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Effects of Proctoring on Online Intelligence Measurement: A Literature Overview and an Empirical Study

  • Remote intelligence testing has multiple advantages, but cheating is possible without proper supervision. Proctoring aims to address this shortcoming, yet prior research on its effects has primarily investigated reasoning tasks, in which cheating is generally difficult. This study provides an overview of recent research on the effects of proctoring and on studies in intelligence test settings. Moreover, we conducted an empirical study testing the effects of webcam-based proctoring with a multidimensional intelligence test measuring reasoning, short-term memory, processing speed, and divergent thinking. The study was conducted in a low-stakes context, with participants receiving a fixed payment regardless of performance. Participants completed the test under proctored (n = 74, webcam consent), unproctored random (n = 75, webcam consent), or unproctored chosen (n = 77, no webcam consent) conditions. Scalar measurement invariance was observed for reasoning, processing speed, and divergent thinking, but not for memory. Proctoring had no significant main effect on test performance but showed a significant interaction with test type. Proctored participants outperformed the unproctored chosen group significantly in divergent thinking and scored descriptively higher in reasoning and processing speed, but slightly lower in memory. Observable cheating under proctored conditions was rare (4%), mostly involving note-taking or photographing the screen. We conclude that proctoring is crucial for easily cheatable tasks, such as memory tasks, but currently less critical for complex cognitive tasks.

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Metadaten
Author:Vsevolod ScherrerORCiDGND, Nicolai Petry, Moritz BreitORCiDGND, Julian UrbanORCiDGND, Julian PreußORCiD, Franzis PreckelORCiDGND
URN:urn:nbn:de:hbz:385-1-29142
DOI:https://doi.org/10.3390/jintelligence13090110
Publisher:MDPI
Document Type:Article
Language:English
Date of completion:2025/08/30
Date of publication:2025/08/30
Publishing institution:Universität Trier
Contributing corporation:The publication was funded by the Open Access Fund of Universität Trier and the German Research Foundation (DFG)
Release Date:2026/06/18
Tag:cheating; intelligence; literature review; proctoring; remote
Volume (for the year ...):2025
Issue / no.:13/9
Number of pages:28
Institutes:Fachbereich 1 / Psychologie
Licence (German):License LogoCC BY: Creative-Commons-Lizenz 4.0 International

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