The effect of emotional feedback on behavioral intention to use computer based assessment

This study introduces emotional feedback as a construct in an acceptance model. It explores the effect of emotional feedback on behavioral intention to use Computer Based Assessment (CBA). A female Embodied Conversational Agent (ECA) with empathetic encouragement behavior was displayed as emotional feedback. More specifically, this research aims at investigating the effect of Emotional Feedback on Behavioral Intention to Use a CBA system, Perceived Playfulness, Perceived Usefulness, Perceived Ease of Use, Content and Facilitating Conditions. An appropriate survey questionnaire was completed by 134 students. Results demonstrate that Emotional Feedback has a direct effect on Behavioral Intention to Use a CBA system and on other crucial determinants of Behavioral Intention. Finally, the proposed acceptance model for computer based assessment extended with the Emotional Feedback variable explains approximately 52% of the variance of Behavioral Intention.     

Customers’ perceptions and intention to adopt Internet banking: the moderation effect of computer self-efficacy

In the past, the conventional concentration of Internet banking (IB) research has been on technology development, but this is now shifting to user-focused research. It has been suggested that potential users of IB services in Malaysia may not adopt the system even if they are available, due to their perceptions of this application and their level of confidence in using it to solve their banking needs. This study therefore employs the extended technology acceptance model as the theoretical framework for assessing the influences of perceived usefulness, perceived ease of use, perceived reliability, and computer self-efficacy on IB adoption in Malaysia. This study scrutinizes the moderation effect of computer self-efficacy on perceptions–intention relationships. Based on data from a sample of 133 Internet-using bank customers collected through a field survey, it was found that perceived usefulness and perceived ease of use were strong determinants of behavioral intention to adopt IB, while perceived reliability has no direct relationship with intention. Computer self-efficacy significantly moderates the relationship of perceived usefulness and perceived ease of use with intention.     

Perceived usefulness,user involvement and behavioral intention: an empirical study of ERP implementation

Many firms have implemented enterprise resource planning (ERP) systems in the past few years. The expensive nature of these systems requires that effective usage of these systems be attained in order for an organization to derive the expected benefits from the technology. This study looks at the influence that perceived usefulness, user involvement, argument for change, prior usage and ease of use have on the behavioral intention to use an ERP system. A mail survey was used to collect data in an organization that was implementing an ERP system. A total of 571 responses were obtained. The results indicate that users perception of the perceived usefulness, ease of use of the technology, and the users’ level of intrinsic involvement all affect their intention to use the technology. The results seem to suggest that managerial efforts aimed at increasing the users’ perceptions of the usefulness and personal relevance of the technology will contribute to implementation success, where success is defined as effectual usage of the technology. The paper ends with possible extensions to this study.     

Behavioral intention,use behavior and the acceptance of electronic learning systems: Differences between higher education and lifelong learning

Widespread implementation of e-learning systems – learning management systems, virtual learning environments – across higher education institutions has aroused great interest on the study of e-learning acceptance. Acceptance studies focus on the predictors of system adoption and use, with behavioral intention to use the system as a proxy for actual use. This study proposes a TAM3-based model – with the inclusion of two additional variables: personal innovativeness in the domain of information technology and perceived interaction – to study the factors influencing the acceptance of e-learning systems. Attention is also brought towards the role of behavioral intention, especially in its relation with use behavior. In order to do so, two different settings were considered: higher education and lifelong learning; data was gathered from a survey administrated to Spanish graduate and lifelong learning students, and partial least squares analysis was used to test the research model. Results supported TAM relations, except for the intention-behavior linkage, and unveiled a dual nature of perceived usefulness – with one component related to efficiency and performance, and another component related to flexibility. The adequacy of applying TAM3-based models in educational contexts and suitability of actual system usage measures are also discussed.     

Technology acceptance model for the use of information technology in universities

The problem described in this research is to identify which factors influence on engineering students about their acceptance of an academic administrative information system in private universities in Lima, Peru. The objective is to identify factors by proposing a Technology Acceptance Model of an Academic and Administrative Information System. University population is described, both private and public. The investigation is based on two private universities. The results show the relationship between the selected variables. Finally, recommendations are given to act on the variables that determine the acceptance of information technology.     

Examining user acceptance of computer technology: an empirical study of student teachers

Abstract The use of computer technology in schools has made slow progress since the mid-1980s even though governments have been generous in funding. It is therefore important to understand how and when teachers use computer technology in order to devise implementation strategies to encourage them. This study investigates student teachers' perceptions of computer technology in relation to their intention to use computers. The purpose is to shed light on more effective ways to motivate the use of computer technology in schools. Based on an expanded variation of the Technology Acceptance Model , 84 completed surveys of student teachers were collected at a local university in Sweden. Overall, the results indicated that (1) student teachers' perceived usefulness of computer technology had a direct significant effect on their intention to use it; (2) student teachers' perceived ease of use had only an indirect significant effect on intention to use; however, (3) student teachers' subjective norm, that is the possible influence of external expectations, did not have any direct or indirect significant effects on their intention to use computer technology. Theoretical and practical implications that follow from the results are discussed.     

Toward an understanding of the behavioral intention to use mobile banking

Although millions of dollars have been spent on building mobile banking systems, reports on mobile banking show that potential users may not be using the systems, despite their availability. Thus, research is needed to identify the factors determining users' acceptance of mobile banking. While there has been considerable research on the technology acceptance model (TAM) that predicts whether individuals will accept and voluntarily use information systems, limitations of the TAM include the omission of an important trust-based construct in the context of electronic/mobile commerce, and the assumption that there are no barriers preventing an individual from using an IS if he or she chooses to do so. Based on literature relating to the theory of planned behavior (TPB) and the TAM, this study extends the applicability of the TAM in a mobile banking context, by adding one trust-based construct (“perceived credibility”) and two resource-based constructs (“perceived self-efficacy” and “perceived financial cost”) to the model, while paying careful attention to the placing of these constructs in the TAM's existing nomological structure. Data collected from 180 users in Taiwan were tested against the extended TAM, using the structural equation modeling approach. The results strongly support the extended TAM in predicting users' intentions to adopt mobile banking. Several implications for IT/IS acceptance research and mobile banking management practices are discussed.     

The acceptance and use of computer based assessment

The effective development of a computer based assessment (CBA) depends on students’ acceptance. The purpose of this study is to build a model that demonstrates the constructs that affect students’ behavioral intention to use a CBA. The proposed model, Computer Based Assessment Acceptance Model (CBAAM) is based on previous models of technology acceptance such as Technology Acceptance Model (TAM), Theory of Planned Behavior (TPB), and the Unified Theory of Acceptance and Usage of Technology (UTAUT). Constructs from previous models were used such as Perceived Usefulness, Perceived Ease of Use, Computer Self Efficacy, Social Influence, Facilitating Conditions and Perceived Playfulness. Additionally, two new variables, Content and Goal Expectancy, were added to the proposed research model. Data were collected from 173 participants in an introductory informatics course using a survey questionnaire. Partial Least Squares (PLS) was used to test the measurement and the structural model. Results indicate that Perceived Ease of Use and Perceived Playfulness have a direct effect on CBA use. Perceived Usefulness, Computer Self Efficacy, Social Influence, Facilitating Conditions, Content and Goal Expectancy have only indirect effects. These eight variables explain approximately 50% of the variance of Behavioural Intention.     

Development of a quantitative model of the impact of customers’ personality and perceptions on Internet banking use

Despite the rapid increase of Internet users and cited benefits of using Internet banking, the number of Internet banking users has not risen as strongly as expected. In order to understand this problem, it is critical to understand how customers’ personalities and perceptions influence Internet banking use. In this study, a quantitative model of Internet banking use was developed, which incorporates four dimensions, namely, (1) openness toward advanced technology as an individual personality dimension, (2) website usability, including perceived usefulness and ease of use, (3) perceived security concern, and (4) green concern for conserving nature resources as the social influence dimension. The study investigates the moderating effect between these dimensions on Internet banking use. A survey instrument was used to gather data to estimate the proposed research model. The results show that openness, website usability, and perceived security concern significantly influence customers’ Internet banking use. In terms of moderating effects, all dimensions play an important role as a moderator on the relation between other dimensions and Internet banking use. Overall, the model helps to increase our understanding of how these dimensions interact to influence Internet banking use, which can help in the design of Internet banking and other e-channel systems.     

Developing a General Extended Technology Acceptance Model for E-Learning (GETAMEL) by analysing commonly used external factors

To identify the most commonly used external factors of Technology Acceptance Model (TAM) in the context of e-learning adoption, a quantitative meta-analysis of 107 papers covering the last ten years was performed. The results show that Self-Efficacy, Subjective Norm, Enjoyment, Computer Anxiety and Experience are the most commonly used external factors of TAM. The effects of these commonly used external factors on TAM's two main constructs, Perceived Ease of Use (PEOU) and Perceived Usefulness (PU), have been studied across a range of e-learning technology types and e-learning user types. The results show that the best predictor of student's PEOU of e-learning systems is Self-Efficacy (β = 0.352), followed by Enjoyment (β = 0.341), Experience (β = 0.221), Computer Anxiety (β = −0.199) and Subjective Norm (β = 0.195). The best predictor of student's PU of e-learning systems is Enjoyment (β = 0.452), followed by Subjective Norm (β = 0.301), Self-Efficacy (β = 0.174) and Experience (β = 0.169). Using these external factors and their effect sizes on PEOU and PU, this study proposes a General Extended Technology Acceptance Model for E-Learning (GETAMEL).     

Learning management systems and cloud file hosting services: A study on students’ acceptance

The aim of this paper is to investigate the motivations that lead higher education students to replace several Learning Management Systems (LMS) services with cloud file hosting services for information sharing and collaboration among them. The research approach is based on the Technology Acceptance Model (TAM). More specifically, the model is devoted to identifying barriers and enablers to the acceptance of these technologies. A questionnaire comprising three factors (Attitude toward using technology, Perceived ease of use and Perceived usefulness) was applied to a sample consisting of 121 higher education students. Results show that the perceived ease of use of cloud file hosting services is above that of LMS tools and services and that cloud file hosting services presented higher levels of perceived usefulness than standard learning management tools. In addition, attitude toward using cloud file hosting services is well above that of using LMS tools.     

The use and acceptance of new media entertainment technology by elderly users: development of an expanded technology acceptance model

Research on elderly people's ICT acceptance and use often relies on the technology acceptance model (TAM) framework, but has been mostly limited to task-oriented uses. This article expands approaches in technology acceptance and use by developing a model to explain entertainment-related uses of new media technology by elderly people. On a theoretical level, we expand the TAM perspective by adding concepts that act as barriers and/or facilitators of technology acceptance, namely technophobia, self-efficacy and previous experience and expertise with technology. We develop an expanded TAM by testing the role of these concepts in two studies on entertainment media technology. In Study 1, we investigate behavioural intention to use 3D cinema among N?=?125 German elderly media users (Age 50+). In Study 2, we focus the actual use of a computer game simulation by N?=?115 German and US elderly media users (Age 50+). Findings in both studies point towards the central role of perceived usefulness, here modelled as enjoyment, as the reason for elderly people's use and acceptance of entertainment media technology. Perceived ease of use is seen as a precondition for enjoyment, particularly for interactive media.     

Determinants of behavioral intention to mobile banking

With the improvement of mobile technologies and devices, banking users are able to conduct banking services at anyplace and at anytime. Recently, many banks in the world have provided mobile access to financial information. The reason to understand what factors contribute to users’ intention to use mobile banking is important issue of research. The purpose of this research is to examine and validate determinants of users’ intention to mobile banking. This research used a structural equation modeling (SEM) to test the causalities in the proposed model.The results indicated strong support for the validity of proposed model with 72.2% of the variance in behavioral intention to mobile banking. This study found that self-efficiency was the strongest antecedent of perceived ease-of-use, which directly and indirectly affected behavioral intention through perceived usefulness in mobile banking. Structural assurances are the strongest antecedent of trust, which could increase behavioral intention of mobile banking. This research verified the effect of perceived usefulness, trust and perceived ease-of-use on behavioral intention in mobile banking. The results have several implications for mobile banking managers.     

Understanding age differences in PDA acceptance and performance

The present study addresses two basic determinants of technology utilization: the attitude towards a certain technology and the performance when using it. According to the technology acceptance model (TAM), perceived ease of use and usefulness are assumed to be strong determinants of the actual and successful utilization of technology. However, the relationship between the acceptance of technical devices and their successful utilization (i.e. performance) is not completely understood. In this study, users’ attitudes towards technology and their performance when interacting with a computer simulated PDA device were examined. Moreover, the moderating role of individual variables like age, gender, subjective technical confidence, and computer expertise in the relationship between technical performance and acceptance was analyzed. The results showed significant associations between performance and TAM factors. However, this interrelation was much stronger for the older group, especially between performance and the ease of use. The factors computer expertise and technical self-confidence played a minor role. Gender effects on technical self-confidence and TAM factors were identified, although they did not affect performance. Future research should focus on training formats for the older age group, which facilitate a successful interaction with technical devices.     

The effect of positive mood on intention to use computerized decision aids

While psychology research has indicated that positive mood enhances cognition and behavior, MIS researchers have largely ignored such potential effects on user acceptance of new IT. Using two cognitive theories on mood and memory, positive mood theory and the affect infusion model (AIM), we developed hypotheses about the contribution of these mood conditions on user acceptance of new IT with two levels of uncertainty. These hypotheses were investigated via an experiment using a computerized decision making aid. We found that positive mood increased acceptance, under both levels of uncertainty. These results held for both induced and naturally occurring positive mood. The results were consistent with positive mood theory but not with the AIM.     

Mediating the impact of technology usage on perceived ease of use by anxiety

Computerphobic adults including first-year university students have been reported to range from 25% to 50%. Although self-reported computer anxiety has reduced in the past decade, it continues to be a significant issue for many. This is especially true for students of today where the stakes are high when using computers for their course work. Anxiety becomes even more critical when students are taking online courses. Past research has shown that computer experience is a strong predictor of whether or not a user will suffer anxiety symptoms while using a computer. Moreover, a substantial amount of work has been done to study the effect of previous computer experience on anxiety and on ease of use of information technologies using the technology acceptance model. However, few, if any, have investigated the role of anxiety in mediating technology usage experience on perceived ease of use. In this study, technology usage is viewed from two perspectives, the computer and the internet. We study the influence of anxiety in mediating the impact of computer and internet experiences on perceived ease of use. Questionnaire data from 114 university students were analyzed. The context was the use of a quiz tool to practice multiple choice questions. Contrary to most related studies, results indicated that anxiety has no mediating role on the impact of computer experience and perceived ease of use. However, anxiety was shown to present some moderating influence on perceived ease of use.     

How to mitigate the significant negative influence of computer anxiety on ease of use perceptions

Contemporary research into virtual learning embraces the concept that the constraints of time and place of study are eliminated. The potential market it could therefore encapsulate is phenomenal and the subsequent changes that threaten to ricochet through the higher education sector can be described as evolutionary. Whilst concurrently being an incredibly exciting prospect for future learners, online learning is also making the traditional 'bricks and mortar' higher education establishment extremely uneasy, arousing fears of global competition, which would evoke a need for transformational change. The UK has embraced technology to support virtual learning across the whole tertiary education sector. There is an implicit assumption that the provision of systems to support remote, independent learners will provide learner-centred environments for all to access. This may not be the case as evidenced by O'Donoghue et al . (2001), amongst others. This paper aims to examine the possible metamorphosis of the organizational structure of the higher education system, and the methods university administrators and lecturers will need to use to adapt to this. Through considering the impact on students, an analysis will be made of the extent of the threat that distance learning imposes on the traditional campus. The work centres on the UK experience, but draws heavily on the opportunities, threats and promises of globalize learning paradigms.     

Empirical study on continuance intentions towards E-Learning 2.0 systems

Although E-Learning 2.0 has played a significant role in training and development within the organisational environment, after an initial acceptance, its use is frequently discontinued. Prior studies offered insights into participation in E-Learning; however, there is limited research on continuance intention towards E-Learning 2.0 systems in organisational contexts. Furthermore, the most widely used research models, such as technology acceptance model (TAM), neglect the interactive social processes in E-Learning 2.0. Therefore, this study proposes a unified model integrating the TAM, the information system success model and social motivation theories to investigate continuance intentions towards E-Learning 2.0 in an organisational context. A sample of 284 participants from companies in China that have already implemented E-Learning 2.0 systems took part in this study. Structural equation modelling was conducted to test the research hypotheses. The results show that the unified model provides a more comprehensive understanding of the cognitive processes and behaviours related to this context: (1) perceived usefulness and attitude were critical to the continuance intention towards an E-Learning 2.0 system; (2) perceived usefulness was a significant mediator of the effects from perceived ease of use, information quality and social influence on continuance intention; (3) perceived ease of use, information quality and social influence were found to play important roles in predicting the continuance intention; (4) system quality played an important role in affecting the perceived ease of use; and (5) unexpectedly, social motivations had no significant effect on attitude.     

A multi-level analysis of factors affecting software developers’ intention to reuse software assets: An empirical investigation

Reuse of software assets in application development has held promise but faced challenges. In addressing these challenges, research has focused on organizational- and project-level factors while neglecting grass-root level adoption of reusable assets. Our research investigated factors associated with individual software developers’ intention to reuse software assets and integrated them in TAM. Towards that end, 13 project managers were interviewed and 207 software developers were surveyed in India. Results revealed that the technological-level (infrastructure), and individual-level factors (reuse-related experience and self-efficacy) were major determinants. Implications are discussed.