A Systematic Review of the Use of Log-based Process Data in Computer-Based Assessments

S He, Y Cui - Computers & Education, 2025 - Elsevier
In recent decades, log-based process data has been increasingly used in computer-based
assessments to examine test-takers' response patterns and latent traits. This study provides …

A mixture model for random responding behavior in forced-choice noncognitive assessment: Implication and application in organizational research

S Peng, K Man, BP Veldkamp… - Organizational …, 2024 - journals.sagepub.com
For various reasons, respondents to forced-choice assessments (typically used for
noncognitive psychological constructs) may respond randomly to individual items due to …

The detection of cheating on E-exams in higher education—the performance of several old and some new indicators

J Ranger, N Schmidt, A Wolgast - Frontiers in Psychology, 2020 - frontiersin.org
In this paper, we compare the performance of 18 indicators of cheating on e-exams in higher
education. Basis of the study was a field experiment. The experimental setting was a …

Test security in remote testing age: perspectives from process data analytics and AI

J Hao, M Fauss - arXiv preprint arXiv:2411.13699, 2024 - arxiv.org
The COVID-19 pandemic has accelerated the implementation and acceptance of remotely
proctored high-stake assessments. While the flexible administration of the tests brings forth …

Detecting preknowledge cheating via innovative measures: A mixture hierarchical model for jointly modeling item responses, response times, and visual fixation …

K Man, JR Harring - Educational and Psychological …, 2023 - journals.sagepub.com
Preknowledge cheating jeopardizes the validity of inferences based on test results. Many
methods have been developed to detect preknowledge cheating by jointly analyzing item …

Use of data mining methods to detect test fraud

K Man, JR Harring, S Sinharay - Journal of Educational …, 2019 - Wiley Online Library
Data mining methods have drawn considerable attention across diverse scientific fields.
However, few applications could be found in the areas of psychological and educational …

Joint modeling of compensatory multidimensional item responses and response times

K Man, JR Harring, H Jiao… - Applied Psychological …, 2019 - journals.sagepub.com
Computer-based testing (CBT) is becoming increasingly popular in assessing test-takers'
latent abilities and making inferences regarding their cognitive processes. In addition to …

Negative binomial models for visual fixation counts on test items

K Man, JR Harring - Educational and Psychological …, 2019 - journals.sagepub.com
With the development of technology-enhanced learning platforms, eye-tracking biometric
indicators can be recorded simultaneously with students item responses. In the current …

A sequential Bayesian changepoint detection procedure for aberrant behaviours in computerized testing

J Lu, C Wang, J Zhang, X Wang - British Journal of …, 2024 - Wiley Online Library
Changepoints are abrupt variations in a sequence of data in statistical inference. In
educational and psychological assessments, it is essential to properly differentiate …

Detecting cheating in large-scale assessment: The transfer of detectors to new tests

J Ranger, N Schmidt, A Wolgast - Educational and …, 2023 - journals.sagepub.com
Recent approaches to the detection of cheaters in tests employ detectors from the field of
machine learning. Detectors based on supervised learning algorithms achieve high …