Data type | Data | Analytical methods | Analytical purposes |
---|---|---|---|
Process data | Computer screen recording data (with audio) | Social network analysis (SNA) | To analyze peer interactions through oral communications and constructions of concept map artifacts |
Audio data | Content analysis (CA) | To analyze the cognitive and metacognitive dimensions of the discourses | |
Computer screen recording data | Clickstream analysis (CSA) | To analyze the behavioral dimension of students’ online platform behaviors | |
Lag sequential analysis (LSA) | To analyze transitions of cognitive, metacognitive, and behavioral dimensions | ||
Performance data | concept maps and solution write-ups | Product analysis (PA) | To analyze the final group products of concept maps and write-ups based on previous validated assessment standards |
Self-reported data | Post-course questionnaire | Statistical analysis (SA) | To analyze student perceptions about group collaborative quality, student engagement level, and usefulness of the scaffolding |