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Are Artificially Intelligent Conversational Chatbots Uniformly Effective in Reducing Summer Melt? Evidence from a Randomized Controlled Trial

Author

Listed:
  • Aizat Nurshatayeva

    (University of Pittsburgh)

  • Lindsay C. Page

    (University of Pittsburgh)

  • Carol C. White

    (Mississippi State University)

  • Hunter Gehlbach

    (Johns Hopkins University)

Abstract

Our field experiment extends prior work on college matriculation by testing the extent to which an artificially intelligent (AI) chatbot’s outreach and support to college students (N = 4442) reduced summer melt and improved first-year college enrollment at a 4-year university. Specifically, we investigate which students the intervention proves most effective for. We find that the AI chatbot increased overall success with navigating financial aid processes, such that student take up of educational loans increased by four percentage points. This financial aid effect was concentrated among would-be first-generation college goers, for whom loan acceptances increased by eight percentage points. In addition, the outreach increased first-generation students’ success with course registration and fall semester enrollment each by three percentage points. Our findings suggest that proactive chatbot outreach to students is likely to be most successful in reducing summer melt among those who may need the chatbot support the most.

Suggested Citation

  • Aizat Nurshatayeva & Lindsay C. Page & Carol C. White & Hunter Gehlbach, 2021. "Are Artificially Intelligent Conversational Chatbots Uniformly Effective in Reducing Summer Melt? Evidence from a Randomized Controlled Trial," Research in Higher Education, Springer;Association for Institutional Research, vol. 62(3), pages 392-402, May.
    • Handle: RePEc:spr:reihed:v:62:y:2021:i:3:d:10.1007_s11162-021-09633-z
    DOI: 10.1007/s11162-021-09633-z
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    References listed on IDEAS

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    1. Bird, Kelli A. & Castleman, Benjamin L. & Denning, Jeffrey T. & Goodman, Joshua & Lamberton, Cait & Rosinger, Kelly Ochs, 2021. "Nudging at scale: Experimental evidence from FAFSA completion campaigns," Journal of Economic Behavior & Organization, Elsevier, vol. 183(C), pages 105-128.
    2. Castleman, Benjamin L. & Page, Lindsay C., 2015. "Summer nudging: Can personalized text messages and peer mentor outreach increase college going among low-income high school graduates?," Journal of Economic Behavior & Organization, Elsevier, vol. 115(C), pages 144-160.
    3. Benjamin L. Castleman & Lindsay C. Page, 2014. "A Trickle or a Torrent? Understanding the Extent of Summer “Melt” Among College-Intending High School Graduates," Social Science Quarterly, Southwestern Social Science Association, vol. 95(1), pages 202-220, March.
    4. Benjamin M. Marx & Lesley J. Turner, 2019. "Student Loan Nudges: Experimental Evidence on Borrowing and Educational Attainment," American Economic Journal: Economic Policy, American Economic Association, vol. 11(2), pages 108-141, May.
    5. Jeffrey T. Denning & Todd R. Jones, 2021. "Maxed Out?: The Effect of Larger Student Loan Limits on Borrowing and Education Outcomes," Journal of Human Resources, University of Wisconsin Press, vol. 56(4), pages 1113-1140.
    6. Benjamin L. Castleman & Lindsay C. Page, 2016. "Freshman Year Financial Aid Nudges: An Experiment to Increase FAFSA Renewal and College Persistence," Journal of Human Resources, University of Wisconsin Press, vol. 51(2), pages 389-415.
    7. Oreopoulos, Philip & Petronijevic, Uros, 2019. "The Remarkable Unresponsiveness of College Students to Nudging and What We Can Learn from It," IZA Discussion Papers 12460, Institute of Labor Economics (IZA).
    8. Castleman, Benjamin L. & Owen, Laura & Page, Lindsay C., 2015. "Stay late or start early? Experimental evidence on the benefits of college matriculation support from high schools versus colleges," Economics of Education Review, Elsevier, vol. 47(C), pages 168-179.
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