Cargando…

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

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 Univ...

Descripción completa

Detalles Bibliográficos
Autores principales: Shim, Kyong Jin, Menkhoff, Thomas, Teo, Lydia Ying Qian, Ong, Clement Shi Qi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10161162/
https://www.ncbi.nlm.nih.gov/pubmed/37361735
http://dx.doi.org/10.1007/s10639-023-11795-5
_version_ 1785037433825394688
author Shim, Kyong Jin
Menkhoff, Thomas
Teo, Lydia Ying Qian
Ong, Clement Shi Qi
author_facet Shim, Kyong Jin
Menkhoff, Thomas
Teo, Lydia Ying Qian
Ong, Clement Shi Qi
author_sort Shim, Kyong Jin
collection PubMed
description 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’. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10639-023-11795-5.
format Online
Article
Text
id pubmed-10161162
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Springer US
record_format MEDLINE/PubMed
spelling pubmed-101611622023-05-09 Assessing the effectiveness of a chatbot workshop as experiential teaching and learning tool to engage undergraduate students Shim, Kyong Jin Menkhoff, Thomas Teo, Lydia Ying Qian Ong, Clement Shi Qi Educ Inf Technol (Dordr) Article 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’. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10639-023-11795-5. Springer US 2023-05-05 /pmc/articles/PMC10161162/ /pubmed/37361735 http://dx.doi.org/10.1007/s10639-023-11795-5 Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2023, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Shim, Kyong Jin
Menkhoff, Thomas
Teo, Lydia Ying Qian
Ong, Clement Shi Qi
Assessing the effectiveness of a chatbot workshop as experiential teaching and learning tool to engage undergraduate students
title Assessing the effectiveness of a chatbot workshop as experiential teaching and learning tool to engage undergraduate students
title_full Assessing the effectiveness of a chatbot workshop as experiential teaching and learning tool to engage undergraduate students
title_fullStr Assessing the effectiveness of a chatbot workshop as experiential teaching and learning tool to engage undergraduate students
title_full_unstemmed Assessing the effectiveness of a chatbot workshop as experiential teaching and learning tool to engage undergraduate students
title_short Assessing the effectiveness of a chatbot workshop as experiential teaching and learning tool to engage undergraduate students
title_sort assessing the effectiveness of a chatbot workshop as experiential teaching and learning tool to engage undergraduate students
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10161162/
https://www.ncbi.nlm.nih.gov/pubmed/37361735
http://dx.doi.org/10.1007/s10639-023-11795-5
work_keys_str_mv AT shimkyongjin assessingtheeffectivenessofachatbotworkshopasexperientialteachingandlearningtooltoengageundergraduatestudents
AT menkhoffthomas assessingtheeffectivenessofachatbotworkshopasexperientialteachingandlearningtooltoengageundergraduatestudents
AT teolydiayingqian assessingtheeffectivenessofachatbotworkshopasexperientialteachingandlearningtooltoengageundergraduatestudents
AT ongclementshiqi assessingtheeffectivenessofachatbotworkshopasexperientialteachingandlearningtooltoengageundergraduatestudents