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How to Identify and Estimate the Demand for Job Safety?

Author

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  • Zhang, Nan
  • Mendelsohn, Robert
  • Shaw, Daigee

Abstract

The hedonic wage equation is the relationship between wages and job and personal attributes (such as safety and working experiences) when the labor market is in equilibrium. The estimated equations have often been used to measure marginal values of risk reduction (safety) (or the value of a statistical life) in the literature. To measure the nonmarginal value of risk reduction, we need to estimate the demand for safety equation. However, no paper has estimated the demand function for safety because identifying the demand function requires data from multiple labor markets, which is difficult to find within a country. Thus, most papers estimate the hedonic wage equation of a single labor market in a country. By taking advantage of a panel dataset regarding the labor market in Taiwan, we divide the labor market into three sequentially separated markets to solve the identification problem. We first estimate the hedonic wage equation for each labor market in the first stage. Then, we estimate the demand for safety in the second stage using the IV approach to address the endogeneity problem in the demand equation. The main contributions of this study are twofold: First, we point out that job risk is not endogenous in estimating the hedonic wage equation, which is different from most hedonic wage studies where job risk has always been taken to be endogenous following Viscusi (1978). Second, this is the first study that has successfully estimated the demand for job risk reduction in the hedonic literature. We find significant income and substitution effects: workers with higher potential income or exposed to higher risks exhibit a higher marginal willingness to pay (MWTP). We also find heterogeneity in MWTP: older workers have higher MWTP, while there are no significant differences between genders. We then conduct welfare analyses regarding nonmarginal changes in risks.

Suggested Citation

  • Zhang, Nan & Mendelsohn, Robert & Shaw, Daigee, 2023. "How to Identify and Estimate the Demand for Job Safety?," MPRA Paper 118594, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:118594
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    References listed on IDEAS

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    1. Joseph E. Aldy & W. Kip Viscusi, 2008. "Adjusting the Value of a Statistical Life for Age and Cohort Effects," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 573-581, August.
    2. Dora L. Costa & Matthew E. Kahn, 2004. "Changes in the Value of Life, 1940--1980," Journal of Risk and Uncertainty, Springer, vol. 29(2), pages 159-180, September.
    3. Anna Alberini, 2019. "Revealed versus Stated Preferences: What Have We Learned About Valuation and Behavior?," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 13(2), pages 283-298.
    4. Siebert, W Stanley & Wei, X, 1994. "Compensating Wage Differentials for Workplace Accidents: Evidence for Union and Nonunion Workers in the UK," Journal of Risk and Uncertainty, Springer, vol. 9(1), pages 61-76, July.
    5. Ivar Ekeland & James J. Heckman & Lars Nesheim, 2004. "Identification and Estimation of Hedonic Models," Journal of Political Economy, University of Chicago Press, vol. 112(S1), pages 60-109, February.
    6. Jeffrey E. Zabel & Katherine A. Kiel, 2000. "Estimating the Demand for Air Quality in Four U.S. Cities," Land Economics, University of Wisconsin Press, vol. 76(2), pages 174-194.
    7. Shanmugam, K R, 2001. "Self Selection Bias in the Estimates of Compensating Differentials for Job Risks in India," Journal of Risk and Uncertainty, Springer, vol. 22(3), pages 263-275, May.
    8. Kenneth Y. Chay & Michael Greenstone, 2005. "Does Air Quality Matter? Evidence from the Housing Market," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 376-424, April.
    9. Michael Greenstone & Justin Gallagher, 2008. "Does Hazardous Waste Matter? Evidence from the Housing Market and the Superfund Program," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(3), pages 951-1003.
    10. Beat Hintermann & Anna Alberini & Anil Markandya, 2010. "Estimating the value of safety with labour market data: are the results trustworthy?," Applied Economics, Taylor & Francis Journals, vol. 42(9), pages 1085-1100.
    11. Viscusi, W Kip & Aldy, Joseph E, 2003. "The Value of a Statistical Life: A Critical Review of Market Estimates throughout the World," Journal of Risk and Uncertainty, Springer, vol. 27(1), pages 5-76, August.
    12. Pope, Jaren C., 2008. "Buyer information and the hedonic: The impact of a seller disclosure on the implicit price for airport noise," Journal of Urban Economics, Elsevier, vol. 63(2), pages 498-516, March.
    13. Epple, Dennis, 1987. "Hedonic Prices and Implicit Markets: Estimating Demand and Supply Functions for Differentiated Products," Journal of Political Economy, University of Chicago Press, vol. 95(1), pages 59-80, February.
    14. Vladimir Bajic, 1985. "Housing‐Market Segmentation and Demand for Housing Attributes: Some Empirical Findings," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 13(1), pages 58-75, March.
    15. Bender, Bruce & Gronberg, Timothy J & Hwang, Hae-Shin, 1980. "Choice of Functional Form and the Demand for Air Quality," The Review of Economics and Statistics, MIT Press, vol. 62(4), pages 638-643, November.
    16. repec:dau:papers:123456789/6486 is not listed on IDEAS
    17. Diamond, Douglas Jr. & Smith, Barton A., 1985. "Simultaneity in the market for housing characteristics," Journal of Urban Economics, Elsevier, vol. 17(3), pages 280-292, May.
    18. Kelly C. Bishop & Christopher Timmins, 2018. "Using Panel Data to Easily Estimate Hedonic Demand Functions," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(3), pages 517-543.
    19. Mendelsohn, Robert, 1984. "Estimating the Structural Equations of Implicit Markets and Household Production Functions," The Review of Economics and Statistics, MIT Press, vol. 66(4), pages 673-677, November.
    20. James J. Heckman & Rosa L. Matzkin & Lars Nesheim, 2010. "Nonparametric Identification and Estimation of Nonadditive Hedonic Models," Econometrica, Econometric Society, vol. 78(5), pages 1569-1591, September.
    21. Kniesner Thomas J & Viscusi W. Kip & Ziliak James P, 2006. "Life-Cycle Consumption and the Age-Adjusted Value of Life," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 5(1), pages 1-36, January.
    22. Brown, James N & Rosen, Harvey S, 1982. "On the Estimation of Structural Hedonic Price Models," Econometrica, Econometric Society, vol. 50(3), pages 765-768, May.
    23. Kelvin J. Lancaster, 1966. "A New Approach to Consumer Theory," Journal of Political Economy, University of Chicago Press, vol. 74(2), pages 132-132.
    24. Ju-Chin Huang & Daigee Shaw & Yu-Lan Chien & Min Qiang Zhao, 2016. "Valuing Environmental Resources through Demand for Related Commodities," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 98(1), pages 231-253.
    25. Garen, John, 1988. "Compensating Wage Differentials and the Endogeneity of Job Riskiness," The Review of Economics and Statistics, MIT Press, vol. 70(1), pages 9-16, February.
    26. Charles Brown, 1980. "Equalizing Differences in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 94(1), pages 113-134.
    27. Bishop, Kelly C. & Timmins, Christopher, 2019. "Estimating the marginal willingness to pay function without instrumental variables," Journal of Urban Economics, Elsevier, vol. 109(C), pages 66-83.
    28. Thomas J. Kniesner & W. Kip Viscusi & Christopher Woock & James P. Ziliak, 2012. "The Value of a Statistical Life: Evidence from Panel Data," The Review of Economics and Statistics, MIT Press, vol. 94(1), pages 74-87, February.
    29. Duncan, Greg J & Holmlund, Bertil, 1983. "Was Adam Smith Right after All? Another Test of the Theory of Compensating Wage Differentials," Journal of Labor Economics, University of Chicago Press, vol. 1(4), pages 366-379, October.
    30. Sudip Chattopadhyay, 1999. "Estimating the Demand for Air Quality: New Evidence Based on the Chicago Housing Market," Land Economics, University of Wisconsin Press, vol. 75(1), pages 22-38.
    31. Daigee Shaw & Ju-Chin Huang & Chuan-Yao Lin & Ting-Yu Hsu & Mingche Tsai, 2021. "Estimating Demand For Good Climate And Air Quality In Taiwan," Climate Change Economics (CCE), World Scientific Publishing Co. Pte. Ltd., vol. 12(01), pages 1-24, February.
    32. Roback, Jennifer, 1982. "Wages, Rents, and the Quality of Life," Journal of Political Economy, University of Chicago Press, vol. 90(6), pages 1257-1278, December.
    33. Palmquist, Raymond B, 1984. "Estimating the Demand for the Characteristics of Housing," The Review of Economics and Statistics, MIT Press, vol. 66(3), pages 394-404, August.
    34. Nan Zhang & Daigee Shaw & Chuan-Yao Lin, 2022. "Implicit Prices Of Job Risk, Climate, And Air Pollution: Evidence From Taiwan," Climate Change Economics (CCE), World Scientific Publishing Co. Pte. Ltd., vol. 13(04), pages 1-19, November.
    35. Brown, Gardner M, Jr & Mendelsohn, Robert, 1984. "The Hedonic Travel Cost Method," The Review of Economics and Statistics, MIT Press, vol. 66(3), pages 427-433, August.
    36. Blackburn, McKinley L & Neumark, David, 1993. "Omitted-Ability Bias and the Increase in the Return to Schooling," Journal of Labor Economics, University of Chicago Press, vol. 11(3), pages 521-544, July.
    37. Mendelsohn, Robert, 1985. "Identifying Structural Equations with Single Market Data," The Review of Economics and Statistics, MIT Press, vol. 67(3), pages 525-529, August.
    38. Xiangdong Wei, 1999. "Estimating British workers' demand for safety," Applied Economics, Taylor & Francis Journals, vol. 31(10), pages 1265-1271.
    39. Englin, Jeffrey & Mendelsohn, Robert, 1991. "A hedonic travel cost analysis for valuation of multiple components of site quality: The recreation value of forest management," Journal of Environmental Economics and Management, Elsevier, vol. 21(3), pages 275-290, November.
    40. Bartik, Timothy J, 1987. "The Estimation of Demand Parameters in Hedonic Price Models," Journal of Political Economy, University of Chicago Press, vol. 95(1), pages 81-88, February.
    41. repec:reg:rpubli:282 is not listed on IDEAS
    42. Nicholas Z. Muller & Robert Mendelsohn, 2009. "Efficient Pollution Regulation: Getting the Prices Right," American Economic Review, American Economic Association, vol. 99(5), pages 1714-1739, December.
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    More about this item

    Keywords

    hedonic wage model; identification; endogeneity; demand for safety; the value of a nonmarginal change in risk reduction;
    All these keywords.

    JEL classification:

    • J17 - Labor and Demographic Economics - - Demographic Economics - - - Value of Life; Foregone Income
    • J28 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Safety; Job Satisfaction; Related Public Policy
    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects

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