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Enriching problem-solving followed by instruction with explanatory accounts of emotions
Problem-solving followed by instruction (PS-I) is a powerful design shown to transform students' conceptual understanding and transfer. Within PS-I, no research has examined how moment-by-moment determinants of affective states impact the problem-solving phase and posttest performance. I develo...
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Published in: | The Journal of the learning sciences 2022-03, Vol.31 (2), p.151-198 |
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Main Author: | |
Format: | Article |
Language: | English |
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Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
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Summary: | Problem-solving followed by instruction (PS-I) is a powerful design shown to transform students' conceptual understanding and transfer. Within PS-I, no research has examined how moment-by-moment determinants of affective states impact the problem-solving phase and posttest performance.
I develop a multimodal learning analytics pipeline to (a) infer affective states in PS-I via observable facial movements, (b) understand how the incidence and temporal dynamics of these states vary based on manipulating the problem-solving context with scaffolding strategies (failure-driven, success-driven, none) in an experimental study (N = 132), and (c) assess the extent to which affective states might explain learning.
Students exposed to failure-driven scaffolding show exclusive dynamics comprising shame, a self-conscious emotion associated with metacognitive and cognitive benefits. Failure-driven scaffolding also creates opportunities for relatively greater emotional displays of knowledge emotions (e.g., surprise, interest). Hostile emotions differentially impact learning in PS-I, with the incidence of anger and disgust showing positive associations and the incidence of contempt showing a negative association. Finally, pleasurable emotions (e.g., happiness) positively associate with isomorphic posttest performance but negatively associate with non-isomorphic and transfer posttests.
Overt changes in facial movements reflective of students experiencing negative emotional states act as catalysts for learning. |
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ISSN: | 1050-8406 1532-7809 |
DOI: | 10.1080/10508406.2021.1964506 |