Trends and Issues in STEM plus C Research: A Bibliometric Perspective

被引:0
作者
Du, Hanxiang [1 ]
Xing, Wanli [1 ]
Pei, Bo [1 ]
Zeng, Yifang [2 ]
Lu, Jie [1 ]
Zhang, Yuanlin [3 ]
机构
[1] Univ Florida, Coll Educ, Gainesville, FL 32611 USA
[2] Texas Tech Univ, Coll Educ, Lubbock, TX 79409 USA
[3] Texas Tech Univ, Dept Comp Sci, Lubbock, TX 79409 USA
来源
CSEDU: PROCEEDINGS OF THE 14TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED EDUCATION - VOL 1 | 2022年
基金
美国国家科学基金会;
关键词
STEM plus C; Computational Thinking; Computing Education; COMPUTATIONAL THINKING; SLEEPING-BEAUTIES; SCHOOL; K-12; MATHEMATICS; EDUCATION;
D O I
10.5220/0010998800003182
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The integration of computing education or computational thinking with STEM majors has gained substantial research interests. A number of research papers of the topic were published. This work is to provide a comprehensive overview of literature in the STEM + C field through both bibliometric and content analysis. We conducted a systematic search to identify articles and utilized machine-learning-based techniques to analyze these articles. Common bibliometric indicators were used for bibliometric analysis. Machinelearning-based text mining techniques such as LDA topic modelling and flow analysis were used for content analysis. Our analysis spotted STEM + C publication trends, popular topics and their dynamics over time. This work also pinpointed commonly used methodologies for integration study for both PK, K-12 and higher education. Meanwhile, several future research directions were identified. This work contributes to the literature by systematically examining the existing literature and bringing machine-learning-based data mining techniques to the analysis.
引用
收藏
页码:69 / 80
页数:12
相关论文
共 54 条
  • [1] Bibliometrics: tracking research impact by selecting the appropriate metrics
    Agarwal, Ashok
    Durairajanayagam, Damayanthi
    Tatagari, Sindhuja
    Esteves, Sandro C.
    Harlev, Avi
    Henkel, Ralf
    Roychoudhury, Shubhadeep
    Homa, Sheryl
    Garrido Puchalt, Nicolas
    Ramasamy, Ranjith
    Majzoub, Ahmad
    Ly, Kim Dao
    Tvrda, Eva
    Assidi, Mourad
    Kesari, Kavindra
    Sharma, Reecha
    Banihani, Saleem
    Ko, Edmund
    Abu-Elmagd, Muhammad
    Gosalvez, Jaime
    Bashiri, Asher
    [J]. ASIAN JOURNAL OF ANDROLOGY, 2016, 18 (02) : 296 - 309
  • [2] [Anonymous], 2011, INT COMP
  • [3] [Anonymous], 2010, REPORT WORKSHOP SCOP, V1, P1, DOI DOI 10.17226/12840
  • [4] [Anonymous], 2012, SHUT RESTART WAY FOR
  • [5] Development of system thinking skills in the context of earth system education
    Assaraf, OBZ
    Orion, N
    [J]. JOURNAL OF RESEARCH IN SCIENCE TEACHING, 2005, 42 (05) : 518 - 560
  • [6] Barcelos TS, 2018, J UNIVERS COMPUT SCI, V24, P815
  • [7] Barr Valerie, 2011, ACM Inroads, V2, P48, DOI 10.1145/1929887.1929905
  • [8] Computational thinking and tinkering: Exploration of an early childhood robotics curriculum
    Bers, Marina Umaschi
    Flannery, Louise
    Kazakoff, Elizabeth R.
    Sullivan, Amanda
    [J]. COMPUTERS & EDUCATION, 2014, 72 : 145 - 157
  • [9] Latent Dirichlet allocation
    Blei, DM
    Ng, AY
    Jordan, MI
    [J]. JOURNAL OF MACHINE LEARNING RESEARCH, 2003, 3 (4-5) : 993 - 1022
  • [10] Bundy A., 2007, Journal of Scientific and Practical Computing, V1, P67