TY - GEN
T1 - How the habits of self-regulated academic writers are behaviorally facilitated?
AU - Cheng, Hercy N.H.
AU - Zhang, Xiaotong
N1 - Funding Information:
This study was financially supported by the Fundamental Research Funds for the Central Universities (CCNU19QN034).
Publisher Copyright:
© ICCE 2019 - 27th International Conference on Computers in Education, Proceedings. All rights reserved.
PY - 2019/11/19
Y1 - 2019/11/19
N2 - In this paper, the authors demonstrated online academic writing behaviors as an example to illustrate a habit loop in Interest-driven Creator (IDC) theory. A habit loop describes that the habitual routine of creation should be triggered by a cueing environment, and provide a sense of harmony. Furthermore, instead of using the theory as a design framework, the authors proposed that the IDC theory could also be used as an analysis framework. In this study, the authors aimed to explore how the habits of self-regulated academic writing were behaviorally facilitated. For this purpose, the authors collected behavioral data of graduate students in an online academic writing system for two months. The students were divided into high and low self-regulated learners. Their behavioral patterns were then computed separately with hidden Markov models. The results showed that the model of the high self-regulated learners included a small version of a creation loop and a habit loop, in which the academic writing were triggered by the behaviors of literature reading, self-monitoring, and co-authoring. Besides, after writing, the high self-regulated learners tended to go back to read more literature and monitor their progress. Conversely, in the model of the low self-regulated learners, all behaviors likely transited to writing without any evident loops, implying that the low self-regulated learners might be performance goal oriented.
AB - In this paper, the authors demonstrated online academic writing behaviors as an example to illustrate a habit loop in Interest-driven Creator (IDC) theory. A habit loop describes that the habitual routine of creation should be triggered by a cueing environment, and provide a sense of harmony. Furthermore, instead of using the theory as a design framework, the authors proposed that the IDC theory could also be used as an analysis framework. In this study, the authors aimed to explore how the habits of self-regulated academic writing were behaviorally facilitated. For this purpose, the authors collected behavioral data of graduate students in an online academic writing system for two months. The students were divided into high and low self-regulated learners. Their behavioral patterns were then computed separately with hidden Markov models. The results showed that the model of the high self-regulated learners included a small version of a creation loop and a habit loop, in which the academic writing were triggered by the behaviors of literature reading, self-monitoring, and co-authoring. Besides, after writing, the high self-regulated learners tended to go back to read more literature and monitor their progress. Conversely, in the model of the low self-regulated learners, all behaviors likely transited to writing without any evident loops, implying that the low self-regulated learners might be performance goal oriented.
KW - Academic writing
KW - Habits
KW - Hidden Markov models
KW - Self-regulated learning
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M3 - Conference contribution
AN - SCOPUS:85077690234
T3 - ICCE 2019 - 27th International Conference on Computers in Education, Proceedings
SP - 164
EP - 171
BT - ICCE 2019 - 27th International Conference on Computers in Education, Proceedings
A2 - Chang, Maiga
A2 - So, Hyo-Jeong
A2 - Wong, Lung-Hsiang
A2 - Shih, Ju-Ling
A2 - Yu, Fu-Yun
A2 - Banawan, Michelle P.
A2 - Chang, Ben
A2 - Chen, Weiqin
A2 - Coronel, Andrei D.
A2 - Gottipati, Swapna
A2 - Hoppe, H. Ulrich
A2 - Jong, Morris S.Y.
A2 - Liao, Calvin
A2 - Mason, Jon
A2 - Ouyang, Fan
A2 - Panjaburee, Patcharin
A2 - Rodrigo, Ma. Mercedes T.
A2 - Song, Yanjie
A2 - Srisawasdi, Niwat
A2 - Tlili, Ahmed
A2 - Yin, Chengjiu
PB - Asia-Pacific Society for Computers in Education
T2 - 27th International Conference on Computers in Education, ICCE 2019
Y2 - 2 December 2019 through 6 December 2019
ER -