Tansel, Aysit and Keskin, Halil Ibrahim (2017): Education Effects on Days Hospitalized and Days Out of Work by Gender: Evidence from Turkey.
Preview |
PDF
MPRA_paper_83227.pdf Download (737kB) | Preview |
Abstract
The strong relationship between various health indicators and education is widely documented. However, the studies that investigate the nature of causality between these variables became available only recently and provide evidence mostly from developed countries. We add to this literature by studying the causal effect of education on days hospitalized and days out of work for health reasons. We consider two educational reforms. One is the educational expansion of the early 1960s and the other is the 1997 increase in compulsory level of schooling from five to eight years. However, due to the possibility of weak instruments we do not further pursue this avenue. We focus on individuals in two cohorts namely, 1945-1965 which is an older cohort and 1980-1980 which is a younger cohort. We estimate Tobit models as well as Double Hurdle models. The results suggest that an increase in years of education causes to reduce the number of days hospitalized for both men and women unambiguously and the number of days out of work only for men while an increase in education increases the number of days out of work for a randomly selected women.
Item Type: | MPRA Paper |
---|---|
Original Title: | Education Effects on Days Hospitalized and Days Out of Work by Gender: Evidence from Turkey |
Language: | English |
Keywords: | Education, Days hospitalized, Days out of work, Education reform, Tobit model, Double Hurdle model, Gender, Turkey |
Subjects: | C - Mathematical and Quantitative Methods > C3 - Multiple or Simultaneous Equation Models ; Multiple Variables > C34 - Truncated and Censored Models ; Switching Regression Models C - Mathematical and Quantitative Methods > C3 - Multiple or Simultaneous Equation Models ; Multiple Variables > C36 - Instrumental Variables (IV) Estimation I - Health, Education, and Welfare > I1 - Health > I15 - Health and Economic Development I - Health, Education, and Welfare > I2 - Education and Research Institutions > I26 - Returns to Education J - Labor and Demographic Economics > J1 - Demographic Economics > J16 - Economics of Gender ; Non-labor Discrimination J - Labor and Demographic Economics > J1 - Demographic Economics > J18 - Public Policy |
Item ID: | 83227 |
Depositing User: | Aysit Tansel |
Date Deposited: | 10 Dec 2017 23:28 |
Last Modified: | 10 Oct 2019 11:20 |
References: | Adams, S. J. (2002). "Educational Attainment and Health: Evidence from a Sample of Older Adults." Education Economics, 10(1): 97–109. Alba-Ramirez, A. and E. Lopez-Mourelo (2017). “ Sickness Absence from Work in Spain : Are There Gender differences.” Madrid, Spain: Department of Economics, Universidad Carlos III De Madrid Working Paper No: 17-15. Arendt, J. N. (2005). "Does Education Cause Health? A Panel Data Analysis Using School Reforms for Identification." The Economics of Education Review, 24(2): 149–160. Arendt, J. N. (2008). "In Sickness and in Health- Till Education Do Us Part: Education Effects on Hospitalization." Economics of Education Review, 27: 161-172. Aristei D. and L. Pieroni (2008). "A Double-Hurdle Approach to Modeling Tobacco Consumption in Italy." Applied Economics 40(19): 2463-2476. Becker, G.S. (1964). Human Capital. New York, NY: Columbia University Press. Behrman, J. and Wolfe, B. L. (1989). "Does More Education Make Women Better Nourished and Healthier? Adult Sibling Random and Fixed Effects Estimates for Nicaragua." Journal of Human Resources, 24(1) : 644–663. Berger, M. and J. P. Leigh, (1989). "Schooling, Self-Selection, and Health." The Journal of Human Resources, 24(3), :431–455. Berger, M. C. and J. P. Leigh. 1989. "Education, Self-Selection and Health." Journal of Human Resources, 24 (3), 433-455. Bils, Mark and Peter J. Klenow. (2000) "Does Schooling Cause Growth." American Economic Review, 90(5): 1160-1183. Bound, J. (1991). "Self-reported Versus Objective Measures of Health in Retirement Models." Journal of Human Resources, 26(1): 106-138. Burke, W. J. (2009) “Fitting and Interpreting Cragg’s Tobit Alternative Using Stata.” The Stata Journal 9( 4): 584–592. Butler, S. Richard V. Burkhauser, Jean M. Mitchell, and Theodore P. Pincus, (1987). "Measurement Error in Self-Reported Health Variables." The Review of Economics and Statistics, Vol. 69(4): 644-650. Cameron, A. C., P. K. Trivedi, F. Milne and J. Piggott. (1988). "A Microeconometric Model of the Demand for Health Care and Health Insurance in Australia." Review of Economic Studies, 55: 85-106. Case, A., A. Fertig and C. Paxson. (2003)."From Cradle to Grave. The Lasting Impact of Childhood Health and Circumstances.” Princeton, NJ: Center for Health and Well-being, Woodrow Wilson School of Public and International Affairs, Princeton University Working Paper. Cong, R. (2000) sg144: “Marginal Effects of the Tobit Model.” Stata Technical Bulletin, 56: 27-34. Conti, G., J. Heckman and S Urzua (2010). "Education-Health Gradient." American Economic Review, Papers and Proceedings, 100: 234-238. Cowell, A. (2006). "The Relationship Between Education and Health Behavior: Some Empirical Evidence." Health Economics, 15: 125–146. Crowley F., J. Eakins and D. Jordan (2012). “Participation, Expenditure and Regressivity in the Irish Lottery: Evidence from Irish Household Budget Survey 2004/2005.” The Economic and Social Review, 43(2): 199-225. Crystal, S, A., T. L. Sasso and U. Sambamoorthi. (1999). "Incidence and Duration of Hospitalizations Among Persons with AIDS: An Event History Approach." Health Services Research, 33 (6): 1611-1638. Cutler, D., & Lleras-Muney, A. (2006). “Education and Health: Evaluating Theories and Evidence.” Cambridge, MA: National Bureau of Economic Research (NBER) Working Paper No. 12352. Deaton, Angus, (2003) "Health Inequality and Economic Development." Journal of Economic Literature, XLI (1). Deaton, Angus. (2003). "Health, Inequality, and Economic Development." Journal of Economic Literature, 41(1): 113–158. Farrell, Phillip, and Victor R. Fuchs. (1982). "Schooling and Health: The Cigarette Connection." Journal of Health Economics, l(3): 217-230. Fuchs, V. R. (1982). Time Preferences and Health: An Exploratory Study. In V. Fuchs (Ed.), Economic aspects of Health, Second NBER Conference on Health in Stanford (pp. 93–119). Chicago: University of Chicago Press. Fuchs. V. R. (1982). "Time Preference and Health: An Exploratory Study." In Economic Aspects of Health,. V. R. Fuchs (Ed.), (pp. 93-120) : Chicago, IL: University of Chicago Press. Gazioglu, S. and A. Tansel (2006) “Job Satisfaction in Britain: Individual and Job Related Factors.” Applied Economics, 38: 1163-1171. Geil, P. A. Million, R. Rotte, and K. F. Zimmerman (1997). "Economic Incentives and Hospitalization in Germany." Journal of Applied Econometrics, 12: 295–311. Gilleskie, D., and Harrison, A. (1998). "The Effect of Endogenous Health Inputs on the Relationship Between Health and Education." Economics of Education Review, 17: 279–295. Grossman, M. (1972). "On the Concept of Health Capital and the Demand for Health." Journal of Political Economy, 80: 223-255. Grossman, M. (1975). “The Correlation Between Health and Education.” In N. Terleckyj (Ed.), Household Production and Consumption (pp. 147–211). New York, NY: Columbia University Press. Grossman, M. (2003). “Education and Personal Behaviour.” In E. Hanushek, & F. Welch (Eds.), Handbook of the Economics of Education. Amsterdam: North-Holland, Elsevier Science. Grossman, M. and R. Kaestner (1997). “Effects of Education on Health.” In J. Behrman, & N. Stancey (Eds.), The Social Benefits of Education (pp. 69–124). Ann Arbor, MI: The University of Michigan Press. Hahn, J. and J. Hausman (2002). "A New Specification Test for the Validity of Instrumental Variables." Econometrica, 70: 163–189. Hartog, J. & Oosterbeek, H. (1998). "Health, Wealth and Happiness: Why Pursue a Higher Education?" Economics of Education Review, 17: 245–256. Humphreys B. R., Lee Y. S. and B. P. Soebbing (2010). “Consumer Behaviour in Lottery: the Double Hurdle Approach and Zeros in Gambling Survey Data.” International Gambling Studies, 10(2): 165-176. Ichino, A. and E. Moretti (2009). “Biological Gender Differences, Absenteeism and the Earnings Gap.” American Economic Journal: Applied Economics, 1(1): 183-218. Jones A. (1989). ''A Double-Hurdle Model of Cigarette Consumption.'' Journal of Applied Econometrics 4(1): 23-39. Kane, T. J. and C. E. Rouse (1993). “Labor Market Returns to Two and Four year Colleges: Is a Credit a Credit and Do Degrees Matter?” Cambridge, Massachusetts: National Bureau of Economic Research (NBER) Working Paper No. 7235. Kenkel, D. (1991). "Health Behavior, Health Knowledge, and Education." Journal of Political Economy, 99(2): 287–305. Kenkel, D. (1995). "Should You Eat Breakfast? Estimates from Health Production Functions." Health Economics, 4: 15–29. Kerkhofs, M., & Lindeboom, M. (1995). "Subjective Health Measures and State-Dependent Reporting Errors." Health Economics, 4: 221–235. Kırdar, M.G., M. Dayıoğlu-Tayfur, and İ. Koç (2012) "The Effect of Compulsory Schooling Laws on Teenage Marriage and Births in Turkey." Munich, Germany: MPRA Working Paper No. 38735. Kreider, Brent, (1999). "Latent Work Disability and Reporting Bias." Journal of Human Resources. 34(4): 734-69. Lancaster, T. and O. Intrator. (1998). "Panel Data with Survival: Hospitalization of HIV-Positive Patients." Journal of the American Statistical Association, 93 (441): 46-53. Leigh, J. (1998). "Parents’ Schooling and the Correlation between Education and Frailty." Economics of Education Review, 17: 349–358. Leigh, J. P. (1983). “Sex Differences in Absenteeism.” Industrial Relations, 22 (3): 349–361. Lindeboom M, and M. Kerkhofs (2002). "Subjective Health Measures, Reporting Errors and the Endogenous Relationship between Health and Work.” Bonn, Germany: Institute for the Study of Labor (IZA) Discussion Paper No: 457. Lleras-Muney, A. (2005). “The Relationship Between Education and Adult Mortality in the US,” The Review of Economic Studies, 72(1): 189–221. Lundborg, P., A. Nilsson and D. O. Rooth (2016). "The Health- Schooling Relationship: Evidence from Swedish Twins." Journal of Population Economics, 29: 1191-1215. Mastekaasa, A. (2000). “Parenthood, Gender and Sickness Absence.” Social Science and Medicine, 50: 1827-1842. McDonald, J. F. and R. A. Moffitt (1980). “The Use of Tobit Analysis.” Review of Economics and Statistics, 62: 318-321. Mwabu, G. (2003). "Health Economics for Low-Income Countries.” New Haven, CT: Yale University, Economic Growth Center, Discussion Paper No. 955. Nawata, K. (1993). "A Note on the Estimation of Models with Sample-Selection Biases." Economic Letters, 42: 15–24. Palmore, E. and C. Luikart (1972). "Health and Social Factors Related to Life Satisfaction." Journal of Health and Social Behavior, 13(1): 68-80. Paringer, L. (1983). “Women and Absenteeism: Health or Economics?” American Economic Review, 73(2): 123-127. Picone, G., F. Slone, S.-Y. Chou and D. Taylor (2003). "Does Higher Hospital Cost Imply Higher Quality of Care?" The Review of Economics and Statistics, 85(1): 51–62. Pohlmeier, W. and V. Ulrich. (1995). "An Econometric Model of the Two-Part Decision making Process in the Demand for health Care." The Journal of Humans Resources, 30 (2): 339-361. Preston, S., and P. Taubman (1994). “Socio-Economic Differences in Adult Mortality and Health Status.” In L. Martin, & S. Preston (Eds.), Demography and Aging (pp. 279–318). Washington, DC: National Academy Press. Psacharopoulos, G. and H. A. Patrinos (2004). "Returns to Investment in Education: A Further Update." Education Economics, 12(2): 111-134. Pudney S. (1989) Modelling Individual Choice: The Econometrics of Corners, Kinks and Holes. Massachusetts, USA: Blackwell Publishing. Riphahn, R., A. Wambach and A. Million. (2003). "Incentive Effects in the Demand for Health Care: A Bivariate Panel Count Data Estimation." Journal of Applied Econometrics, 18: 387-405. Rivers, D. and Q. H. Vuong (1988). "Limited Information Estimators and Exogeneity Tests for Simultaneous Probit Models." Journal of Econometrics, 39: 347–366. Rosenzweig, M. R. And T. P. Schultz (1983). "Estimating a Household Production Function: Heterogeneity, the Demand for Health Inputs, and Their Effects on Birth Weight." The Journal of Political Economy, 91(5): 723–746. Schultz, T. P. (2004). "Education, Investment and Returns.” in H. Chenery and T: N. Srinivasan (Eds.)". Handbook of Development Economics, 1: 543-630. Amsterdam, Netherlands: North-Holland. Schultz, T. Paul (1997) "Assessing the Productive Benefits of Nutrition and Health: An Integrated Human Capital Approach." Journal of Econometrics, 77: 141-158. Schultz, T. Paul (2005) “Productive Benefits of Health: Evidence from Low Income Countries.” in Lopez Casasnovas G., Berta Riveras and L. Currais (eds.) Health and Economic Growth Findings and Policy Implications, Cambridge, MA: MIT Press. Schultz, T. P. and A. Tansel (1997) “Wage and Labor Supply Effects of Illness in Côte d’lvoire and Ghana: Instrumental Variable Estimates for Days Disabled.” Journal of Development Economics, 53: 251-286. Silles, M. A. (2009). "The Causal Effect of Education on Health: Evidence from the United Kingdom." Economics of Educaiton Review, 28: 122-128. Spasojevic, J. (2003). Effects of Education on Adult Health in Sweden: Results from a Natural Experiment. Ph.D.-Thesis, Graduate School for Public Affairs and Administration, New Yok, NY: Metropolitan College of New York. Stock, J. H. and M. Yogo (2005) “Asymptotic Distribution of Instrumental variables Statistics with many Instruments.” In Identification and Inference for Econometric Models: Essays in Honor of Thomas Rothenberg, D.W.K. Andrews and J. H. Stock (editors).:109-120. Cambridge: Cambridge University Press. Tansel, A. (2002). “Turkey.” in World Health Systems Bruce J. Fried and Laura M. Gaydos (Eds.), Chicago, Illinois: Health Administration Press. Tansel, A. (2012). “Health System of Turkey.” in World Health Systems, Challenges and Perspectives, Second Edition B.J. Fried and L. M. Gaydos (Eds.) Chicago, Illinois: Health Administration Press. (381-407). Tansel, A. and D. Karaoglan (2014). “Health Behaviors and Education in Turkey.” Bonn, Germany: Institute for the Study of Labor (IZA) Discussion Paper No.8262. Tansel, A. and D. Karaoglan (2016). “The Causal Effect of Education on Health Behaviors: Evidence from Turkey.” Bonn, Germany: Institute for the Study of Labor (IZA) Discussion Paper No. 10020. Thomas, D. and J. Strauss (1997). "Health and Wages: Evidence on Men and Women in Urban Brazil." Journal of Econometrics, 77(1): 159-185. Tobin J. (1958). ''Estimation of Relationships for Limited Dependent Variables.'' Econometrica, 26(1): 24-36. Vanden Heuvel, A. and M. Wooden (1995). “Do Explanations of Absenteeism Differ for Men and Women.” Human Relations, 48(11): 1309-1329. Vistnes, J. P. (1997). “Gender Differences in Days Lost from Work Due to Illness.” Industrial and Labor Relations Review, 50(2): 304–323. Weil, D. (2007). "Accounting for the Effect of Health on Economic Growth." Quarterly Journal of Economics, 122 (3): 1265-1306. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/83227 |