TY - JOUR
T1 - Examining the critical role of evaluation and adaptation in self-regulated learning
AU - Raković, Mladen
AU - Bernacki, Matthew L.
AU - Greene, Jeffrey A.
AU - Plumley, Robert D.
AU - Hogan, Kelly A.
AU - Gates, Kathleen M.
AU - Panter, Abigail T.
N1 - Funding Information:
This research was supported by the U.S. National Science Foundation Award DUE-1821594. The opinions, findings, and conclusions, or recommendations expressed are those of the authors and do not necessarily reflect the views of the National Science Foundation.
Publisher Copyright:
© 2021 The Authors
PY - 2022/1
Y1 - 2022/1
N2 - Researchers and many educators agree that the ability to self-regulate learning is important for academic success. Yet, many students struggle to anticipate learning difficulties and adjust accordingly. Further, despite theorizing that self-regulated learning involves adaptation across learning cycles, few researchers have examined students’ evaluative judgments, their implications for students’ behavior in a subsequent learning cycle, or their effects on achievement. Utilizing data from a large, introductory college biology course, we examined how struggling students’ evaluative judgments made after a first unit exam predicted changes in learning behaviors as well as how those changes predicted performance on a subsequent exam. We used natural language processing to analyze data from a reflective essay written after a first unit exam, identifying language that reflected evaluation of prior studying and plans to adapt learning. Then, we utilized digital traces of learning behaviors to measure students’ actual adaptation of their use of learning resources. Results from a path analysis revealed students’ evaluations predicted how extensively they discussed plans to adapt their learning process. Plans to adapt described in written reflections predicted an increase in the frequency of desirable learning behaviors, which in turn predicted higher subsequent exam scores, after controlling for previous exam performance. These findings provide empirical evidence of multiple theorized self-regulated learning processes, including how evaluations of learning at the end of a learning cycle can inform planning and behavior changes in a subsequent learning cycle, and that increases in the enactment of effective learning strategies predict improved performance in complex learning tasks.
AB - Researchers and many educators agree that the ability to self-regulate learning is important for academic success. Yet, many students struggle to anticipate learning difficulties and adjust accordingly. Further, despite theorizing that self-regulated learning involves adaptation across learning cycles, few researchers have examined students’ evaluative judgments, their implications for students’ behavior in a subsequent learning cycle, or their effects on achievement. Utilizing data from a large, introductory college biology course, we examined how struggling students’ evaluative judgments made after a first unit exam predicted changes in learning behaviors as well as how those changes predicted performance on a subsequent exam. We used natural language processing to analyze data from a reflective essay written after a first unit exam, identifying language that reflected evaluation of prior studying and plans to adapt learning. Then, we utilized digital traces of learning behaviors to measure students’ actual adaptation of their use of learning resources. Results from a path analysis revealed students’ evaluations predicted how extensively they discussed plans to adapt their learning process. Plans to adapt described in written reflections predicted an increase in the frequency of desirable learning behaviors, which in turn predicted higher subsequent exam scores, after controlling for previous exam performance. These findings provide empirical evidence of multiple theorized self-regulated learning processes, including how evaluations of learning at the end of a learning cycle can inform planning and behavior changes in a subsequent learning cycle, and that increases in the enactment of effective learning strategies predict improved performance in complex learning tasks.
KW - Adaptation
KW - Evaluation
KW - Metacognition
KW - Reflective writing
KW - Self-regulated learning
UR - https://www.scopus.com/pages/publications/85119374162
U2 - 10.1016/j.cedpsych.2021.102027
DO - 10.1016/j.cedpsych.2021.102027
M3 - Article
AN - SCOPUS:85119374162
SN - 0361-476X
VL - 68
JO - Contemporary Educational Psychology
JF - Contemporary Educational Psychology
M1 - 102027
ER -