Analysis of the Web Application on Bayes' Theorem Considering Data Science and Technological Acceptance Model

Autor/inn/en	Salas-Rueda, Ricardo-Adan; Salas-Rueda, Erika-Patricia; Salas-Rueda, Rodrigo-David
Titel	Analysis of the Web Application on Bayes' Theorem Considering Data Science and Technological Acceptance Model
Quelle	In: Turkish Online Journal of Distance Education, 22 (2021) 3, Artikel 4 (26 Seiten)Infoseite zur Zeitschrift PDF als Volltext kostenfreie Datei Verfügbarkeit
Zusatzinformation	ORCID (Salas-Rueda, Ricardo-Adan) ORCID (Salas-Rueda, Erika-Patricia) ORCID (Salas-Rueda, Rodrigo-David)
Sprache	englisch
Dokumenttyp	gedruckt; online; Zeitschriftenaufsatz
ISSN	1302-6488
Schlagwörter	Bayesian Statistics; Probability; College Students; Business Administration Education; Statistics Education; Foreign Countries; Information Technology; Learning Analytics; Technology Uses in Education; Mexico + Suchen Sie Ihr Suchwort? Wahrscheinlichkeitsrechnung; Wahrscheinlichkeitstheorie; Collegestudent; Ausland; Informationstechnologie; Technology enhanced learning; Technology aided learning; Technologieunterstütztes Lernen; Mexiko
Abstract	This mixed research aims to design and implement the Web Application on Bayes' Theorem (WABT) in the Statistical Instrumentation for Business subject. WABT presents the procedure to calculate the probability of Bayes' Theorem through the simulation of data about the supply of products. Technology Acceptance Model (TAM), machine learning and data science are used to analyze the impact of WABT on the educational process. The results of machine learning (60%, 70% and 80% of training) indicate that WABT positively influences the Motivation, Autonomy, Personalized learning and Active role. Data science identifies predictive models of the impact of WABT on the teaching and learning process through the decision tree technique. In addition, WABT is a pleasant, simple, useful and innovative web tool for the educational field. Finally, teachers can use TAM model, data science and machine learning in order to identify the impact of digital tools on the educational process. (As Provided).
Anmerkungen	Anadolu University. Office of the Rector, Eskisehir, 26470, Turkey. Tel: +90-222-335-34-53; Fax: +90-222-335-34-86; e-mail: rektor@anadolu.edu.tr; e-mail: TOJDE@anadolu.edu.tr; Web site: http://tojde.anadolu.edu.tr/
Erfasst von	ERIC (Education Resources Information Center), Washington, DC
Update	2024/1/01