Rotten Apples: An Investigation of the Prevalence and Predictors of Teacher Cheating
Abstract
We develop an algorithm for detecting teacher cheating that combines information on unexpected test score fluctuations and suspicious patterns of answers for students in a classroom. Using data from the Chicago public schools, we estimate that serious cases of teacher or administrator cheating on standardized tests occur in a minimum of 4–5 percent of elementary school classrooms annually. The observed frequency of cheating appears to respond strongly to relatively minor changes in incentives. Our results highlight the fact that high-powered incentive systems, especially those with bright line rules, may induce unexpected behavioral distortions such as cheating. Statistical analysis, however, may provide a means of detecting illicit acts, despite the best attempts of perpetrators to keep them clandestine.
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Jacob, B. A. (2005) · Journal of Public Economics · doi:10.1016/j.jpubeco.2004.08.004 · Cited by 751 · see citing works
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Research works printed but not linked: 22
- 10.1007/BF00974740 · DOI
- Angoff William H, 1974, Journal of the American Statistical Association, 49
- Baker George, 1992, Journal of Political Economy, 614
- 10.1207/s15328023top1603_15 · DOI
- Carnoy, Martin, and Susanna Loeb, "Does External Accountability Affect Student Outcomes? A Cross-State Analysis," Working Paper, Stanford University School of Education, 2002. · DOI
- Contreras, Russell, "Inquiry Uncovers Possible Cheating on GRE in Asia," Associated Press August 7, 2002.
- DiTella, Rafael, and Ernesto Schargrodsky, "The Role of Wages and Auditing during a Crackdown on Corruption in the City of Buenos Aires," unpublished manuscript, Harvard Business School, 2001. · DOI
- Duggan Mark, 2002, American Economic Review, 1605
- Figlio, David N., and Joshua Winicki, "Food for Thought: The Effects of School Accountability Plans on School Nutrition," Working Paper, University of Florida, 2001. · DOI
- Figlio, David N., and Lawrence S. Getzler, "Accountability, Ability and Disability: Gaming the System?" Working Paper University of Florida, 2002. · DOI
- Fisman Ray, 2001, American Economic Review, 1095, 10.1257/aer.91.4.1095 · DOI
- 10.1207/s15324818ame0602_4 · DOI
- 10.2307/1164808 · DOI
- Glaeser Edward, 2001, American Economic Review, 431, 10.1257/aer.91.2.431 · DOI
- Hanushek, Eric A., and Margaret E. Raymond, "Improving Educational Quality: How Best to Evaluate Our Schools?" Conference paper, Federal Reserve Bank of Boston, 2002.
- Holland, Paul W. "Assessing Unusual Agreement between the Incorrect Answers of Two Examinees Using the K-Index: Statistical Theory and Empirical Support," Technical Report No. 96-5, Educational Testing Service, 1996. · DOI
- Holmstrom Bengt, 1991, Journal of Law, Economics and Organization, 51
- Klein, Stephen P., Laura S. Hamilton, et al. "What Do Test Scores in Texas Tell Us?" RAND Corporation, 2000. · DOI
- Lindsay Drew, 1996, Education Week (, 25
- Porter Robert H, 1993, Journal of Political Economy, 538
- 10.1016/0272-7757(92)90024-W · DOI
- Wollack James A, 1997, Applied Psychological Measurement, 152
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Jacob, B. A. (2005) · Journal of Public Economics · doi:10.1016/j.jpubeco.2004.08.004 · Cited by 751 · see citing works
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U.S. Elementary and Secondary Schools: Equalizing Opportunity or Replicating the Status Quo?
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- Authors
- Jacob, B. A., & Levitt, S. D.
- Affiliations
- Harvard University (US)
- American Bar Foundation (US)
- ORCID
- Jacob, B. A.
- Venue
- The Quarterly Journal of Economics
- Publisher
- Oxford University Press (OUP)
- Published
- 2003-08-01
- Volume
- 118
- Issue
- 3
- Pages
- 843-877
- ISSN
- 0033-5533 (ISSN-L)
- 1531-4650
- OpenAlex
- W3123468586
- Cited by
- 878
- References
- 1
- Citations by year
- 2026: 10 · 2025: 30 · 2024: 26 · 2023: 52 · 2022: 29 · 2021: 21 · 2020: 35 · 2019: 41 · 2018: 33 · 2017: 42 · 2016: 40 · 2015: 52 · 2014: 52 · 2013: 66 · 2012: 62
- FWCI
- 65.21
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- The Quarterly Journal of Economics (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Topics
- Social Sciences › Education › Academic integrity and plagiarism
- Physical Sciences › Mathematics › Statistics and Probability › Benford’s Law and Fraud Detection
- Social Sciences › Education › Educational Assessment and Improvement
- Keywords
- standardized testing, incentive mechanisms, bright-line rules, high-powered incentives, behavioral distortions, Chicago Public Schools, elementary school
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