Nothing Special   »   [go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/22841.html
   My bibliography  Save this paper

Shifting College Majors in Response to Advanced Placement Exam Scores

Author

Listed:
  • Christopher Avery
  • Oded Gurantz
  • Michael Hurwitz
  • Jonathan Smith
Abstract
Mapping continuous raw scores from millions of Advanced Placement examinations onto the 1 to 5 integer scoring scale, we apply a regression discontinuity design to understand how students’ choice of college major is impacted by receiving a higher integer score despite similar exam performance to students who earned a lower integer score. Attaining higher scores increases the probability that a student will major in that exam subject by approximately 5 percent (0.64 percentage points), with some individual exams demonstrating increases in major choice by as much as 30 percent. These direct impacts of a higher score explain approximately 11 percent of the unconditional 64 percent (5.7 percentage points) gap in the probability of majoring in the same subject as the AP exam when attaining a 5 versus a 4. We estimate that a substantial portion of the overall effect is driven by behavioral responses to the positive signal of receiving a higher score.

Suggested Citation

  • Christopher Avery & Oded Gurantz & Michael Hurwitz & Jonathan Smith, 2016. "Shifting College Majors in Response to Advanced Placement Exam Scores," NBER Working Papers 22841, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:22841
    Note: ED
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w22841.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Justine S. Hastings & Christopher A. Neilson & Seth D. Zimmerman, 2013. "Are Some Degrees Worth More than Others? Evidence from college admission cutoffs in Chile," NBER Working Papers 19241, National Bureau of Economic Research, Inc.
    2. Sebastian Calonico & Matias D. Cattaneo & Rocio Titiunik, 2014. "Robust data-driven inference in the regression-discontinuity design," Stata Journal, StataCorp LP, vol. 14(4), pages 909-946, December.
    3. Arcidiacono, Peter & Hotz, V. Joseph & Kang, Songman, 2012. "Modeling college major choices using elicited measures of expectations and counterfactuals," Journal of Econometrics, Elsevier, vol. 166(1), pages 3-16.
    4. Roland G. Fryer & Steven D. Levitt & John A. List, 2008. "Exploring the Impact of Financial Incentives on Stereotype Threat: Evidence from a Pilot Study," American Economic Review, American Economic Association, vol. 98(2), pages 370-375, May.
    5. Susan M. Dynarski & Steven W. Hemelt & Joshua M. Hyman, 2013. "The Missing Manual: Using National Student Clearinghouse Data to Track Postsecondary Outcomes," NBER Working Papers 19552, National Bureau of Economic Research, Inc.
    6. C. Kirabo Jackson, 2010. "A Little Now for a Lot Later: A Look at a Texas Advanced Placement Incentive Program," Journal of Human Resources, University of Wisconsin Press, vol. 45(3).
    7. Matthew Wiswall & Basit Zafar, 2015. "How Do College Students Respond to Public Information about Earnings?," Journal of Human Capital, University of Chicago Press, vol. 9(2), pages 117-169.
    8. Michael Kosfeld & Susanne Neckermann, 2011. "Getting More Work for Nothing? Symbolic Awards and Worker Performance," American Economic Journal: Microeconomics, American Economic Association, vol. 3(3), pages 86-99, August.
    9. Matthew Wiswall & Basit Zafar, 2015. "Determinants of College Major Choice: Identification using an Information Experiment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 82(2), pages 791-824.
    10. Ost, Ben, 2010. "The role of peers and grades in determining major persistence in the sciences," Economics of Education Review, Elsevier, vol. 29(6), pages 923-934, December.
    11. 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.
    12. Basit Zafar, 2011. "How Do College Students Form Expectations?," Journal of Labor Economics, University of Chicago Press, vol. 29(2), pages 301-348.
    13. Hans Fricke & Jeffrey Grogger & Andreas Steinmayr, 2015. "Does Exposure to Economics Bring New Majors to the Field? Evidence from a natural Experiment," NBER Working Papers 21130, National Bureau of Economic Research, Inc.
    14. Ralph Stinebrickner & Todd R. Stinebrickner, 2014. "A Major in Science? Initial Beliefs and Final Outcomes for College Major and Dropout," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(1), pages 426-472.
    15. Julian R. Betts, 1996. "What Do Students Know about Wages? Evidence from a Survey of Undergraduates," Journal of Human Resources, University of Wisconsin Press, vol. 31(1), pages 27-56.
    16. Altonji, J.G. & Arcidiacono, P. & Maurel, A., 2016. "The Analysis of Field Choice in College and Graduate School," Handbook of the Economics of Education,, Elsevier.
    17. Sarah E. Turner & William G. Bowen, 1999. "Choice of Major: The Changing (Unchanging) Gender Gap," ILR Review, Cornell University, ILR School, vol. 52(2), pages 289-313, January.
    18. Jonathan Smith & Michael Hurwitz & Christopher Avery, 2017. "Giving College Credit Where It Is Due: Advanced Placement Exam Scores and College Outcomes," Journal of Labor Economics, University of Chicago Press, vol. 35(1), pages 67-147.
    19. Rebecca Diamond & Petra Persson, 2016. "The Long-term Consequences of Teacher Discretion in Grading of High-stakes Tests," NBER Working Papers 22207, National Bureau of Economic Research, Inc.
    20. Magali Beffy & Denis Fougère & Arnaud Maurel, 2012. "Choosing the Field of Study in Postsecondary Education: Do Expected Earnings Matter?," The Review of Economics and Statistics, MIT Press, vol. 94(1), pages 334-347, February.
    21. Kevin Stange, 2015. "Differential Pricing in Undergraduate Education: Effects on Degree Production by Field," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 34(1), pages 107-135, January.
    22. Long, Mark C. & Goldhaber, Dan & Huntington-Klein, Nick, 2015. "Do completed college majors respond to changes in wages?," Economics of Education Review, Elsevier, vol. 49(C), pages 1-14.
    23. Jeffrey T. Denning & Patrick Turley, 2017. "Was That SMART?: Institutional Financial Incentives and Field of Study," Journal of Human Resources, University of Wisconsin Press, vol. 52(1), pages 152-186.
    24. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    25. Joseph G. Altonji & Peter Arcidiacono & Arnaud Maurel, 2015. "The Analysis of Field Choice in College and Graduate School: Determinants and Wage Effects," NBER Working Papers 21655, National Bureau of Economic Research, Inc.
    26. Foote, Andrew & Schulkind, Lisa & Shapiro, Teny M., 2015. "Missed signals: The effect of ACT college-readiness measures on post-secondary decisions," Economics of Education Review, Elsevier, vol. 46(C), pages 39-51.
    27. John P. Papay & Richard J. Murnane & John B. Willett, 2016. "The Impact of Test Score Labels on Human-Capital Investment Decisions," Journal of Human Resources, University of Wisconsin Press, vol. 51(2), pages 357-388.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Fernanda Estevan & Thomas Gall & Louis-Philippe Morin, 2019. "Can Affirmative Action Affect Major Choice?," Boston University - Department of Economics - The Institute for Economic Development Working Papers Series dp-324, Boston University - Department of Economics.
    2. Bizopoulou, Aspasia & Megalokonomou, Rigissa & Simion, Stefania, 2022. "Do Second Chances Pay Off? Evidence from a Natural Experiment with Low-Achieving Students," IZA Discussion Papers 15139, Institute of Labor Economics (IZA).
    3. Avery, Christopher & Goodman, Joshua, 2022. "Ability signals and rigorous coursework: Evidence from AP Calculus participation," Economics of Education Review, Elsevier, vol. 88(C).
    4. Fricke, Hans & Grogger, Jeffrey & Steinmayr, Andreas, 2018. "Exposure to academic fields and college major choice," Economics of Education Review, Elsevier, vol. 64(C), pages 199-213.
    5. Machin, Stephen & McNally, Sandra & Ruiz-Valenzuela, Jenifer, 2020. "Entry through the narrow door: The costs of just failing high stakes exams," Journal of Public Economics, Elsevier, vol. 190(C).
    6. Georg Graetz & Björn Öckert & Oskar Nordström Skans, 2020. "Family Background and the Responses to Higher SAT Scores," CESifo Working Paper Series 8362, CESifo.
    7. Feng, Qiang & Wang, Xiaojun, 2018. "The psychological effects of academic labeling: The case of class tracks," Journal of Comparative Economics, Elsevier, vol. 46(2), pages 568-581.
    8. Sargent, Carol Springer & Sullivan, Troy & McAlum, Harry, 2022. "DFW in gateway courses not always a graduation problem: A study in Intermediate Accounting I from 2007 to 2018," Journal of Accounting Education, Elsevier, vol. 60(C).
    9. Fazlul, Ishtiaque & Jones, Todd & Smith, Jonathan, 2021. "College Credit on the Table? Advanced Placement Course and Exam Taking," Economics of Education Review, Elsevier, vol. 84(C).
    10. Serena Canaan & Antoine Deeb & Pierre Mouganie, 2022. "Adviser Value Added and Student Outcomes: Evidence from Randomly Assigned College Advisers," American Economic Journal: Economic Policy, American Economic Association, vol. 14(4), pages 151-191, November.
    11. Aspasia Bizopoulou & Rigissa Megalokonomou & Stefania Simion, 2022. "Do Second Chances Pay Off?," Bristol Economics Discussion Papers 22/762, School of Economics, University of Bristol, UK.
    12. Marcos Agurto & Sandra Buzinsky & Siddharth Hari & Valeria Quevedo & Sudipta Sarangi & Susana Vegas, 2020. "Academic Aptitude Signals and STEM field participation: A Regression Discontinuity Approach," Working Papers 2020-08, Lima School of Economics.
    13. Richard W. Patterson & Nolan G. Pope & Aaron Feudo, 2019. "Timing is Everything: Evidence from College Major Decisons," CESifo Working Paper Series 7448, CESifo.
    14. Stefania Bortolotti & Annalisa Loviglio, 2024. "The Impact of a Peer-to-Peer Mentoring Program on University Choices and Performance," Working Papers wp1192, Dipartimento Scienze Economiche, Universita' di Bologna.
    15. Bortolotti, Stefania & Loviglio, Annalisa, 2024. "The Impact of a Peer-to-Peer Mentoring Program on University Choices and Performance," IZA Discussion Papers 17417, Institute of Labor Economics (IZA).
    16. Gurantz, Oded & Hurwitz, Michael & Smith, Jonathan, 2020. "Sibling effects on high school exam taking and performance," Journal of Economic Behavior & Organization, Elsevier, vol. 178(C), pages 534-549.

    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. Erica Blom & Brian C. Cadena & Benjamin J. Keys, 2021. "Investment over the Business Cycle: Insights from College Major Choice," Journal of Labor Economics, University of Chicago Press, vol. 39(4), pages 1043-1082.
    2. Fernanda Estevan & Thomas Gall & Louis-Philippe Morin, 2019. "Can Affirmative Action Affect Major Choice?," Boston University - Department of Economics - The Institute for Economic Development Working Papers Series dp-324, Boston University - Department of Economics.
    3. Marta De Philippis, 2023. "STEM Graduates and Secondary School Curriculum: Does Early Exposure to Science Matter?," Journal of Human Resources, University of Wisconsin Press, vol. 58(6), pages 1914-1947.
    4. Matthew Wiswall & Basit Zafar, 2016. "Human Capital Investments and Expectations about Career and Family," NBER Working Papers 22543, National Bureau of Economic Research, Inc.
    5. Arpita Patnaik & Matthew J. Wiswall & Basit Zafar, 2020. "College Majors," NBER Working Papers 27645, National Bureau of Economic Research, Inc.
    6. Jiang, Xuan, 2018. "Planting the Seeds for Success: Why Women in STEM Do Not Stick in the Field," MPRA Paper 89650, University Library of Munich, Germany.
    7. Pamela Giustinelli & Charles F. Manski, 2018. "Survey Measures Of Family Decision Processes For Econometric Analysis Of Schooling Decisions," Economic Inquiry, Western Economic Association International, vol. 56(1), pages 81-99, January.
    8. Fricke, Hans & Grogger, Jeffrey & Steinmayr, Andreas, 2015. "Does Exposure to Economics Bring New Majors to the Field? Evidence from a Natural Experiment," IZA Discussion Papers 9003, Institute of Labor Economics (IZA).
    9. Yanqing Ding & Wei Li & Xin Li & Yinduo Wu & Jin Yang & Xiaoyang Ye, 2021. "Heterogeneous Major Preferences for Extrinsic Incentives: The Effects of Wage Information on the Gender Gap in STEM Major Choice," Research in Higher Education, Springer;Association for Institutional Research, vol. 62(8), pages 1113-1145, December.
    10. Han, Luyi & Winters, John V., 2020. "Industry Fluctuations and College Major Choices: Evidence from an Energy Boom and Bust," Economics of Education Review, Elsevier, vol. 77(C).
    11. Fricke, Hans & Grogger, Jeffrey & Steinmayr, Andreas, 2018. "Exposure to academic fields and college major choice," Economics of Education Review, Elsevier, vol. 64(C), pages 199-213.
    12. Matthew Wiswall & Basit Zafar, 2016. "Preference for the Workplace, Human Capital, and Gender," NBER Working Papers 22173, National Bureau of Economic Research, Inc.
    13. Joseph G. Altonji & Peter Arcidiacono & Arnaud Maurel, 2015. "The Analysis of Field Choice in College and Graduate School: Determinants and Wage Effects," NBER Working Papers 21655, National Bureau of Economic Research, Inc.
    14. Hastings, Justine S. & Neilson, Christopher A. & Ramirez, Anely & Zimmerman, Seth D., 2016. "(Un)informed college and major choice: Evidence from linked survey and administrative data," Economics of Education Review, Elsevier, vol. 51(C), pages 136-151.
    15. Fernando Saltiel, 2019. "What's Math Got to Do With It? Multidimensional Ability and the Gender Gap in STEM," 2019 Meeting Papers 1201, Society for Economic Dynamics.
    16. Shimeng Liu & Weizeng Sun & John V. Winters, 2019. "Up In Stem, Down In Business: Changing College Major Decisions With The Great Recession," Contemporary Economic Policy, Western Economic Association International, vol. 37(3), pages 476-491, July.
    17. Fossen, Frank M. & Glocker, Daniela, 2017. "Stated and revealed heterogeneous risk preferences in educational choice," European Economic Review, Elsevier, vol. 97(C), pages 1-25.
    18. Stefan Klößner & Gregor Pfeifer, 2019. "The Importance of Tax Adjustments When Evaluating Wage Expectations," Scandinavian Journal of Economics, Wiley Blackwell, vol. 121(2), pages 578-605, April.
    19. Matthew Wiswall & Basit Zafar, 2018. "Preference for the Workplace, Investment in Human Capital, and Gender," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(1), pages 457-507.
    20. O. Poldin & D. Valeeva & M. Yudkevich, 2015. "Choice of specialization: do peers matter?," Applied Economics, Taylor & Francis Journals, vol. 47(44), pages 4728-4740, September.

    More about this item

    JEL classification:

    • I2 - Health, Education, and Welfare - - Education
    • I23 - Health, Education, and Welfare - - Education - - - Higher Education; Research Institutions
    • 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:nbr:nberwo:22841. 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/nberrus.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.