Year 2021, Volume 22 , Issue 3, Pages 55 - 78 2021-07-01

ANALYSIS OF THE WEB APPLICATION ON BAYES’ THEOREM CONSIDERING DATA SCIENCE AND TECHNOLOGICAL ACCEPTANCE MODEL

Ricardo-adan SALAS-RUEDA [1] , Erika-patricia SALAS-RUEDA [2] , Erika-patricia SALAS-RUEDA [3]


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.
Technology, learning, TAM model, data science, learning machine
  • Abbott, R. (2016). Embracing Digital Technologies in Classroom Practice: The Impact of Teacher Identity. Australian Educational Computing, 31(2), 1-26.
  • Alvarez Alvarez, C. & Garcia, J. I. (2017). The management of schools’ websites in Cantabria Spain. Research in Learning Technology, 25(1), 1-12. doi: http://dx.doi.org/10.1080/21567069.2017.1270579
  • Aparicio, M., Bacao, F., & Oliveira, T. (2016). Cultural impacts on e-learning systems success. The Internet and Higher Education, 31, 58-70. doi: https://doi.org/10.1016/j.iheduc.2016.06.003
Primary Language en
Subjects Social
Journal Section Articles
Authors

Author: Ricardo-adan SALAS-RUEDA (Primary Author)
Institution: Ciudad Universitaria
Country: Mexico


Author: Erika-patricia SALAS-RUEDA
Institution: Ciudad Universitaria
Country: Mexico


Author: Erika-patricia SALAS-RUEDA
Institution: Ciudad Universitaria
Country: Mexico


Dates

Application Date : November 26, 2018
Acceptance Date : July 24, 2021
Publication Date : July 1, 2021

APA Salas-rueda, R , Salas-rueda, E , Salas-rueda, E . (2021). ANALYSIS OF THE WEB APPLICATION ON BAYES’ THEOREM CONSIDERING DATA SCIENCE AND TECHNOLOGICAL ACCEPTANCE MODEL . Turkish Online Journal of Distance Education , 22 (3) , 55-78 . DOI: 10.17718/tojde.961819