Linear regression model to predict the use of artificial intelligence in experimental science students

被引:0
作者
Hinostroza, Elizeth Mayrene Flores [1 ,2 ]
Mendoza, Derling Jose [2 ,3 ]
Cejas, Mercedes Navarro [1 ,2 ]
Trujillo, Edinson Patricio Palacios [2 ,4 ]
机构
[1] Univ Tecn Manabi, Portoviejo, Ecuador
[2] Univ Nacl Chimborazo, Riobamba Canton, Ecuador
[3] Univ Nacl Educ, Chuquipata Sect, Loja, Ecuador
[4] Univ Estatal Penisula Santa Elena, La Libertad, Ecuador
关键词
artificial intelligence; digital resources; professional competencies; higher education; technology integration; multiple regression analysis;
D O I
10.29333/iejme/15736
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
This study builds on the increasing relevance of technology integration in higher education, specifically in artificial intelligence (AI) usage in educational contexts. Background research highlights the limited exploration of AI training in educational programs, particularly within Latin America. AI has become increasingly pivotal in educational practices, influencing the development of competencies in various disciplines, including experimental sciences. This study aimed to describe the correlation between professional competencies in AI, AI usage, and digital resources among students in the experimental sciences education program at the National University of Chimborazo. Methodologically, a quantitative approach was employed, involving a structured survey distributed among 459 students. Data analysis was conducted using multiple regression models to establish predictive insights into AI usage. A multiple linear regression model was developed to predict AI usage among these students. The analysis revealed significant correlations between AI competencies, AI usage, and digital resources. The regression model highlighted that both AI competencies and digital resources are significant predictors of AI usage. These findings underscore the importance of developing AI competencies and providing access to digital resources to enhance the effective use of AI in educational practices. Limitations and future research directions are discussed.
引用
收藏
页数:9
相关论文
共 30 条
  • [11] Artificial intelligence applied to education and educational assessment at the university: introduction of intelligent tutoring systems, recognition systems, and other future trends.
    Hernandez-Leon, Nuria
    Rodriguez-Conde, Maria-Jose
    [J]. RED-REVISTA DE EDUCACION A DISTANCIA, 2024, 24 (78):
  • [12] Artificial Intelligence in Higher Education: A Bibliometric Study on its Impact in the Scientific Literature
    Hinojo-Lucena, Francisco-Javier
    Aznar-Diaz, Inmaculada
    Caceres-Reche, Maria-Pilar
    Romero-Rodriguez, Jose-Maria
    [J]. EDUCATION SCIENCES, 2019, 9 (01):
  • [13] Holmes W., 2023, Guidance for generative AI in education and research, DOI [10.54675/EWZM9535, DOI 10.54675/EWZM9535]
  • [14] Artificial intalligence in special education: a systematic review
    Hopcan, Sinan
    Polat, Elif
    Ozturk, Mehmet Emin
    Ozturk, Lutfi
    [J]. INTERACTIVE LEARNING ENVIRONMENTS, 2023, 31 (10) : 7335 - 7353
  • [15] How artificial intelligence (AI) supports nursing education: profiling the roles, applications, and trends of AI in nursing education research (1993-2020)
    Hwang, Gwo-Jen
    Tang, Kai-Yu
    Tu, Yun-Fang
    [J]. INTERACTIVE LEARNING ENVIRONMENTS, 2024, 32 (01) : 373 - 392
  • [16] Qualitative ethical technology assessment of artificial intelligence (AI) and the internet of things (IoT) among filipino Gen Z members: implications for ethics education in higher learning institutions
    Jabar, Melvin
    Chiong-Javier, Elena
    Sherer, Penchan Pradubmook
    [J]. ASIA PACIFIC JOURNAL OF EDUCATION, 2024,
  • [17] Pedagogy Wheel for Artificial Intelligence: adaptation of Carrington's Wheel
    Jimenez-Garcia, Eva
    Martinez, Natalia Orenes
    Lopez-Fraile, Luis Antonio
    [J]. RIED-REVISTA IBEROAMERICANA DE EDUCACION A DISTANCIA, 2024, 27 (01): : 87 - 113
  • [18] Cheating in the age of generative AI: A high school survey study of cheating behaviors before and after the release of ChatGPT
    Lee V.R.
    Pope D.
    Miles S.
    Zárate R.C.
    [J]. Computers and Education: Artificial Intelligence, 2024, 7
  • [19] Mendoza D. J. M., 2023, Journal of Education and Learning, V17, P613, DOI [10.11591/edulearn.v17i4.20945, DOI 10.11591/EDULEARN.V17I4.20945]
  • [20] Artificial intelligence (AI), conversational agents, and generative AI: implications for adult education practice and research
    Milana, Marcella
    Brandi, Ulrik
    Hodge, Steven
    Hoggan-Kloubert, Tetyana
    [J]. INTERNATIONAL JOURNAL OF LIFELONG EDUCATION, 2024, 43 (01) : 1 - 7