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Research ArticleArticles
Open Access

Expectations about the Productivity of Effort and Academic Outcomes

Evidence from a Randomized Information Intervention

Adeline Delavande, Emilia Del Bono, Angus Holford, Sonkurt Sen and Vedran Lesic
Published online before print September 09, 2026, 0824-13737R2; DOI: https://doi.org/10.3368/jhr.0824-13737R2
Adeline Delavande
1Nova School of Business and Economics and University of Technology Sydney
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Emilia Del Bono
2ISER, University of Essex
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Angus Holford
2ISER, University of Essex
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Sonkurt Sen
3University of Bonn
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Vedran Lesic
4Competition and Markets Authority and Leeds University Business School
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Abstract

We implement a randomized information intervention to enhance beliefs about the productivity of effort on a cohort of undergraduate students at a UK university. The intervention increases first-year exam grades and GPA, with an intention-to-treat effect of 0.10 of a standard deviation. The effects are larger for men, reducing the gender gap in academic achievement by a third. The data allow us to examine the mechanisms linking the intervention to outcomes, through changes in beliefs and academic inputs, as well as its longer-term effects. We replicate the main results at another UK university, highlighting the external validity of our findings.

Keywords
  • field experiment
  • non-cognitive skills
  • subjective expectations
JEL classification
  • C91
  • D84
  • D91
  • I21
  • I23

This open access article is distributed under the terms of the CC-BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0) and is freely available online at: http://le.uwpress.org

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Journal of Human Resources: 61 (5)
Journal of Human Resources
Vol. 61, Issue 5
1 Sep 2026
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Expectations about the Productivity of Effort and Academic Outcomes
Adeline Delavande, Emilia Del Bono, Angus Holford, Sonkurt Sen, Vedran Lesic
Journal of Human Resources Sep 2026, 0824-13737R2; DOI: 10.3368/jhr.0824-13737R2

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Expectations about the Productivity of Effort and Academic Outcomes
Adeline Delavande, Emilia Del Bono, Angus Holford, Sonkurt Sen, Vedran Lesic
Journal of Human Resources Sep 2026, 0824-13737R2; DOI: 10.3368/jhr.0824-13737R2
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Keywords

  • field experiment
  • non-cognitive skills
  • subjective expectations
  • C91
  • D84
  • D91
  • I21
  • I23
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