IDEAS home Printed from https://ideas.repec.org/p/auu/dpaper/493.html
   My bibliography  Save this paper

Estimating Returns to Education: Three Natural Experiment Techniques Compared

Author

Abstract

We compare three quasi-experimental approaches to estimating the returns to schooling in Australia: instrumenting schooling using month of birth, instrumenting schooling using changes in compulsory schooling laws, and comparing outcomes for twins. With annual pre-tax income as our measure of income, we find that the naïve (OLS) returns to an additional year of schooling is 13%. The month of birth IV approach gives an 8% rate of return to schooling, while using changes in compulsory schooling laws as an IV produces a 12% rate of return. Finally, we review estimates from twins studies. While we estimate a higher return to education than previous studies, we believe that this is primarily due to the better measurement of income and schooling in our dataset. Australian twins studies are consistent with our findings insofar as they find little evidence of ability bias in the OLS rate of return to schooling. Our estimates of the ability bias in OLS estimates of the rate of return to schooling range from 9% to 39%. Overall, our findings suggest the Australian rate of return to education, corrected for ability bias, is around 10%, which is similar to the rate in Britain, Canada, the Netherlands, Norway and the United States.

Suggested Citation

  • Andrew Leigh & Chris Ryan, 2005. "Estimating Returns to Education: Three Natural Experiment Techniques Compared," CEPR Discussion Papers 493, Centre for Economic Policy Research, Research School of Economics, Australian National University.
  • Handle: RePEc:auu:dpaper:493
    as

    Download full text from publisher

    File URL: https://www.cbe.anu.edu.au/researchpapers/CEPR/DP493.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Dorothe Bonjour & Lynn F. Cherkas & Jonathan E. Haskel & Denise D. Hawkes & Tim D. Spector, 2003. "Returns to Education: Evidence from U.K. Twins," American Economic Review, American Economic Association, vol. 93(5), pages 1799-1812, December.
    2. Salvanes, Kjell G & Aakvik, Arild & Vaage, Kjell, 2003. "Measuring Heterogeneity in the Returns to Education in Norway Using Educational Reforms," CEPR Discussion Papers 4088, C.E.P.R. Discussion Papers.
    3. Blackburn, McKinley L & Neumark, David, 1995. "Are OLS Estimates of the Return to Schooling Biased Downward? Another Look," The Review of Economics and Statistics, MIT Press, vol. 77(2), pages 217-230, May.
    4. Black, Sandra E. & Devereux, Paul J. & Salvanes, Kjell G., 2004. "Fast Times at Ridgemont High? The Effect of Compulsory Schooling Laws on Teenage Births," IZA Discussion Papers 1416, Institute of Labor Economics (IZA).
    5. Kevin Milligan & Enrico Moretti & Philip Oreopoulos, 2003. "Does Education Improve Citizenship? Evidence from the U.S. and the U.K," NBER Working Papers 9584, National Bureau of Economic Research, Inc.
    6. Philip Oreopoulos, 2003. "Do Dropouts Drop Out Too Soon? International Evidence From Changes in School-Leaving Laws," NBER Working Papers 10155, National Bureau of Economic Research, Inc.
    7. Neumark, David, 1999. "Biases in twin estimates of the return to schooling," Economics of Education Review, Elsevier, vol. 18(2), pages 143-148, April.
    8. Angrist, Joshua D. & Krueger, Alan B., 1999. "Empirical strategies in labor economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 23, pages 1277-1366, Elsevier.
    9. Leigh, Andrew & Ryan, Chris, 2008. "Estimating returns to education using different natural experiment techniques," Economics of Education Review, Elsevier, vol. 27(2), pages 149-160, April.
    10. Miller, Paul W & Mulvey, Charles & Martin, Nick, 1995. "What Do Twins Studies Reveal about the Economic Returns to Education? A Comparison of Australian and U.S. Findings," American Economic Review, American Economic Association, vol. 85(3), pages 586-599, June.
    11. Claudia Goldin & Lawrence Katz, 2003. "Mass Secondary Schooling and the State," NBER Working Papers 10075, National Bureau of Economic Research, Inc.
    12. Costas Meghir & Mårten Palme, 2003. "Ability, parental background and educational policy: empirical evidence from a social experiment," IFS Working Papers W03/05, Institute for Fiscal Studies.
    13. Orley Ashenfelter & Cecilia Rouse, 1998. "Income, Schooling, and Ability: Evidence from a New Sample of Identical Twins," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(1), pages 253-284.
    14. Luiz M. Cruz & Marcelo J. Moreira, 2005. "On the Validity of Econometric Techniques with Weak Instruments: Inference on Returns to Education Using Compulsory School Attendance Laws," Journal of Human Resources, University of Wisconsin Press, vol. 40(2).
    15. Joshua D. Angrist & Alan B. Keueger, 1991. "Does Compulsory School Attendance Affect Schooling and Earnings?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(4), pages 979-1014.
    16. Andrea Ichino & Rudolf Winter-Ebmer, 2004. "The Long-Run Educational Cost of World War II," Journal of Labor Economics, University of Chicago Press, vol. 22(1), pages 57-86, January.
    17. Harmon, Colm & Walker, Ian, 1995. "Estimates of the Economic Return to Schooling for the United Kingdom," American Economic Review, American Economic Association, vol. 85(5), pages 1278-1286, December.
    18. Alison Preston, 1997. "Where Are We Now With Human Capital Theory in Australia?," The Economic Record, The Economic Society of Australia, vol. 73(220), pages 51-78, March.
    19. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
    20. Fertig, Michael & Kluve, Jochen, 2005. "The Effect of Age at School Entry on Educational Attainment in Germany," IZA Discussion Papers 1507, Institute of Labor Economics (IZA).
    21. Del Bono, Emilia & Galindo-Rueda, Fernando, 2004. "Do a Few Months of Compulsory Schooling Matter? The Education and Labour Market Impact of School Leaving Rules," IZA Discussion Papers 1233, Institute of Labor Economics (IZA).
    22. Miller, Paul & Mulvey, Charles & Martin, Nick, 2006. "The return to schooling: Estimates from a sample of young Australian twins," Labour Economics, Elsevier, vol. 13(5), pages 571-587, October.
    23. Bound, John & Solon, Gary, 1999. "Double trouble: on the value of twins-based estimation of the return to schooling," Economics of Education Review, Elsevier, vol. 18(2), pages 169-182, April.
    24. Ashenfelter, Orley & Krueger, Alan B, 1994. "Estimates of the Economic Returns to Schooling from a New Sample of Twins," American Economic Review, American Economic Association, vol. 84(5), pages 1157-1173, December.
    25. Sascha BECKER & Frank SIEBERN-THOMAS, 2001. "Returns to Education in Germany: A Variable Treatment Intensity Approach," Economics Working Papers ECO2001/09, European University Institute.
    26. repec:zbw:rwidps:0027 is not listed on IDEAS
    27. Isacsson, Gunnar, 1999. "Estimates of the return to schooling in Sweden from a large sample of twins," Labour Economics, Elsevier, vol. 6(4), pages 471-489, November.
    28. Plug, Erik J. S., 2001. "Season of birth, schooling and earnings," Journal of Economic Psychology, Elsevier, vol. 22(5), pages 641-660, October.
    29. Behrman, Jere R & Rosenzweig, Mark R & Taubman, Paul, 1994. "Endowments and the Allocation of Schooling in the Family and in the Marriage Market: The Twins Experiment," Journal of Political Economy, University of Chicago Press, vol. 102(6), pages 1131-1174, December.
    30. Rummery, Sarah & Vella, Francis & Verbeek, Marno, 1999. "Estimating the returns to education for Australian youth via rank-order instrumental variables," Labour Economics, Elsevier, vol. 6(4), pages 491-507, November.
    Full references (including those not matched with items on IDEAS)

    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. Andrew Leigh, 2008. "Returns To Education In Australia," Economic Papers, The Economic Society of Australia, vol. 27(3), pages 233-249, September.
    2. Sandewall, Örjan & Cesarini, David & Johannesson, Magnus, 2014. "The co-twin methodology and returns to schooling — testing a critical assumption," Labour Economics, Elsevier, vol. 26(C), pages 1-10.
    3. Miller, Paul & Mulvey, Charles & Martin, Nick, 2006. "The return to schooling: Estimates from a sample of young Australian twins," Labour Economics, Elsevier, vol. 13(5), pages 571-587, October.
    4. Colm Harmon & Hessel Oosterbeek, 2000. "The Returns to Education: A Review of Evidence, Issues and Deficiencies in the Literature," CEE Discussion Papers 0005, Centre for the Economics of Education, LSE.
    5. Miller, Paul & Mulvey, Charles & Martin, Nick, 2005. "Birth weight and schooling and earnings: estimates from a sample of twins," Economics Letters, Elsevier, vol. 86(3), pages 387-392, March.
    6. Gunnar Isacsson, 2004. "Estimating the economic return to educational levels using data on twins," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(1), pages 99-119.
    7. Lång, Elisabeth & Nystedt, Paul, 2016. "Learning For Life? The Effects of Schooling on Earnings and Health- Related Behavior Over the Life Cycle," LiU Working Papers in Economics 4, Linköping University, Division of Economics, Department of Management and Engineering.
    8. Bronars, Stephen G. & Oettinger, Gerald S., 2006. "Estimates of the return to schooling and ability: evidence from sibling data," Labour Economics, Elsevier, vol. 13(1), pages 19-34, February.
    9. Gregory Clark & Christian Alexander Abildgaard Nielsen, 2024. "The Returns to Education: A Meta-study," Working Papers 0249, European Historical Economics Society (EHES).
    10. John Giles & Albert Park & Meiyan Wang, 2019. "The Great Proletarian Cultural Revolution, Disruptions to Education, and the Returns to Schooling in Urban China," Economic Development and Cultural Change, University of Chicago Press, vol. 68(1), pages 131-164.
    11. Angel de la Fuente & Antonio Ciccone, 2003. "Human capital in a global and knowledge-based economy," UFAE and IAE Working Papers 562.03, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
    12. Hongbin Li & Pak Wai Liu & Ning Ma & Junsen Zhang, 2005. "Does Education Pay in Urban China? Estimating Returns to Education Using Twins," Discussion Papers 00013, Chinese University of Hong Kong, Department of Economics.
    13. Philip Oreopoulos & Marianne E. Page, 2006. "The Intergenerational Effects of Compulsory Schooling," Journal of Labor Economics, University of Chicago Press, vol. 24(4), pages 729-760, October.
    14. Jean-Louis ARCAND & Béatrice D'HOMBRES & Paul GYSELINCK, 2004. "Instrument Choice and the Returns to Education: New Evidence from Vietnam," Working Papers 200422, CERDI.
    15. Alan B. Krueger & Mikael Lindahl, 1998. "Education for Growth in Sweden and the World," Working Papers 790, Princeton University, Department of Economics, Industrial Relations Section..
    16. repec:ucn:wpaper:10197/1099 is not listed on IDEAS
    17. Bhalotra, Sonia & Clarke, Damian, 2022. "Analysis of Twins," The Warwick Economics Research Paper Series (TWERPS) 1428, University of Warwick, Department of Economics.
    18. Lundborg, Petter & Nilsson, Anton & Rooth, Dan-Olof, 2011. "Does Early Life Health Predict Schooling Within Twin Pairs?," IZA Discussion Papers 5803, Institute of Labor Economics (IZA).
    19. Jere Behrman & Hans-Peter Kohler & Vibeke Jensen & Dorthe Pedersen & Inge Petersen & Paul Bingley & Kaare Christensen, 2011. "Does More Schooling Reduce Hospitalization and Delay Mortality? New Evidence Based on Danish Twins," Demography, Springer;Population Association of America (PAA), vol. 48(4), pages 1347-1375, November.
    20. Philip Oreopoulos, 2006. "Estimating Average and Local Average Treatment Effects of Education when Compulsory Schooling Laws Really Matter," American Economic Review, American Economic Association, vol. 96(1), pages 152-175, March.
    21. NAKAMURO Makiko & INUI Tomohiko, 2012. "Estimating the Returns to Education Using a Sample of Twins - The case of Japan -," Discussion papers 12076, Research Institute of Economy, Trade and Industry (RIETI).

    More about this item

    Keywords

    returns to education; instrumental variables; compulsory schooling; twins; Australia;
    All these keywords.

    JEL classification:

    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • I28 - Health, Education, and Welfare - - Education - - - Government Policy
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:auu:dpaper:493. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/cpanuau.html .

    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.