Economic Association, vol. 33(4), pages 1903-1940, December.
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    2. Fazio, Andrea, 2022. "Attractiveness and preferences for redistribution," Economics & Human Biology, Elsevier, vol. 46(C).
    3. Astghik Mavisakalyan & Anna Minasyan, 2023. "The Role of Conflict in Sex Discrimination: The Case of Missing Girls," Economic Development and Cultural Change, University of Chicago Press, vol. 71(2), pages 443-484.
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    5. Nazim Habibov & Alena Auchynnikava & Rong Luo, 2021. "Does the height to entrepreneurship nexus have two stages? New evidence from 27 nations," Journal of Global Entrepreneurship Research, Springer;UNESCO Chair in Entrepreneurship, vol. 11(1), pages 141-152, December.

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    More about this item

    Keywords

    Attractiveness; Employment; Former Soviet Union;
    All these keywords.

    JEL classification:

    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • J70 - Labor and Demographic Economics - - Labor Discrimination - - - General
    • P23 - Political Economy and Comparative Economic Systems - - Socialist and Transition Economies - - - Factor and Product Markets; Industry Studies; Population

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