Cluster and Sentiment Analyses of YouTube Textual Feedback of Programming Language Learners to Enhance Learning in Programming

作者: Rex P. Bringula , John Noel Victorino , Marlene M. De Leon , Ma. Regina Estuar

DOI: 10.1007/978-3-030-32523-7_67

关键词: World Wide WebGratitudeCluster (physics)Sentiment analysisHelpfulnessContent developmentComputer scienceLearning to programPython (programming language)

摘要: This study intends to determine the clusters and sentiments of feedback YouTube users in learning program Python C++. Toward this goal, a total 2,583 on introductory video tutorials about C++ were collected. It is found that words “thanks” “thank” most frequently occurring word both videos – indicating appreciation helpfulness tutorials. The results k-means cluster analyses further disclosed groups are similar across two languages, i.e., confirmation, helpfulness, gratitude, recommendation. expressed positive towards tutorial videos. Implications teaching programming content development presented. Limitations also offered.

参考文章(18)
Mark O. Pendergast, Teaching Introductory Programming to IS Students: Java Problems and Pitfalls Journal of Information Technology Education. ,vol. 5, pp. 491- 515 ,(2006) , 10.28945/261
D. N. Perkins, Fay Martin, Fragile knowledge and neglected strategies in novice programmers Papers presented at the first workshop on empirical studies of programmers on Empirical studies of programmers. pp. 213- 229 ,(1986)
Christine Rogerson, Elsje Scott, The Fear Factor: How It Affects Students Learning to Program in a Tertiary Environment Journal of Information Technology Education. ,vol. 9, pp. 147- 171 ,(2010) , 10.28945/1183
Dorothy DeWitt, Norlidah Alias, Saedah Siraj, Mohd Yusaini Yaakub, Juhara Ayob, Rosman Ishak, The Potential of Youtube for Teaching and Learning in the Performing Arts Procedia - Social and Behavioral Sciences. ,vol. 103, pp. 1118- 1126 ,(2013) , 10.1016/J.SBSPRO.2013.10.439
Huey Zher Ng, Raja Maznah Raja Hussain, Empowering learners as the owners of feedback while YouTube‐ing Interactive Technology and Smart Education. ,vol. 6, pp. 274- 285 ,(2009) , 10.1108/17415650911009254
Victoria S.S. Wong, Matthew Stevenson, Linda Selwa, The presentation of seizures and epilepsy in YouTube videos Epilepsy & Behavior. ,vol. 27, pp. 247- 250 ,(2013) , 10.1016/J.YEBEH.2013.01.017
Taylan Akgun, Can Yucel Karabay, Gonenc Kocabay, Arzu Kalayci, Vecih Oduncu, Ahmet Guler, Selcuk Pala, Cevat Kirma, Learning electrocardiogram on YouTube: How useful is it? Journal of Electrocardiology. ,vol. 47, pp. 113- 117 ,(2014) , 10.1016/J.JELECTROCARD.2013.09.004
Carmen Zahn, Roy Pea, Friedrich W. Hesse, Joe Rosen, Comparing Simple and Advanced Video Tools as Supports for Complex Collaborative Design Processes The Journal of the Learning Sciences. ,vol. 19, pp. 403- 440 ,(2010) , 10.1080/10508401003708399
Rex P. Bringula, Rea A. Aborot, Patrick James G. Lim, Karl Christian C. Canlas, Sean Michael S. Amador, HCI Development Group, "Why computing students are not using e-resources?": Evidence from the University of the East western canadian conference on computing education. pp. 2- ,(2014) , 10.1145/2597959.2597960
Martin C. Carlisle, Using You Tube to enhance student class preparation in an introductory Java course Proceedings of the 41st ACM technical symposium on Computer science education - SIGCSE '10. pp. 470- 474 ,(2010) , 10.1145/1734263.1734419