Degrees of Deception: How Score Manipulation Mitigates Temperature's Impact on Student Performance

53 Pages Posted: 31 Jan 2025 Last revised: 7 May 2025

See all articles by Rosario Maria Ballatore

Rosario Maria Ballatore

Bank of Italy

Alessandro Palma

Gran Sasso Science Institute; University of Rome Tor Vergata - Centre for International Studies on Economic Growth (CEIS)

Daniela Vuri

University of Rome Tor Vergata; IZA Institute of Labor Economics; CESifo (Center for Economic Studies and Ifo Institute for Economic Research)

Abstract

Using Italian data on the universe of mandatory tests conducted in a low-stakes setting without air conditioning, we investigate the effect of temperature on student performance, with a focus on how manipulation distorts causal estimates of temperature effects on test scores. While high temperatures adversely affect students' performance, we find that score manipulation also increases with temperature within a specific range. Leveraging the random assignment of inspectors to schools as a natural experiment, we estimate the effect of temperature on test scores net of manipulation. We find that achievement declines at lower temperature thresholds when manipulation is accounted for, implying a larger number of affected students than previously estimated. Additionally, individual survey responses collected during the tests indicate that very high temperatures induce shifts in students' emotional states, affecting self-esteem and anxiety levels.

Keywords: student performance, temperature, manipulation, cognitive ability, emotional stress

JEL Classification: J21, J24, Q54, O15

Suggested Citation

Ballatore, Rosario Maria and Palma, Alessandro and Vuri, Daniela, Degrees of Deception: How Score Manipulation Mitigates Temperature's Impact on Student Performance. IZA Discussion Paper No. 17643, Available at SSRN: https://ssrn.com/abstract=5117391

Rosario Maria Ballatore (Contact Author)

Bank of Italy ( email )

Via Nazionale 91
Rome, 00184
Italy

Alessandro Palma

Gran Sasso Science Institute ( email )

viale Francesco Crispi, 7
L'Aquila, 67100
Italy

University of Rome Tor Vergata - Centre for International Studies on Economic Growth (CEIS) ( email )

Via Columbia, 2
Rome, I-00133
Italy

Daniela Vuri

University of Rome Tor Vergata ( email )

Via di Tor Vergata
Rome, Lazio 00133
Italy

IZA Institute of Labor Economics

P.O. Box 7240
Bonn, D-53072
Germany

CESifo (Center for Economic Studies and Ifo Institute for Economic Research)

Poschinger Str. 5
Munich, DE-81679
Germany

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