Efficacy of the Technology Satisfaction Model (TSM): An Empirical Study

With the rapid uptake of the Internet and e-learning systems worldwide, online research databases have become necessary, even indispensable, tools for research and learning. The International Islamic University Malaysia (IIUM) recognizes the huge potential of databases in improving educational outcomes, and in promoting research among its students and academic staff. In line with its aim to become a research university and centre for educational excellence, the IIUM introduced its online database system in 2000 as part of its e-library services. However, despite a decade of existence, the database was found to be underutilized, especially by postgraduate students. As such, the prime objective of this study is to validate the Technology Satisfaction Model (TSM) to assess its efficacy on students' satisfaction in using online research databases in higher education. A total of 180 postgraduate students from four faculties (Education, Human Sciences, Engineering and Economics) were selected using stratified random sampling procedure. The questionnaires' reliability and validity were performed through a Rasch model using Winsteps version 3.49. The data were analyzed applying the Structural Equation Modeling to test the hypotheses of TSM. The results of this study revealed that computer self-efficacy had a statistically significant direct influence on perceived ease of use and perceived usefulness. Subsequently, students' perceived ease of use and perceived usefulness had statistically significant positive direct influence on their satisfaction in using online research databases. On the other hand, computer self-efficacy had a significant indirect influence on satisfaction mediated by perceived ease of use. Finally, computer self-efficacy also demonstrated a statistically significant indirect influence on satisfaction mediated by perceived usefulness of databases. The findings contributed that the TSM is viable to examine the successful integration of online research databases among postgraduate students in higher education.

[1]  Ibrahim M. Al-Jabri Adoption and Use of Information Technology in Mandatory Settings: Preliminary Insights from Saudi Arabia , 2010, AMCIS.

[2]  Echo Huang,et al.  Use and gratification in e-consumers , 2008, Internet Res..

[3]  Chorng-Jee Guo,et al.  An Empirical Assessment of Science Teachers’ Intentions Toward Technology Integration , 2008 .

[4]  Kenneth B. Tingey,et al.  A Three-Tiered Approach to Global E-Commerce: Experiences of Nu Skin International , 2002 .

[5]  A. Y. M. Atiquil Islam,et al.  Validation of the Technology Satisfaction Model (TSM) Developed in Higher Education: The Application of Structural Equation Modeling , 2014, Int. J. Technol. Hum. Interact..

[6]  Miriam J. Metzger,et al.  College student Web use, perceptions of information credibility, and verification behavior , 2003, Comput. Educ..

[7]  Carol Tenopir,et al.  Use and Users of Electronic Library Resources: An Overview and Analysis of Recent Research Studies , 2003 .

[8]  Nancy Law,et al.  Development of information search expertise: research students' knowledge of databases , 2005, Online Inf. Rev..

[9]  M. Kinzie,et al.  Computer technologies: Attitudes and self-efficacy across undergraduate disciplines , 1994 .

[10]  David M. Szymanski,et al.  E-satisfaction: an initial examination , 2000 .

[11]  J. Sinnasamy,et al.  The Use of Subscribed Online Databases among the Postgraduates at the University of Malaya Library , 2007 .

[12]  Yair Levy,et al.  Emerging Educational Technology: Assessing the Factors that Influence Instructors' Acceptance in Information Systems and Other Classrooms , 2008, J. Inf. Syst. Educ..

[13]  Roger Azevedo,et al.  Learning With Computer-Based Learning Environments: A Literature Review of Computer Self-Efficacy , 2009 .

[14]  Edward Spence,et al.  Luciano Floridi's Metaphysical Theory of Information Ethics: A Critical Appraisal and an Alternative Neo-Gewirthian Information Ethics , 2010, Int. J. Technol. Hum. Interact..

[15]  Fred D. Davis,et al.  User Acceptance of Computer Technology: A Comparison of Two Theoretical Models , 1989 .

[16]  R. Bagozzi,et al.  An attitudinal model of technology-based self-service: Moderating effects of consumer traits and situational factors , 2002 .

[17]  Kamal Basha Madarsha,et al.  Faculty's acceptance of computer based technology: Cross-validation of an extended model , 2010 .

[18]  Robert LaRose,et al.  Internet Self-Efficacy and the Psychology of the Digital Divide , 2006, J. Comput. Mediat. Commun..

[19]  Fred D. Davis User Acceptance of Information Technology: System Characteristics, User Perceptions and Behavioral Impacts , 1993, Int. J. Man Mach. Stud..

[20]  Lori Baker-Eveleth,et al.  Students’ intentions to purchase electronic textbooks , 2013, Journal of Computing in Higher Education.

[21]  Cheol Park,et al.  Mobile technology usage and B2B market performance under mandatory adoption , 2008 .

[22]  Lorne Olfman,et al.  Differential Impacts of Social Presence on the Behavior Modeling Approach , 2005, Int. J. Technol. Hum. Interact..

[23]  Elena Karahanna,et al.  Time Flies When You're Having Fun: Cognitive Absorption and Beliefs About Information Technology Usage , 2000, MIS Q..

[24]  M. Lynne Neufeld,et al.  Database history: from dinosaurs to compact discs , 1986 .

[25]  Ricardo Gomez,et al.  Users of ICT at Public Access Centers: Age, Education, Gender, and Income Differences in Users , 2011, Int. J. Inf. Commun. Technol. Hum. Dev..

[26]  Cnd Punchihewa,et al.  Use of online journals and databases: a case study based University of Moratuwa , 2008 .

[27]  M. Sobel Asymptotic Confidence Intervals for Indirect Effects in Structural Equation Models , 1982 .

[28]  Neeru Malhotra,et al.  Antecedents and consequences of service quality in consumer evaluation of self-service internet technologies , 2008 .

[29]  John Shine,et al.  Extending the New Technology Acceptance Model to Measure the End User Information Systems Satisfaction in a Mandatory Environment: A Bank's Treasury , 2003, Technol. Anal. Strateg. Manag..

[30]  Rajiv Kohli,et al.  Antecedents of B2C Channel Satisfaction and Preference: Validating e-Commerce Metrics , 2002, Inf. Syst. Res..

[31]  Abu Yousuf,et al.  VIABILITY OF THE EXTENDED TECHNOLOGY ACCEPTANCE MODEL: AN EMPIRICAL STUDY , 2011 .

[32]  Mehdi Khosrowpour Cases on the Human Side of Information Technology , 2006 .

[33]  Susheel Chhabra ICT Influences on Human Development, Interaction, and Collaboration , 2012 .

[34]  D. Wallace,et al.  A statewide information databases program: what difference does it make to academic libraries? , 2004 .