Leveraging process data to assess adults' problem-solving skills: Using sequence mining to identify behavioral patterns across digital tasks
This paper illustrates how process data can be used to identify behavioral patterns in a
computer-based problem-solving assessment. Using sequence-mining techniques, we …
computer-based problem-solving assessment. Using sequence-mining techniques, we …
Clustering sequential navigation patterns in multiple‐source reading tasks with dynamic time warping method
Q He, F Borgonovi… - Journal of Computer …, 2023 - Wiley Online Library
Background Data‐driven investigations of how students transit pages in digital reading tasks
and how much time they spend on each transition allow mapping sequences of navigation …
and how much time they spend on each transition allow mapping sequences of navigation …
Combining clickstream analyses and graph-modeled data clustering for identifying common response processes
Complex interactive test items are becoming more widely used in assessments. Being
computer-administered, assessments using interactive items allow logging time-stamped …
computer-administered, assessments using interactive items allow logging time-stamped …
A machine learning-based procedure for leveraging clickstream data to investigate early predictability of failure on interactive tasks
Early detection of risk of failure on interactive tasks comes with great potential for better
understanding how examinees differ in their initial behavior as well as for adaptively …
understanding how examinees differ in their initial behavior as well as for adaptively …
Predicting problem-solving success in an office simulation applying N-grams and a random forest to behavioral process data
Predicting students' problem-solving success in computer-based simulations at an early
stage allows adaptive educational systems to provide learners with personalized support. In …
stage allows adaptive educational systems to provide learners with personalized support. In …
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 …
processes to the same tasks, resulting in various action sequences. These sequences …
Predictive feature generation and selection using process data from PISA interactive problem-solving items: An application of random forests
The Programme for International Student Assessment (PISA) introduced the measurement of
problem-solving skills in the 2012 cycle. The items in this new domain employ scenario …
problem-solving skills in the 2012 cycle. The items in this new domain employ scenario …
Understanding the log file data from educational and psychological computer-based testing: A scoping review protocol
G Chen, Y Liu, Y Mao - Plos one, 2024 - journals.plos.org
With the advancement of computer-based testing, log file data has drawn considerable
attention from researchers. Although emerging studies have begun to explore log file data …
attention from researchers. Although emerging studies have begun to explore log file data …
Diagnostic classification analysis of problem-solving competence using process data: An item expansion method
Process data refer to data recorded in computer-based assessments (CBAs) that reflect
respondents' problem-solving processes and provide greater insight into how respondents …
respondents' problem-solving processes and provide greater insight into how respondents …
The use of process data in large-scale assessments: a literature review
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 …
common, it is clear that data on examinees' test-taking behaviors can illuminate their …