lynx   »   [go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/p/pri/indrel/650.html
   My bibliography  Save this paper

Smart Matching Platforms and Heterogeneous Beliefs in Centralized School ChoiceSmart Matching Platforms and Heterogeneous Beliefs in Centralized School Choice

Author

Listed:
  • Christopher Neilson

    (Princeton University)

  • Felipe Arteaga

    (UC Berkeley)

  • Adam Kapor

    (Princeton University)

  • Seth Zimmerman

    (Yale University)

Abstract
Many school districts with centralized school choice adopt strategy proof assignment mechanisms to relieve applicants of the need to strategize on the basis of beliefs about their own admissions chances. This paper shows that beliefs about admissions chances shape choice outcomes even when the assignment mechanism is strategy proof by influencing the way applicants search for schools, and that "smart matching platforms" that provide live feedback on admissions chances help applicants search more effectively. Motivated by a model in which applicants engage in costly search for schools and over-optimism can lead to under-search, we use data from a large-scale survey of choice participants in Chile to show that learning about schools is hard, that beliefs about admissions chances guide the decision to stop searching, and that applicants systematically underestimate non-placement risk. We then use RCT and RD research designs to evaluate live feedback policies in the Chilean and New Haven choice systems. 22% of applicants submitting applications where risks of non-placement are high respond to warnings by adding schools to their lists, reducing non-placement risk by 58%. These results replicate across settings and over time. Reducing the strategic burden of school choice requires not just strategy proofness inside the centralized system, but also choice supports for the strategic decisions that inevitably remain outside of it.

Suggested Citation

  • Christopher Neilson & Felipe Arteaga & Adam Kapor & Seth Zimmerman, 2021. "Smart Matching Platforms and Heterogeneous Beliefs in Centralized School ChoiceSmart Matching Platforms and Heterogeneous Beliefs in Centralized School Choice," Working Papers 650, Princeton University, Department of Economics, Industrial Relations Section..
  • Handle: RePEc:pri:indrel:650
    as

    Download full text from publisher

    File URL: https://dataspace.princeton.edu/bitstream/88435/dsp01gb19f889g/3/650.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Daniel Fernandes & John G. Lynch & Richard G. Netemeyer, 2014. "Financial Literacy, Financial Education, and Downstream Financial Behaviors," Management Science, INFORMS, vol. 60(8), pages 1861-1883, August.
    2. Rustamdjan Hakimov & Dorothea Kübler & Siqi Pan, 2023. "Costly information acquisition in centralized matching markets," Quantitative Economics, Econometric Society, vol. 14(4), pages 1447-1490, November.
    3. J. J. McCall, 1970. "Economics of Information and Job Search," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 84(1), pages 113-126.
    4. Richard W. Patterson & Nolan G. Pope & Aaron Feudo, 2019. "Timing is Everything: Evidence from College Major Decisons," CESifo Working Paper Series 7448, CESifo.
    5. Sean P. Corcoran & Jennifer L. Jennings & Sarah R. Cohodes & Carolyn Sattin-Bajaj, 2018. "Leveling the Playing Field for High School Choice: Results from a Field Experiment of Informational Interventions," NBER Working Papers 24471, National Bureau of Economic Research, Inc.
    6. Atila Abdulkadiroglu & Yeon-Koo Che & Yosuke Yasuda, 2011. "Resolving Conflicting Preferences in School Choice: The "Boston Mechanism" Reconsidered," American Economic Review, American Economic Association, vol. 101(1), pages 399-410, February.
    7. Ginger Zhe Jin & Phillip Leslie, 2003. "The Effect of Information on Product Quality: Evidence from Restaurant Hygiene Grade Cards," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(2), pages 409-451.
    8. Claudia Allende & Francisco Gallego & Christopher Neilson, 2019. "Approximating The Equilibrium Effects of Informed School Choice," Working Papers 2019-16, Princeton University. Economics Department..
    9. Ainsworth, Robert & Dehejia, Rajeev & Pop-Eleches, Cristian & Urquiola, Miguel, 2020. "Information, Preferences, and Household Demand for School Value Added," IZA Discussion Papers 13980, Institute of Labor Economics (IZA).
    10. Peter Bergman & Jeffrey T. Denning & Dayanand Manoli, 2019. "Is Information Enough? The Effect of Information about Education Tax Benefits on Student Outcomes," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 38(3), pages 706-731, June.
    11. Alex Rees-Jones & Ran Shorrer & Chloe Tergiman, 2024. "Correlation Neglect in Student-to-School Matching," American Economic Journal: Microeconomics, American Economic Association, vol. 16(3), pages 1-42, August.
    12. Justine Hastings & Christopher A. Neilson & Seth D. Zimmerman, 2015. "The Effects of Earnings Disclosure on College Enrollment Decisions," Working Papers 2015-1, Princeton University. Economics Department..
    13. Adam Kapor & Christopher A. Neilson & Seth D. Zimmerman, 2017. "Heterogeneous Beliefs and School Choice Mechanisms," Working Papers 612, Princeton University, Department of Economics, Industrial Relations Section..
    14. Ulrich Doraszelski & Katja Seim & Michael Sinkinson & Peichun Wang, 2017. "Ownership Concentration and Strategic Supply Reduction," NBER Working Papers 23034, National Bureau of Economic Research, Inc.
    15. Adam J. Kapor & Christopher A. Neilson & Seth D. Zimmerman, 2020. "Heterogeneous Beliefs and School Choice Mechanisms," American Economic Review, American Economic Association, vol. 110(5), pages 1274-1315, May.
    16. Claudia Allende & Francisco Gallego & Christopher Neilson, 2019. "Approximating The Equilibrium Effects of Informed School Choice," Working Papers 2019-16, Princeton University. Economics Department..
    17. Paul Milgrom & Ilya Segal, 2020. "Clock Auctions and Radio Spectrum Reallocation," Journal of Political Economy, University of Chicago Press, vol. 128(1), pages 1-31.
    18. Tong Wang & Congyi Zhou, 2020. "High school admission reform in China: a welfare analysis," Review of Economic Design, Springer;Society for Economic Design, vol. 24(3), pages 215-269, December.
    19. Ashlagi, Itai & Nikzad, Afshin, 2020. "What matters in school choice tie-breaking? How competition guides design," Journal of Economic Theory, Elsevier, vol. 190(C).
    20. Caterina Calsamiglia & Chao Fu & Maia Güell, 2020. "Structural Estimation of a Model of School Choices: The Boston Mechanism versus Its Alternatives," Journal of Political Economy, University of Chicago Press, vol. 128(2), pages 642-680.
    21. Justine Hastings & Christopher A. Neilson & Seth D. Zimmerman, 2015. "The Effects of Earnings Disclosure on College Enrollment Decisions," Working Papers 2015-1, Princeton University. Economics Department..
    22. Jonathan Gruber & Benjamin R. Handel & Samuel H. Kina & Jonathan T. Kolstad, 2020. "Managing Intelligence: Skilled Experts and AI in Markets for Complex Products," NBER Working Papers 27038, National Bureau of Economic Research, Inc.
    23. Justine S. Hastings & Jeffrey M. Weinstein, 2008. "Information, School Choice, and Academic Achievement: Evidence from Two Experiments," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(4), pages 1373-1414.
    24. Akbarpour, Mohammad & Kapor, Adam & Neilson, Christopher & van Dijk, Winnie & Zimmerman, Seth, 2022. "Centralized School choice with unequal outside options," Journal of Public Economics, Elsevier, vol. 210(C).
    25. Fischer, Mira & Wagner, Valentin, 2018. "Effects of timing and reference frame of feedback: Evidence from a field experiment," Discussion Papers, Research Unit: Market Behavior SP II 2018-206, WZB Berlin Social Science Center.
    26. Haeringer, Guillaume & Klijn, Flip, 2009. "Constrained school choice," Journal of Economic Theory, Elsevier, vol. 144(5), pages 1921-1947, September.
    27. Hsieh, Chang-Tai & Urquiola, Miguel, 2006. "The effects of generalized school choice on achievement and stratification: Evidence from Chile's voucher program," Journal of Public Economics, Elsevier, vol. 90(8-9), pages 1477-1503, September.
    28. Nikhil Agarwal & Paulo Somaini, 2018. "Demand Analysis Using Strategic Reports: An Application to a School Choice Mechanism," Econometrica, Econometric Society, vol. 86(2), pages 391-444, March.
    29. Robert Jensen, 2010. "The (Perceived) Returns to Education and the Demand for Schooling," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(2), pages 515-548.
    30. Eric P. Bettinger & Bridget Terry Long & Philip Oreopoulos & Lisa Sanbonmatsu, 2012. "The Role of Application Assistance and Information in College Decisions: Results from the H&R Block Fafsa Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(3), pages 1205-1242.
    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. Sarah Cohodes & Sean P. Corcoran & Jennifer Jennings & Carolyn Sattin-Bajaj, 2022. "When Do Informational Interventions Work? Experimental Evidence from New York City High School Choice," Opportunity and Inclusive Growth Institute Working Papers 057, Federal Reserve Bank of Minneapolis.
    2. Nikhil Agarwal & Eric Budish, 2021. "Market Design," NBER Working Papers 29367, National Bureau of Economic Research, Inc.
    3. Mariana Laverde, 2022. "Distance to Schools and Equal Access in School Choice Systems," Boston College Working Papers in Economics 1046, Boston College Department of Economics, revised 15 Jun 2024.
    4. Mariana Laverde, 2022. "Distance to Schools and Equal Access in School Choice Systems," Working Papers 2022-002, Human Capital and Economic Opportunity Working Group.

    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. Felipe Arteaga & Adam J Kapor & Christopher A Neilson & Seth D Zimmerman, 2022. "Smart Matching Platforms and Heterogeneous Beliefs in Centralized School Choice," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 137(3), pages 1791-1848.
    2. Elisa Facchetti & Lorenzo Neri & Marco Ovidi, 2021. "Should you Meet The Parents? The impact of information on non-test score attributes on school choice," DISCE - Working Papers del Dipartimento di Economia e Finanza def113, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    3. Diether W Beuermann & C Kirabo Jackson & Laia Navarro-Sola & Francisco Pardo, 2023. "What is a Good School, and Can Parents Tell? Evidence on the Multidimensionality of School Output," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(1), pages 65-101.
    4. Cuesta, José Ignacio & González, Felipe & Larroulet Philippi, Cristian, 2020. "Distorted quality signals in school markets," Journal of Development Economics, Elsevier, vol. 147(C).
    5. Damgaard, Mette Trier & Nielsen, Helena Skyt, 2018. "Nudging in education," Economics of Education Review, Elsevier, vol. 64(C), pages 313-342.
    6. Tong Wang & Congyi Zhou, 2020. "High school admission reform in China: a welfare analysis," Review of Economic Design, Springer;Society for Economic Design, vol. 24(3), pages 215-269, December.
    7. Sarah Cohodes & Sean Corcoran & Jennifer Jennings & Carolyn Sattin-Bajaj, 2022. "When Do Informational Interventions Work? Experimental Evidence from New York City High School Choice," NBER Working Papers 29690, National Bureau of Economic Research, Inc.
    8. Zhiyi Xu & Robert G. Hammond, 2024. "Designing school choice mechanisms: A structural model and demand estimation," Economic Inquiry, Western Economic Association International, vol. 62(2), pages 505-524, April.
    9. Artemov, Georgy, 2021. "Assignment mechanisms: Common preferences and information acquisition," Journal of Economic Theory, Elsevier, vol. 198(C).
    10. Camille Terrier & Parag A. Pathak & Kevin Ren, 2021. "From Immediate Acceptance to Deferred Acceptance: Effects on School Admissions and Achievement in England," NBER Working Papers 29600, National Bureau of Economic Research, Inc.
    11. Zhang, Jun, 2021. "Level-k reasoning in school choice," Games and Economic Behavior, Elsevier, vol. 128(C), pages 1-17.
    12. Elacqua, Gregory & Gómez, Leidy & Krussig, Thomas & Marotta, Luana & Méndez, Carolina & Neilson, Christopher, 2022. "The Potential of Smart Matching Platforms in Teacher Assignment: The Case of Ecuador," IDB Publications (Working Papers) 12483, Inter-American Development Bank.
    13. Justine Hastings & Christopher A. Neilson & Seth D. Zimmerman, 2015. "The Effects of Earnings Disclosure on College Enrollment Decisions," Working Papers 2015-1, Princeton University. Economics Department..
    14. Bo, Shiyu & Liu, Jing & Shiu, Ji-Liang & Song, Yan & Zhou, Sen, 2019. "Admission mechanisms and the mismatch between colleges and students: Evidence from a large administrative dataset from China," Economics of Education Review, Elsevier, vol. 68(C), pages 27-37.
    15. Herber, Stefanie P., 2018. "The role of information in the application for highly selective scholarships: Evidence from a randomized field experiment," Economics of Education Review, Elsevier, vol. 62(C), pages 287-301.
    16. Bobba, Matteo & Frisancho, Veronica & Pariguana, Marco, 2016. "Perceived Ability and School Choices: Experimental Evidence and Scale-up Effects," TSE Working Papers 16-660, Toulouse School of Economics (TSE), revised Jul 2024.
    17. Eric Budish & Judd B. Kessler, 2022. "Can Market Participants Report Their Preferences Accurately (Enough)?," Management Science, INFORMS, vol. 68(2), pages 1107-1130, February.
    18. Ha, Wei & Kang, Le & Song, Yang, 2020. "College matching mechanisms and matching stability: Evidence from a natural experiment in China," Journal of Economic Behavior & Organization, Elsevier, vol. 175(C), pages 206-226.
    19. Hayri A. Arslan, 2021. "Preference estimation in centralized college admissions from reported lists," Empirical Economics, Springer, vol. 61(5), pages 2865-2911, November.
    20. Hakimov, Rustamdjan & Schmacker, Renke & Terrier, Camille, 2022. "Confidence and college applications: Evidence from a randomized intervention," Discussion Papers, Research Unit: Market Behavior SP II 2022-209, WZB Berlin Social Science Center.

    More about this item

    Keywords

    Chile;

    JEL classification:

    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • I28 - Health, Education, and Welfare - - Education - - - Government Policy

    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:pri:indrel:650. 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: Bobray Bordelon (email available below). General contact details of provider: https://edirc.repec.org/data/irprius.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.
    Лучший частный хостинг