IDEAS home Printed from https://ideas.repec.org/
MyIDEAS: Log in (now much improved!) to save this paper

Academic Performance and College Dropout: Using Longitudinal Expectations Data to Estimate a Learning Model

  • Todd Stinebrickner
  • Ralph Stinebrickner

We estimate a dynamic learning model of the college dropout decision, taking advantage of unique expectations data to greatly reduce our reliance on assumptions that would otherwise be necessary for identification. We find that forty-five percent of the dropout that occurs in the first two years of college can be attributed to what students learn about their about academic performance, but that this type of learning becomes a less important determinant of dropout after the midpoint of college We use our model to quantify the importance of the possible avenues through which poor grade performance could influence dropout. Our simulations show that students who perform poorly tend to learn that staying in school is not worthwhile, not that they fail out or learn that they are more likely (than they previously believed) to fail out in the future. We find that poor performance both substantially decreases the enjoyability of school and substantially influences beliefs about post-college earnings.

If you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.

File URL: http://www.nber.org/papers/w18945.pdf
Download Restriction: no

Paper provided by National Bureau of Economic Research, Inc in its series NBER Working Papers with number 18945.

as
in new window

Length:
Date of creation: Apr 2013
Date of revision:
Publication status: published as Ralph Stinebrickner & Todd Stinebrickner, 2014. "Academic Performance and College Dropout: Using Longitudinal Expectations Data to Estimate a Learning Model," Journal of Labor Economics, University of Chicago Press, vol. 32(3), pages 601 - 644.
Handle: RePEc:nbr:nberwo:18945
Note: ED LS
Contact details of provider: Postal:
National Bureau of Economic Research, 1050 Massachusetts Avenue Cambridge, MA 02138, U.S.A.

Phone: 617-868-3900
Web page: http://www.nber.org
Email:


More information through EDIRC

References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:

as in new window
  1. Cunha, Flavio & Heckman, James & Navarro, Salvador, 2004. "Separating uncertainty from heterogeneity in life cycle earnings," Working Paper Series 2005:6, IFAU - Institute for Evaluation of Labour Market and Education Policy.
  2. John Rust & Department of Economics & University of Wisconsin, 1994. "Using Randomization to Break the Curse of Dimensionality," Computational Economics 9403001, EconWPA, revised 04 Jul 1994.
  3. Jeff Dominitz, 1998. "Earnings Expectations, Revisions, And Realizations," The Review of Economics and Statistics, MIT Press, vol. 80(3), pages 374-388, August.
  4. Matthew Wiswall & Basit Zafar, 2011. "Determinants of college major choice: identification using an information experiment," Staff Reports 500, Federal Reserve Bank of New York.
  5. Peter Arcidiacono & Esteban Aucejo & Arnaud Maurel & Tyler Ransom, 2016. "College Attrition and the Dynamics of Information Revelation," NBER Working Papers 22325, National Bureau of Economic Research, Inc.
  6. Todd R. Stinebrickner & Ralph Stinebrickner, 2000. "Working During School and Academic Performance," UWO Department of Economics Working Papers 20009, University of Western Ontario, Department of Economics.
  7. Todd R. Stinebrickner & Ralph Stinebrickner, 2007. "The Causal Effect of Studying on Academic Performance," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20072, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
  8. Basit Zafar, 2009. "How do college students form expectations?," Staff Reports 378, Federal Reserve Bank of New York.
  9. Das, J.W.M. & van Soest, A.H.O., 2000. "Expected Versus Realized Income Changes : A Test of the Rational Expectation Hypothesis," Discussion Paper 2000-105, Tilburg University, Center for Economic Research.
  10. Todd Stinebrickner & Ralph Stinebrickner, 2012. "Learning about Academic Ability and the College Dropout Decision," Journal of Labor Economics, University of Chicago Press, vol. 30(4), pages 707 - 748.
  11. Joseph G. Altonji, 1991. "The Demand for and Return to Education When Education Outcomes are Uncertain," NBER Working Papers 3714, National Bureau of Economic Research, Inc.
  12. Todd Stinebrickner & Ralph Stinebrickner, 2011. "Math or Science? Using Longitudinal Expectations Data to Examine the Process of Choosing a College Major," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20111, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
  13. Jeff Dominitz & Charles F. Manski, 1994. "Using Expectations Data to Study Subjective Income Expectations," Econometrics 9411003, EconWPA.
  14. Todd R. Stinebrickner & Ralph Stinebrickner, 2007. "The Effect of Credit Constraints on the College Drop-Out Decision: A Direct Approach Using a New Panel Study," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20071, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
  15. Charles F. Manski, 2004. "Measuring Expectations," Econometrica, Econometric Society, vol. 72(5), pages 1329-1376, 09.
  16. Bound, John & Turner, Sarah, 2007. "Cohort crowding: How resources affect collegiate attainment," Journal of Public Economics, Elsevier, vol. 91(5-6), pages 877-899, June.
  17. Jeff Dominitz & Charles F. Manski, 1994. "Eliciting Student Expectations Of The Returns To Schooling," Econometrics 9411002, EconWPA.
  18. Marcel Das & Arthur van Soest, 2000. "Expected Versus Realized Income Expectations: A Test of the Rational Expectations Hypothesis," Econometric Society World Congress 2000 Contributed Papers 1750, Econometric Society.
  19. Ralph Stinebrickner & Todd R. Stinebrickner, 2003. "Understanding Educational Outcomes of Students from Low-Income Families: Evidence from a Liberal Arts College with a Full Tuition Subsidy Program," Journal of Human Resources, University of Wisconsin Press, vol. 38(3).
  20. Dan A. Black & Jeffrey A. Smith, 2006. "Estimating the Returns to College Quality with Multiple Proxies for Quality," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 701-728, July.
  21. Arcidiacono, Peter, 2004. "Ability sorting and the returns to college major," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 343-375.
  22. Neil Seftor Sarah E Turner, 2002. "Back to School Federal Student Aid Policy and Adult College Enrollment," Mathematica Policy Research Reports 28f7ccb624fd4f2a9a20d7075, Mathematica Policy Research.
  23. Peter Arcidiacono & V. Joseph Hotz & Songman Kang, 2010. "Modeling College Major Choices using Elicited Measures of Expectations and Counterfactuals," NBER Working Papers 15729, National Bureau of Economic Research, Inc.
  24. Miller, Robert A, 1984. "Job Matching and Occupational Choice," Journal of Political Economy, University of Chicago Press, vol. 92(6), pages 1086-120, December.
  25. Wilbert van der Klaauw & Kenneth I. Wolpin, 2005. "Social Security and the Retirement and Savings Behavior of Low Income Households," PIER Working Paper Archive 05-020, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
  26. Robert B. Barsky & Miles S. Kimball & F. Thomas Juster & Matthew D. Shapiro, 1995. "Preference Parameters and Behavioral Heterogeneity: An Experimental Approach in the Health and Retirement Survey," NBER Working Papers 5213, National Bureau of Economic Research, Inc.
  27. James J. Heckman & Salvador Navarro, 2005. "Dynamic Discrete Choice and Dynamic Treatment Effects," NBER Technical Working Papers 0316, National Bureau of Economic Research, Inc.
  28. Jeff Dominitz & Charles F. Manski, 2004. "How Should We Measure Consumer Confidence?," Journal of Economic Perspectives, American Economic Association, vol. 18(2), pages 51-66, Spring.
  29. Stinebrickner, Ralph & Stinebrickner, T.R.Todd R., 2004. "Time-use and college outcomes," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 243-269.
  30. Manski, Charles F., 1989. "Schooling as experimentation: a reappraisal of the postsecondary dropout phenomenon," Economics of Education Review, Elsevier, vol. 8(4), pages 305-312, August.
  31. John Bound & Michael F. Lovenheim & Sarah Turner, 2010. "Why Have College Completion Rates Declined? An Analysis of Changing Student Preparation and Collegiate Resources," American Economic Journal: Applied Economics, American Economic Association, vol. 2(3), pages 129-57, July.
  32. Ralph Stinebrickner & Todd R. Stinebrickner, 2013. "A Major in Science? Initial Beliefs and Final Outcomes for College Major and Dropout," NBER Working Papers 19165, National Bureau of Economic Research, Inc.
  33. Bound, John & Stinebrickner, Todd & Waidmann, Timothy, 2010. "Health, economic resources and the work decisions of older men," Journal of Econometrics, Elsevier, vol. 156(1), pages 106-129, May.
  34. Michael P. Keane & Kenneth I. Wolpin, 1994. "The solution and estimation of discrete choice dynamic programming models by simulation and interpolation: Monte Carlo evidence," Staff Report 181, Federal Reserve Bank of Minneapolis.
  35. Todd R. Stinebrickner, 2000. "Serially correlated variables in dynamic, discrete choice models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(6), pages 595-624.
  36. Orazio Attanasio & Katja Kaufmann, 2009. "Educational Choices, Subjective Expectations, and Credit Constraints," NBER Working Papers 15087, National Bureau of Economic Research, Inc.
Full references (including those not matched with items on IDEAS)

This item is not listed on Wikipedia, on a reading list or among the top items on IDEAS.

When requesting a correction, please mention this item's handle: RePEc:nbr:nberwo:18945. See general information about how to correct material in RePEc.

For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: ()

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 references are entirely missing, you can add them using this form.

If the full references list an item that is present in RePEc, but the system did not link 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 profile, as there may be some citations waiting for confirmation.

Please note that corrections may take a couple of weeks to filter through the various RePEc services.

This information is provided to you by IDEAS at the Research Division of the Federal Reserve Bank of St. Louis using RePEc data.