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Sweating bullets: Heat, high-stakes evaluations, and the role of incentives

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  • Martinez, Jose Maria
  • Zuluaga, Victor
  • Buritica, Alexander

Abstract

We study the effect of temperature on students’ performance and how changes in the incentives to study alter this impact in the context of high-school exit exams in Colombia. We show that temperature increases have a negative impact on exam scores, particularly among urban students. Conversely, rural students exhibit slightly positive effects. Leveraging time-use data, we find evidence of individuals in rural areas responding to increases in temperature by reallocating time towards off-farm activities, which are human capital intensive. Additionally, the announcement of a national scholarship program, which introduced exogenous variation in exam stakes, reveals that heightened student effort exacerbates the temperature’s impact on scores. In particular, an interquartile change in the exposure to this program increases the impact of temperature on exam scores by 11.9%. This underscores the intricate relationship between incentive-based policies and the challenge of rising temperatures. As global temperatures continue to rise, understanding this dynamic is crucial for informing effective educational policy.
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Suggested Citation

  • Martinez, Jose Maria & Zuluaga, Victor & Buritica, Alexander, 2024. "Sweating bullets: Heat, high-stakes evaluations, and the role of incentives," 2024 Annual Meeting, July 28-30, New Orleans, LA 343559, Agricultural and Applied Economics Association.
  • Handle: RePEc:ags:aaea24:343559
    DOI: 10.22004/ag.econ.343559
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    1. Alberto, Ivan Carlo & Jiao, Yang & Zhang, Xiaohan, 2021. "Too hot or too cold to study? The effect of temperature on student time allocation," Economics of Education Review, Elsevier, vol. 84(C).
    2. R. Jisung Park & A. Patrick Behrer & Joshua Goodman, 2021. "Publisher Correction: Learning is inhibited by heat exposure, both internationally and within the United States," Nature Human Behaviour, Nature, vol. 5(1), pages 170-170, January.
    3. Thomas Reardon & Kostas Stamoulis & Prabhu Pingali, 2007. "Rural nonfarm employment in developing countries in an era of globalization," Agricultural Economics, International Association of Agricultural Economists, vol. 37(s1), pages 173-183, December.
    4. Jonathan Colmer, 2021. "Temperature, Labor Reallocation, and Industrial Production: Evidence from India," American Economic Journal: Applied Economics, American Economic Association, vol. 13(4), pages 101-124, October.
    5. Solomon Hsiang & Robert E. Kopp, 2018. "An Economist's Guide to Climate Change Science," Journal of Economic Perspectives, American Economic Association, vol. 32(4), pages 3-32, Fall.
    6. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2014. "What Do We Learn from the Weather? The New Climate-Economy Literature," Journal of Economic Literature, American Economic Association, vol. 52(3), pages 740-798, September.
    7. Juliana Londoño-Vélez & Catherine Rodríguez & Fabio Sánchez, 2020. "Upstream and Downstream Impacts of College Merit-Based Financial Aid for Low-Income Students: Ser Pilo Paga in Colombia," American Economic Journal: Economic Policy, American Economic Association, vol. 12(2), pages 193-227, May.
    8. Joshua Graff Zivin & Matthew Neidell, 2014. "Temperature and the Allocation of Time: Implications for Climate Change," Journal of Labor Economics, University of Chicago Press, vol. 32(1), pages 1-26.
    9. Alberto Abadie & Susan Athey & Guido W Imbens & Jeffrey M Wooldridge, 2023. "When Should You Adjust Standard Errors for Clustering?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 138(1), pages 1-35.
    10. Benjamin Davis & Paul Winters & Thomas Reardon & Kostas Stamoulis, 2009. "Rural nonfarm employment and farming: household‐level linkages," Agricultural Economics, International Association of Agricultural Economists, vol. 40(2), pages 119-123, March.
    11. Xin Zhang & Xi Chen & Xiaobo Zhang, 2024. "Temperature and Low-Stakes Cognitive Performance," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 11(1), pages 75-96.
    12. Raj Chetty & John N. Friedman & Jonah E. Rockoff, 2014. "Measuring the Impacts of Teachers I: Evaluating Bias in Teacher Value-Added Estimates," American Economic Review, American Economic Association, vol. 104(9), pages 2593-2632, September.
    13. Danielle V. Handel & Eric A. Hanushek, 2022. "U.S. School Finance: Resources and Outcomes," NBER Working Papers 30769, National Bureau of Economic Research, Inc.
    14. C. Kirabo Jackson & Rucker C. Johnson & Claudia Persico, 2016. "The Effects of School Spending on Educational and Economic Outcomes: Evidence from School Finance Reforms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(1), pages 157-218.
    15. Chadi, Adrian & de Pinto, Marco & Schultze, Gabriel, 2019. "Young, gifted and lazy? The role of ability and labor market prospects in student effort decisions," Economics of Education Review, Elsevier, vol. 72(C), pages 66-79.
    16. Laajaj, Rachid & Moya, Andrés & Sánchez, Fabio, 2022. "Equality of opportunity and human capital accumulation: Motivational effect of a nationwide scholarship in Colombia," Journal of Development Economics, Elsevier, vol. 154(C).
    17. Josh Kinsler & Ronni Pavan, 2015. "The Specificity of General Human Capital: Evidence from College Major Choice," Journal of Labor Economics, University of Chicago Press, vol. 33(4), pages 933-972.
    18. Graff Zivin, Joshua & Song, Yingquan & Tang, Qu & Zhang, Peng, 2020. "Temperature and high-stakes cognitive performance: Evidence from the national college entrance examination in China," Journal of Environmental Economics and Management, Elsevier, vol. 104(C).
    19. Teevrat Garg & Maulik Jagnani & Vis Taraz, 2020. "Temperature and Human Capital in India," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 7(6), pages 1113-1150.
    20. Timothy M. Lenton & Chi Xu & Jesse F. Abrams & Ashish Ghadiali & Sina Loriani & Boris Sakschewski & Caroline Zimm & Kristie L. Ebi & Robert R. Dunn & Jens-Christian Svenning & Marten Scheffer, 2023. "Quantifying the human cost of global warming," Nature Sustainability, Nature, vol. 6(10), pages 1237-1247, October.
    21. Cho, Hyunkuk, 2017. "The effects of summer heat on academic achievement: A cohort analysis," Journal of Environmental Economics and Management, Elsevier, vol. 83(C), pages 185-196.
    22. Helo Sarmiento, Juliana, 2023. "Into the tropics: Temperature, mortality, and access to health care in Colombia," Journal of Environmental Economics and Management, Elsevier, vol. 119(C).
    23. Alan Barreca & Karen Clay & Olivier Deschenes & Michael Greenstone & Joseph S. Shapiro, 2016. "Adapting to Climate Change: The Remarkable Decline in the US Temperature-Mortality Relationship over the Twentieth Century," Journal of Political Economy, University of Chicago Press, vol. 124(1), pages 105-159.
    24. Benjamin Krebs, 2024. "Temperature and Cognitive Performance: Evidence from Mental Arithmetic Training," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 87(7), pages 2035-2065, July.
    25. nan, 2007. "Transforming the rural nonfarm economy: Opportunities and threats in the developing world," IFPRI books, International Food Policy Research Institute (IFPRI), number 978-0-8018-8664-5 edited by Haggblade, Steven; Hazell, Peter B. R.; Reardon, Thomas Anthony.
    26. Burke, M. & Craxton, M. & Kolstad, C.D. & Onda, C. & Allcott, H. & Baker, E. & Barrage, L. & Carson, R. & Gillingham, K. & Graff-Zivin, J. & Greenstone, M. & Hallegatte, S. & Hanemann, W.M. & Heal, G., 2016. "Opportunities for advances in climate change economics," ISU General Staff Papers 3565, Iowa State University, Department of Economics.
    27. Burke, M & Craxton, M & Kolstad, CD & Onda, C & Allcott, H & Baker, E & Barrage, L & Carson, R & Gillingham, K & Graf-Zivin, J & Greenstone, M & Hallegatte, S & Hanemann, WM & Heal, G & Hsiang, S & Jo, 2016. "Opportunities for advances in climate change economics," University of California at Santa Barbara, Recent Works in Economics qt4tc5d9pb, Department of Economics, UC Santa Barbara.
    28. Maximilian Auffhammer & Solomon M. Hsiang & Wolfram Schlenker & Adam Sobel, 2013. "Using Weather Data and Climate Model Output in Economic Analyses of Climate Change," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 7(2), pages 181-198, July.
    29. Jolliffe, Dean, 2004. "The impact of education in rural Ghana: examining household labor allocation and returns on and off the farm," Journal of Development Economics, Elsevier, vol. 73(1), pages 287-314, February.
    30. Manuel Fern�ndez & Ana Mar�a Ib��ez & Ximena Pe�a, 2014. "Adjusting the Labour Supply to Mitigate Violent Shocks: Evidence from Rural Colombia," Journal of Development Studies, Taylor & Francis Journals, vol. 50(8), pages 1135-1155, August.
    31. Manisha Shah & Bryce Millett Steinberg, 2021. "Workfare and Human Capital Investment: Evidence from India," Journal of Human Resources, University of Wisconsin Press, vol. 56(2), pages 380-405.
    32. Posso, Christian & Saravia, Estefanía & Uribe, Pablo, 2023. "Acing the test: Educational effects of the SaberEs test preparation program in Colombia," Economics of Education Review, Elsevier, vol. 97(C).
    33. Zhuan Pei & Jörn-Steffen Pischke & Hannes Schwandt, 2019. "Poorly Measured Confounders are More Useful on the Left than on the Right," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(2), pages 205-216, April.
    34. Joshua Graff Zivin & Solomon M. Hsiang & Matthew Neidell, 2018. "Temperature and Human Capital in the Short and Long Run," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(1), pages 77-105.
    35. Francesco Bogliacino & Laura Jiménez Lozano & Daniel Reyes, 2018. "Socioeconomic stratification and stereotyping: lab-in-the-field evidence from Colombia," International Review of Economics, Springer;Happiness Economics and Interpersonal Relations (HEIRS), vol. 65(1), pages 77-118, March.
    36. Pablo Medina & Natalia Ariza & Pablo Navas & Fernando Rojas & Gina Parody & Juan Alejandro Valdivia & Roberto Zarama & Juan Felipe Penagos, 2018. "An Unintended Effect of Financing the University Education of the Most Brilliant and Poorest Colombian Students: The Case of the Intervention of the Ser Pilo Paga Program," Complexity, Hindawi, vol. 2018, pages 1-9, December.
    37. Srivastava,Bhavya & Hirfrfot,Kibrom Tafere & Behrer,Arnold Patrick, 2024. "High Temperature and Learning Outcomes : Evidence from Ethiopia," Policy Research Working Paper Series 10714, The World Bank.
    38. R. Jisung Park, 2022. "Hot Temperature and High-Stakes Performance," Journal of Human Resources, University of Wisconsin Press, vol. 57(2), pages 400-434.
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