Measuring cognitive load with subjective rating scales during problem solving: differences between immediate and delayed ratings

Research output: Journal contributionsJournal articlesResearchpeer-review

Authors

Subjective cognitive load (CL) rating scales are widely used in educational research. However, there are still some open questions regarding the point of time at which such scales should be applied. Whereas some studies apply rating scales directly after each step or task and use an average of these ratings, others assess CL only once after the whole learning or problem-solving phase. To investigate if these two approaches are comparable indicators of experienced CL, two experiments were conducted, in which 168 and 107 teacher education university students, respectively, worked through a sequence of six problems. CL was assessed by means of subjective ratings of mental effort and perceived task difficulty after each problem and after the whole process. Results showed that the delayed ratings of both effort and difficulty were significantly higher than the average of the six ratings made during problem solving. In addition, the problems we assumed to be of higher complexity seemed to be the best predictors for the delayed ratings. Interestingly, for ratings of affective variables, such as interest and motivation, the delayed rating did not differ from the average of immediate ratings.

Original languageEnglish
JournalInstructional Science
Volume43
Issue number1
Pages (from-to)93-114
Number of pages22
ISSN0020-4277
DOIs
Publication statusPublished - 01.01.2015
Externally publishedYes

    Research areas

  • Cognitive load, Measurement, Mental effort, Problem solving, Task difficulty
  • Psychology

Recently viewed

Publications

  1. Hierarchical trait filtering at different spatial scales determines beetle assemblages in deadwood
  2. Transductive support vector machines for structured variables
  3. Toward Application and Implementation of in Silico Tools and Workflows within Benign by Design Approaches
  4. Training effects of two different unstable shoe constructions on postural control in static and dynamic testing situations
  5. Dynamic Lot Size Optimization with Reinforcement Learning
  6. Volume of Imbalance Container Prediction using Kalman Filter and Long Short-Term Memory
  7. Intentionality
  8. Influence of Process Parameters and Die Design on the Microstructure and Texture Development of Direct Extruded Magnesium Flat Products
  9. Use of Machine-Learning Algorithms Based on Text, Audio and Video Data in the Prediction of Anxiety and Post-Traumatic Stress in General and Clinical Populations
  10. Scholarly Question Answering Using Large Language Models in the NFDI4DataScience Gateway
  11. Technological System and the Problem of Desymbolization
  12. The Influence of Note-taking on Mathematical Solution Processes while Working on Reality-Based Tasks
  13. Holistic and scalable ranking of RDF data
  14. Database on Learning for Sustainable Development – analysis of projects
  15. Taking notes as a strategy for solving reality-based tasks in mathematics
  16. Contextual movement models based on normalizing flows
  17. A guided simulated annealing search for solving the pick-up and delivery problem with time windows and capacity constraints
  18. The role of learners’ memory in app-based language instruction: the case of Duolingo.
  19. Creating regional (e-)learning networks
  20. Towards a spatial understanding of identity play
  21. A Lean Convolutional Neural Network for Vehicle Classification
  22. A reference architecture for the integration of EMIS and ERP-Systems
  23. Modeling of lateness distributions depending on the sequencing method with respect to productivity effects
  24. Effectiveness of a guided multicomponent internet and mobile gratitude training program - A pragmatic randomized controlled trial
  25. Multi-view discriminative sequential learning
  26. Sensor Fusion for Power Line Sensitive Monitoring and Load State Estimation
  27. Supporting the Development and Implementation of a Digitalization Strategy in SMEs through a Lightweight Architecture-based Method
  28. Web-scale extension of RDF knowledge bases from templated websites
  29. Clause identification using entropy guided transformation learning
  30. Experimentally established correlation of friction surfacing process temperature and deposit geometry
  31. Intellectual property issues in the use and distribution of remote sensing data
  32. Mathematical Modeling for Robot 3D Laser Scanning in Complete Darkness Environments to Advance Pipeline Inspection
  33. Interpreting Strings, Weaving Threads