Validation of the UTAUT Model: Re-Considering Non-Linear Relationships of Exogeneous Variables in Higher Education Technology Acceptance Research

被引:47
作者
Bervell, Brandford [1 ]
Umar, Irfan Naufal [2 ]
机构
[1] Univ Cape Coast, Coll Distance Educ, Cape Coast, Ghana
[2] Univ Sains Malaysia, Ctr Instruct Technol & Multimedia, George Town, Malaysia
关键词
UTAUT exogeneous variables; linear relationships; non-linear relationships; technology acceptance; distance higher education; USER ACCEPTANCE;
D O I
10.12973/ejmste/78076
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
Over the years, The Unified Theory of Acceptance and Use of Technology (UTAUT) has served many researchers in unravelling technology acceptance intentions. What has become a chasm in the literature has been the seeming exclusion of non-linear relationships of UTAUT exogeneous variables (Performance Expectancy, Effort Expectancy, Social Influence and Facilitating Conditions) in model formation and the overall determination of construct predictive relationships. Secondly, there is a dearth in technology acceptance research in distance-based higher education settings. In an attempt to bridge these gaps, this study adopted the UTAUT model and utilized the Partial Least Squares approach to evaluate a combined linear and non-linear relationships based UTAUT model. The survey design was employed in which a questionnaire was used to obtain data from a sample of 267 respondents (tutors) from a distance-based higher education milieu with a country-wide distribution. Results obtained indicated that non-linear relationships exist between exogeneous factors to better explain constructs' behaviour in the model. A new relationship between facilitating condition and social influence was also discovered. The study thus concluded that in technology acceptance research, there is the need to include non-linear relationships in the UTAUT model to augment the predictive effects and explanations of the constructs' relationships. It further recommended a comparative analysis between a proposed comprehensive UTAUT model with non-linear relationships and moderators to the original UTAUT model for further empirical analysis. This is to compare results in terms of coefficient of determination (R-2) and predictive relevance (Q(2)).
引用
收藏
页码:6471 / 6490
页数:20
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