Data mining techniques in analyzing process data: A didactic

X Qiao, H Jiao - Frontiers in psychology, 2018 - frontiersin.org
Due to increasing use of technology-enhanced educational assessment, data mining
methods have been explored to analyse process data in log files from such assessment …

A state response measurement model for problem-solving process data

Y Xiao, H Liu - Behavior Research Methods, 2024 - Springer
In computer simulation-based interactive tasks, different people make different response
processes to the same tasks, resulting in various action sequences. These sequences …

Construction and validation of a game-based intelligence assessment in minecraft

H Peters, A Kyngdon, D Stillwell - Computers in Human Behavior, 2021 - Elsevier
Video games are a promising tool for the psychometric assessment of cognitive abilities.
They can present novel task types and answer formats, they can record process data, and …

Joint modeling of action sequences and action time in computer-based interactive tasks

Y Fu, P Zhan, Q Chen, H Jiao - Behavior Research Methods, 2023 - Springer
Process data refers to data recorded in computer-based assessments that reflect the
problem-solving processes of participants and provide greater insight into how they solve …

Analysis of process data of PISA 2012 computer-based problem solving: Application of the modified multilevel mixture IRT model

H Liu, Y Liu, M Li - Frontiers in psychology, 2018 - frontiersin.org
Computer-based assessments provide new insights into cognitive processes related to task
completion that cannot be easily observed using paper-based instruments. In particular …

A sequential response model for analyzing process data on technology-based problem-solving tasks

Y Han, H Liu, F Ji - Multivariate Behavioral Research, 2022 - Taylor & Francis
Students' response sequences to a technology-based problem-solving task can be treated
as a discrete time stochastic process with a conditional Markov property—after conditioning …

Diagnostic classification analysis of problem-solving competence using process data: An item expansion method

P Zhan, X Qiao - Psychometrika, 2022 - Springer
Process data refer to data recorded in computer-based assessments (CBAs) that reflect
respondents' problem-solving processes and provide greater insight into how respondents …

The use of process data in large-scale assessments: a literature review

E Anghel, L Khorramdel, M von Davier - Large-scale Assessments in …, 2024 - Springer
As the use of process data in large-scale educational assessments is becoming more
common, it is clear that data on examinees' test-taking behaviors can illuminate their …

Exploring latent states of problem‐solving competence using hidden Markov model on process data

Y Xiao, Q He, B Veldkamp, H Liu - Journal of Computer …, 2021 - Wiley Online Library
The response process of problem‐solving items contains rich information about
respondents' behaviours and cognitive process in the digital tasks, while the information …

Cognitive diagnosis modeling incorporating response times and fixation counts: Providing comprehensive feedback and accurate diagnosis

P Zhan*, K Man*, SA Wind… - Journal of Educational …, 2022 - journals.sagepub.com
Respondents' problem-solving behaviors comprise behaviors that represent complicated
cognitive processes that are frequently systematically tied to one another. Biometric data …