Evidence map›Paper›PMID 39847339›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2025

Behavioral nudges prevent loan delinquencies at scale: A 13-million-person field experiment.

Robert Kuan, Kristin Blagg, Benjamin L Castleman, Rajeev Darolia, Jordan D Matsudaira, Katherine L Milkman, Lesley J Turner

Erratum issuedAbstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Options for student loan repayment matter.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors.

Robert KuanDepartment of Operations, Information and Decisions, The Wharton School, University of Pennsylvania, Philadelphia, PA 19104.ORCID 0000-0001-5686-1289
Kristin BlaggCenter on Education Data and Policy, The Urban Institute, Washington, DC 20024.
Benjamin L CastlemanThe Frank Batten School of Leadership and Public Policy, University of Virginia, Charlottesville, VA 22904.
Rajeev DaroliaOffice of the Chief Economist, U.S. Department of Education, Washington, DC 20202.
Jordan D MatsudairaDepartment of Public Administration and Policy, The School of Public Affairs, American University, Washington, DC 20016.
Katherine L MilkmanDepartment of Operations, Information and Decisions, The Wharton School, University of Pennsylvania, Philadelphia, PA 19104.ORCID 0000-0002-9706-4830
Lesley J TurnerThe Harris School of Public Policy, University of Chicago, Chicago, IL 60637.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Americans collectively hold over $1.6 trillion in student loan debt, and over the last decade millions of borrowers have defaulted on loans, with serious consequences for their financial health. In a 13-million-person field experiment with the U.S. Department of Education, we tested the effectiveness of different email interventions to inform borrowers about alternative repayment options after a missed loan payment. Our interventions tested whether sending monthly behaviorally-informed emails, providing follow-up reminders, framing benefits in percentage (vs. dollar) terms, and providing just one recommended action step at a time (vs. two) affected borrower outcomes. We find that i) behaviorally-informed emails reduce estimated 60-d delinquencies by 0.42 pp, ii) reminders boost the efficacy of such emails by 0.57 pp, iii) describing potential savings in percentage terms is more effective than describing these benefits in dollar terms, reducing estimated delinquencies by 0.14 pp, and iv) encouraging two actions (i.e., enrollment in income-driven repayment plans and auto debit programs) repeatedly across two emails is marginally more effective than encouraging one action at-a-time across two emails, reducing estimated delinquencies by 0.05 pp. Overall, if scaled to all 13-million borrowers in our experiment, we estimate that our best-performing intervention would have averted approximately 79,800 60-d delinquencies. Our findings i) highlight the benefits of describing potential savings in percentage terms, which may magnify perceived savings for recipients, ii) underscore the risks of oversimplification, and iii) demonstrate that nudges can be an effective, low-cost complement to other policies for reducing delinquencies and supporting borrowers with student loan debt.

Indexed as

Juvenile DelinquencyTraining SupportElectronic MailHumansStudentsUnited Statesfield experimentframingnudgessimplificationstudent loans

Identifiers

PMID39847339
PMCPMC11789030

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.