Assessing the effectiveness of a chatbot workshop as experiential teaching and learning tool to engage undergraduate students

被引:0
作者
Kyong Jin Shim
Thomas Menkhoff
Lydia Ying Qian Teo
Clement Shi Qi Ong
机构
[1] Singapore Management University,School of Computing and Information Systems
[2] Singapore Management University,Lee Kong Chian School of Business
来源
Education and Information Technologies | 2023年 / 28卷
关键词
Chatbots; Natural Language Processing; Experiential Learning; Student Engagement; Learning Effectiveness;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, we empirically examine and assess the effectiveness of a chatbot workshop as experiential teaching and learning tool to engage undergraduate students enrolled in an elective course “Doing Business with A.I.” in the Lee Kong Chian School of Business (LKCSB) at Singapore Management University. The chatbot workshop provides non-STEM students with an opportunity to acquire basic skills to build a chatbot prototype using the ‘Dialogflow’ program. The workshop and the experiential learning activity are designed to impart conversation and user-centric design know how and know why to students. A key didactical aspect which informs the design and flow of the chatbot workshop is that novice learners with no or very little knowledge about A.I. recognize and create the important linkage between knowledge inputs and outputs of conversational agents powered by natural language processing (NLP) so that user queries can be effectively addressed. According to the study results, 90.7% of all surveyed students (n = 43) were satisfied with the experiential learning chatbot workshop; 81.4% of the respondents felt engaged while 81.3% of the participants reported moderate to high levels of competencies (81.3%) as result of the hands-on workshop. Almost all students surveyed (97.7%) felt that the experiential chatbot workshop had met the expected learning outcomes. Besides presenting empirical data that underscore the pedagogical usefulness of conducting an experiential Chatbot workshop in basic A.I. classes with special reference to NLP, we are trying to corroborate a conceptual model developed from learning theories and technology mediated learning (TML) models aimed at measuring the effects of a chatbot practicum on students’ engagement and motivation as potential drivers of successfully acquiring basic NLP skills and learner satisfaction. The paper provides useful practical information for instructors interested in deploying a practical chatbot workshop as effective TML tool in a tertiary educational context aimed at making learners ‘future-ready’.
引用
收藏
页码:16065 / 16088
页数:23
相关论文
共 43 条
[1]  
Augustyniak RA(2016)Intrinsic motivation: An overlooked component for student success Advances in Physiology Education 40 465-466
[2]  
Ables AZ(2004)Using the Dreyfus model of skill acquisition to describe and interpret skill acquisition and clinical judgment in nursing practice and education Bulletin of Science, Technology & Society 24 188-219
[3]  
Guilford P(2018)Chatbot: An Education Support System for Student Cyberspace Safety and Security 11161 291-302
[4]  
Lujan HL(2008)Self-Determination Theory: A Macrotheory of Human Motivation, Development, and Health Canadian Psychology 49 182-185
[5]  
Cortright RN(2015)Small sample research: Considerations beyond statistical power Prevention Science 16 1033-1036
[6]  
DiCarlo SE(2003)The role of autonomy support and autonomy orientation in pro-social behaviour engagement Motivation and Emotion 27 199-223
[7]  
Benner P(2021)The Impact of Anthropomorphism on Consumers’ Purchase Decision in Chatbot Commerce Journal of Internet Commerce 20 46-65
[8]  
Clarizia F(2005)A Measure of College Student Course Engagement The Journal of Educational Research 98 184-192
[9]  
Colace F(2018)Learning Engagement and Persistence in Massive Open Online Courses (MOOCS) Computers and Education 122 9-22
[10]  
Lombardi M(2015)Intrinsic motivation inventory: Psychometric properties in the context of first language and mathematics learning Psicologia, Reflexão e Crítica 28 434-443