Adopt or abandon: Facilitators and barriers of in-service teachers' integration of game learning analytics in K-12 classrooms?

被引:5
作者
Liu, Yiming [1 ]
Ng, Jeremy Tzi Dong [1 ]
Hu, Xiao [1 ]
Ma, Zhengyang [2 ]
Lai, Xiaoyan [3 ]
机构
[1] Univ Hong Kong, Fac Educ, Hong Kong, Peoples R China
[2] Hong Kong Univ Sci & Technol Guangzhou, Computat Media & Arts Thrust, Guangzhou, Peoples R China
[3] Guangdong Polytech Normal Univ, Sch Educ Sci, Guangzhou, Peoples R China
关键词
Data science applications in education; Games; Human-computer interface; Mobile learning; TECHNOLOGY ACCEPTANCE; CONTENT KNOWLEDGE; PERCEPTIONS; BELIEFS; TECHNOSTRESS; INSTRUMENT; GENDER;
D O I
10.1016/j.compedu.2023.104951
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Game learning analytics (GLA) is an emerging technology that facilitates teachers' evidencebased pedagogical design and assessments. Despite its affordances and potential in K-12 classrooms, teachers' integration of GLA in teaching practices remains largely unexplored. This study implemented an educational game on collaborative problem solving (CPS) and a GLA system for assisting K-12 teachers in evaluating students' CPS skills and processes and quest performance and engagement. Based on the integrative model of behavioural prediction, this study aimed to examine 1) the extent to which personal, environmental, and technological factors affected teachers' usage intention and behaviour towards the GLA system, 2) the effects of moderators on the intention-behaviour relationship, and 3) how the structural model relationships differed across teachers with various individual characteristics. Survey data from 300 in-service teachers from Chinese primary and secondary schools were collected and analysed using partial least squares structural equation modelling. Results indicated that our model demonstrated strong insample and out-of-sample predictive power. In particular, teachers' attitudes, subjective norms, and self-efficacy influenced their behavioural intention, while technological pedagogical content knowledge, school support, and behavioural intention predicted their actual behaviour. In addition, technostress acted as a significant moderator of the intention-behaviour relationship. Moreover, teachers' gaming preferences, teaching subjects, and years of teaching explained the heterogeneity of their GLA usage. This study contributes to a theoretical understanding of and methodological advancements in studying teachers' usage intention and behaviour on GLA and yields practical implications for the design and implementation of GLA in K-12 classrooms.
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页数:23
相关论文
共 73 条
[1]   Teachers in school-based technology innovations: A typology of their beliefs on teaching and technology [J].
Admiraal, Wilfried ;
Louws, Monika ;
Lockhorst, Ditte ;
Paas, Tineke ;
Buynsters, Michael ;
Cviko, Amina ;
Janssen, Caressa ;
de Jonge, Mario ;
Nouwens, Suzan ;
Post, Lysanne ;
van der Ven, Frauke ;
Kester, Liesbeth .
COMPUTERS & EDUCATION, 2017, 114 :57-68
[2]   THE THEORY OF PLANNED BEHAVIOR [J].
AJZEN, I .
ORGANIZATIONAL BEHAVIOR AND HUMAN DECISION PROCESSES, 1991, 50 (02) :179-211
[3]  
Ajzen I., 1980, UNDERSTANDING ATTITU
[4]   An empirical examination of continuous intention to use m-learning: An integrated model [J].
Al-Emran, Mostafa ;
Arpaci, Ibrahim ;
Salloum, Said A. .
EDUCATION AND INFORMATION TECHNOLOGIES, 2020, 25 (04) :2899-2918
[5]   Applications of data science to game learning analytics data: A systematic literature review [J].
Alonso-Fernandez, Cristina ;
Calvo-Morata, Antonio ;
Freire, Manuel ;
Martinez-Ortiz, Ivan ;
Fernandez-Manjon, Baltasar .
COMPUTERS & EDUCATION, 2019, 141
[6]   STRUCTURAL EQUATION MODELING IN PRACTICE - A REVIEW AND RECOMMENDED 2-STEP APPROACH [J].
ANDERSON, JC ;
GERBING, DW .
PSYCHOLOGICAL BULLETIN, 1988, 103 (03) :411-423
[7]  
Archambault Leanna, 2009, Contemporary Issues in Technology and Teacher Education, V9, P71
[8]   Teacher Perception of the Adoption and Implementation of DGBL in Their Classroom Teaching: Adoption and Implementation of DGBL Among Teachers [J].
Avidov-Ungar, Orit ;
Hayak, Merav .
INTERNATIONAL JOURNAL OF GAME-BASED LEARNING, 2021, 11 (01) :17-30
[9]  
Ayyagari R, 2011, MIS QUART, V35, P831
[10]  
Bandura A., 1986, SOCIAL FDN THOUGHT A, DOI DOI 10.5465/AMR.1987.4306538