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 (<i>n</i> = 74, webcam consent), unproctored random (<i>n</i> = 75, webcam consent), or unproctored chosen (<i>n</i> = 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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Publication Details

Journal
Journal of Intelligence
Published
2025-08-30
DOI
https://doi.org/10.3390/jintelligence13090110
Primary Topic
Deception detection and forensic psychology
Type
article
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article

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

Julian Preuß, Moritz Breit, Julian Urban, Vsevolod Scherrer et al.
Journal of Intelligence
Deception detection and forensic psychology
article

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

Julian Preuß, Moritz Breit, Julian Urban, Vsevolod Scherrer, Franzis Preckel, Nicolai Petry
article en

Abstract

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 (<i>n</i> = 74, webcam consent), unproctored random (<i>n</i> = 75, webcam consent), or unproctored chosen (<i>n</i> = 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.

Journal of IntelligenceVol. 13(9)
Universität Trier (DE)
Openalex Percentile: Top 73%
Deception detection and forensic psychology
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