{"title":"Determinants of Digital Transformation Adoption in Education: An Evaluation of a Post-pandemic Case Study in Vietnam","authors":"Huong Thi Pham","doi":"10.47750/jett.2023.14.02.044","DOIUrl":null,"url":null,"abstract":"In recent years, digital transformation (DT) has emerged as a subject with numerous promise advantages across several industries. Prior papers focused mostly on identifying benefits and obstacles, but less is known about validation, particularly in the educational sector. Thus, the objective of this study is to fill the gap by examining the factors that influence the acceptance of digital transformation in the education setting. 318 prospective adopters of DT consented to participate in this research by completing an online survey through Google Form. These samples were divided into 159 individuals for exploratory factor analysis (EFA) and 159 observations for confirmatory factor analysis (CFA). The EFA favored a five-factor model, which was shown to explain over 69% of the data variance. The tentative names for these hidden variables were policy, efficiency, knowledge, facilitating conditions, and behavioral intention. Two items were excluded from the scale measurement due to cross-loading on other factors. The findings of the CFA confirmed and validated the five-factor model, with all test measures meeting the predefined thresholds, indicating an acceptable fit. As opposed to evaluating individual indicators, the findings of this study present five crucial topics for instructors, educators, and policymakers to examine, and they also provide a foundation for interested researchers to perform further studies.","PeriodicalId":1,"journal":{"name":"Accounts of Chemical Research","volume":null,"pages":null},"PeriodicalIF":16.4000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Accounts of Chemical Research","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.47750/jett.2023.14.02.044","RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
Abstract
In recent years, digital transformation (DT) has emerged as a subject with numerous promise advantages across several industries. Prior papers focused mostly on identifying benefits and obstacles, but less is known about validation, particularly in the educational sector. Thus, the objective of this study is to fill the gap by examining the factors that influence the acceptance of digital transformation in the education setting. 318 prospective adopters of DT consented to participate in this research by completing an online survey through Google Form. These samples were divided into 159 individuals for exploratory factor analysis (EFA) and 159 observations for confirmatory factor analysis (CFA). The EFA favored a five-factor model, which was shown to explain over 69% of the data variance. The tentative names for these hidden variables were policy, efficiency, knowledge, facilitating conditions, and behavioral intention. Two items were excluded from the scale measurement due to cross-loading on other factors. The findings of the CFA confirmed and validated the five-factor model, with all test measures meeting the predefined thresholds, indicating an acceptable fit. As opposed to evaluating individual indicators, the findings of this study present five crucial topics for instructors, educators, and policymakers to examine, and they also provide a foundation for interested researchers to perform further studies.
期刊介绍:
Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance.
Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.