Determinants of Perceived Ease of Use: Integrating Control, Intrinsic Motivation, and Emotion into the Technology Acceptance Model
Open accessAbstract
Much previous research has established that perceived ease of use is an important factor influencing user acceptance and usage behavior of information technologies. However, very little research has been conducted to understand how that perception forms and changes over time. The current work presents and tests an anchoring and adjustment-based theoretical model of the determinants of system-specific perceived ease of use. The model proposes control (internal and external—conceptualized as computer self-efficacy and facilitating conditions, respectively), intrinsic motivation (conceptualized as computer playfulness), and emotion (conceptualized as computer anxiety) as anchors that determine early perceptions about the ease of use of a new system. With increasing experience, it is expected that system-specific perceived ease of use, while still anchored to the general beliefs regarding computers and computer use, will adjust to reflect objective usability, perceptions of external control specific to the new system environment, and system-specific perceived enjoyment. The proposed model was tested in three different organizations among 246 employees using three measurements taken over a three-month period. The proposed model was strongly supported at all points of measurement, and explained up to 60% of the variance in system-specific perceived ease of use, which is twice as much as our current understanding. Important theoretical and practical implications of these findings are discussed.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Previous research (Venkatesh 2000) has shown that anxiety is a conceptually and empirically distinct construct.
“Further, previous research (Venkatesh 2000) has shown that ANX is a conceptually and empirically distinct construct.”
From Understanding the determinants of novel technology adoption among teachers: the case of 3D printing (2020) · cites this paper as Venkatesh 2000
Enjoyment was measured using the Venkatesh (2000) scale.
“enjoyment (Venkatesh 2000)”
From Emotional Manipulation by AI Companions (2025) · cites this paper as Venkatesh 2000
Adding variables is common in research on TAM and on more general theories of human behavior.
“The tradition of adding variables is common in research on TAM [51, 136, 137] and on more general theories of human behavior [138, 139].”
From The Technology Acceptance Model: Its past and its future in health care (2010) · cites this paper as [137]
Cites
The theory of planned behavior
Ajzen, I. (1991) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(91)90020-t · Cited by 90,587 · see citing works
Perceived usefulness, perceived ease of use, and user acceptance of information technology
Davis, F. D. (1989) · MIS Quarterly · doi:10.2307/249008 · Cited by 68,483 · see citing works
(1975) · PhilPapers (PhilPapers Foundation) · Cited by 36,737 · see citing works
Tversky, A., & Kahneman, D. (1974) · Science · doi:10.1126/science.185.4157.1124 · Cited by 28,810 · see citing works
(1980) · Medical Entomology and Zoology · Cited by 25,810 · see citing works
User Acceptance of Computer Technology: A Comparison of Two Theoretical Models
Davis, F. D., Bagozzi, R. P., & Warshaw, P. R. (1989) · Management Science · doi:10.1287/mnsc.35.8.982 · Cited by 25,709 · see citing works
A Theoretical Extension of the Technology Acceptance Model: Four Longitudinal Field Studies
Venkatesh, V., & Davis, F. D. (2000) · Management Science · doi:10.1287/mnsc.46.2.186.11926 · Cited by 23,066 · see citing works
Self-citationJudgment under Uncertainty: Heuristics and Biases
Tversky, A., & Kahneman, D. (1975) · Utility, Probability, and Human Decision Making · doi:10.1007/978-94-010-1834-0_8 · Cited by 22,650 · see citing works
(1985) · Medical Entomology and Zoology · Cited by 19,180 · see citing works
From Intentions to Actions: A Theory of Planned Behavior
Ajzen, I. (1985) · Action Control · doi:10.1007/978-3-642-69746-3_2 · Cited by 19,057 · see citing works
(1979) · Medical Entomology and Zoology · Cited by 11,252 · see citing works
Moore, G. C., & Benbasat, I. (1991) · Information Systems Research · doi:10.1287/isre.2.3.192 · Cited by 9,150 · see citing works
Understanding information technology usage: a test of competing models
Taylor, S., & Todd, P. A. (1995) · Information Systems Research · doi:10.1287/isre.6.2.144 · Cited by 8,815 · see citing works
Computer Self-Efficacy: Development of a Measure and Initial Test
Compeau, D. R., & Higgins, C. A. (1995) · MIS Quarterly · doi:10.2307/249688 · Cited by 6,553 · see citing works
Chin, W. W., Marcolin, B. L., & Newsted, P. R. (2003) · Information Systems Research · doi:10.1287/isre.14.2.189.16018 · Cited by 6,479 · see citing works
Extrinsic and Intrinsic Motivation to Use Computers in the Workplace <sup>1</sup>
Davis, F. D., Bagozzi, R. P., & Warshaw, P. R. (1992) · Journal of Applied Social Psychology · doi:10.1111/j.1559-1816.1992.tb00945.x · Cited by 6,231 · cited 5× · see citing works
“Often, researchers have manipulated task difficulty and examined its effect on intrinsic motivation (e.g., Hirst 1988) and concluded causal flow from perceptions of ease to intrinsic motivation, consistent with Davis et al. (1992).”
BackgroundMethodInfluentialQuasi-experimentation: Design and analysis issues for field settings
Shrout, P. E. (1980) · Evaluation and Program Planning · doi:10.1016/0149-7189(80)90063-4 · Cited by 6,107 · see citing works
Econometric Models and Economic Forecasts
Pindyck, R. S., & Rubinfeld, D. L. (1990) · eYLS (Yale Law School) · Cited by 5,005 · see citing works
Davis, F. D. (1993) · International Journal of Man-Machine Studies · doi:10.1006/imms.1993.1022 · Cited by 4,754 · see citing works
Venkatesh, V., & Morris, M. G. (2000) · MIS Quarterly · doi:10.2307/3250981 · Cited by 4,382 · see citing works
Self-citationMathieson, K. (1991) · Information Systems Research · doi:10.1287/isre.2.3.173 · Cited by 4,216 · see citing works
Sheppard, B. H., Hartwick, J., & Warshaw, P. R. (1988) · Journal of Consumer Research · doi:10.1086/209170 · Cited by 3,867 · see citing works
A Model of the Antecedents of Perceived Ease of Use: Development and Test
Venkatesh, V., & Davis, F. D. (1996) · Decision Sciences · doi:10.1111/j.1540-5915.1996.tb00860.x · Cited by 3,854 · see citing works
Self-citationPersonal Computing: Toward a Conceptual Model of Utilization1
Thompson, R. L., Higgins, C. A., & Howell, J. M. (1991) · MIS Quarterly · doi:10.2307/249443 · Cited by 3,814 · see citing works
Payne, J. W., Bettman, J. R., & Johnson, E. J. (1993) · doi:10.1017/cbo9781139173933 · Cited by 3,487 · see citing works
Leave, C., Payne, J. W., Bettman, J. R., & Johnson, E. J. (1994) · Journal of the Operational Research Society · doi:10.2307/2584298 · Cited by 3,315 · see citing works
The support of autonomy and the control of behavior.
Deci, E. L., & Ryan, R. M. (1987) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.53.6.1024 · Cited by 3,242 · see citing works
Toward a hierarchical model of intrinsic and extrinsic motivation
Vallerand, R. J. (1997) · Advances in experimental social psychology · doi:10.1016/s0065-2601(08)60019-2 · Cited by 3,198 · cited 2× · see citing works
“Extrinsic motivation relates to the drive to perform a behavior to achieve specific goals/rewards (Deci and Ryan 1987), while intrinsic motivation relates to perceptions of pleasure and satisfaction from performing the behavior (Vallerand 1997).”
BackgroundPerceived Usefulness, Ease of Use, and Usage of Information Technology: A Replication
Adams, D. A., Nelson, R. R., & Todd, P. A. (1992) · MIS Quarterly · doi:10.2307/249577 · Cited by 3,084 · see citing works
Deci, E. L. (1975) · doi:10.1007/978-1-4613-4446-9 · Cited by 2,911 · see citing works
Parducci, A., & Helson, H. (1965) · The American Journal of Psychology · doi:10.2307/1421107 · Cited by 2,493 · see citing works
Gefen, D., & Straub, D. W. (1997) · MIS Quarterly · doi:10.2307/249720 · Cited by 2,242 · see citing works
Toward a Theory of Intrinsically Motivating Instruction*
Malone, T. W. (1981) · Cognitive Science · doi:10.1207/s15516709cog0504_2 · Cited by 2,197 · see citing works
Designing for usability---key principles and what designers think
Gould, J. D., & Lewis, C. (1983) · Communications of the ACM · doi:10.1145/3166.3170 · Cited by 2,069 · see citing works
Categorization of Natural Objects
Mervis, C. Β., & Rosch, E. H. (1981) · Annual Review of Psychology · doi:10.1146/annurev.ps.32.020181.000513 · Cited by 1,990 · see citing works
Comparison of Bayesian and regression approaches to the study of information processing in judgment
Slovic, P., & Lichtenstein, S. (1971) · Organizational Behavior and Human Performance · doi:10.1016/0030-5073(71)90033-x · Cited by 1,817 · see citing works
(1968) · Medical Entomology and Zoology · Cited by 1,770 · see citing works
AGE DIFFERENCES IN TECHNOLOGY ADOPTION DECISIONS: IMPLICATIONS FOR A CHANGING WORK FORCE
MORRIS, M. G., & VENKATESH, V. (2000) · Personnel Psychology · doi:10.1111/j.1744-6570.2000.tb00206.x · Cited by 1,723 · cited 1× · see citing works
“Information Systems Research 344 Vol. 11, No. 4, December 2000 Todd 1995; Venkatesh 1999; Venkatesh and Davis 1996; Venkatesh and Morris 2000) by researchers and practitioners 1 , suggesting that TAM is robust across time, settings, populations, and technologies.”
BackgroundSelf-citationPersonal Computing Acceptance Factors in Small Firms: A Structural Equation Model1
Igbaria, M., Zinatelli, N., Cragg, P. B., & Cavaye, A. (1997) · MIS Quarterly · doi:10.2307/249498 · Cited by 1,668 · see citing works
Empirical Evaluation of the Revised Technology Acceptance Model
Szajna, B. (1996) · Management Science · doi:10.1287/mnsc.42.1.85 · Cited by 1,656 · see citing works
Things That Make Us Smart: Defending Human Attributes in the Age of the Machine
Robinson, R., & Norman, D. (1994) · Design Issues · doi:10.2307/1511661 · Cited by 1,528 · see citing works
Re-Examining Perceived Ease of Use and Usefulness: A Confirmatory Factor Analysis
Segars, A. H., & Grover, V. (1993) · MIS Quarterly · doi:10.2307/249590 · Cited by 1,525 · see citing works
Zeng, X., Liu, H., Chu, M. G., & Lavernia, E. J. (1992) · Metallurgical Transactions A · doi:10.1007/bf03024549 · Cited by 1,520 · see citing works
Application of Social Cognitive Theory to Training for Computer Skills
Compeau, D., & Higgins, C. A. (1995) · Information Systems Research · doi:10.1287/isre.6.2.118 · Cited by 1,503 · see citing works
Davis, F. D., & Venkatesh, V. (1996) · International Journal of Human-Computer Studies · doi:10.1006/ijhc.1996.0040 · Cited by 1,421 · see citing works
Self-citationCreation of Favorable User Perceptions: Exploring the Role of Intrinsic Motivation1
Venkatesh, V. (1999) · MIS Quarterly · doi:10.2307/249753 · Cited by 1,395 · see citing works
Self-citationVenkatesh, V., Morris, M. G., & Ackerman, P. L. (2000) · Organizational Behavior and Human Decision Processes · doi:10.1006/obhd.2000.2896 · Cited by 1,237 · see citing works
Self-citationChin, W. W., & Todd, P. (1995) · MIS Quarterly · doi:10.2307/249690 · Cited by 1,223 · see citing works
Direct Experience And Attitude-Behavior Consistency
Fázio, R. H., & Zanna, M. P. (1981) · Advances in experimental social psychology · doi:10.1016/s0065-2601(08)60372-x · Cited by 1,215 · see citing works
The keystroke-level model for user performance time with interactive systems
Card, S. K., Moran, T. P., & Newell, A. (1980) · Communications of the ACM · doi:10.1145/358886.358895 · Cited by 1,174 · see citing works
Crossing the chasm : marketing and selling disruptive products to mainstream customers
Moore, G. A. (2014) · Cited by 1,163 · see citing works
Cognitive and Emotional Components of Test Anxiety: A Distinction and Some Initial Data
Liebert, R. M., & Morris, L. W. (1967) · Psychological Reports · doi:10.2466/pr0.1967.20.3.975 · Cited by 1,161 · see citing works
Microcomputer Playfulness: Development of a Measure With Workplace Implications
Webster, J., & Martocchio, J. J. (1992) · MIS Quarterly · doi:10.2307/249576 · Cited by 1,107 · see citing works
The dimensionality and correlates of flow in human-computer interactions
Webster, J., Treviño, L. K., & Ryan, L. (1993) · Computers in Human Behavior · doi:10.1016/0747-5632(93)90032-n · Cited by 1,103 · see citing works
Northcraft, G. B., & Neale, M. A. (1987) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(87)90046-x · Cited by 1,075 · see citing works
The effects of self-efficacy on computer usage
Igbaria, M. (1995) · Omega · doi:10.1016/0305-0483(95)00035-6 · Cited by 1,036 · see citing works
Intention, perceived control, and weight loss: An application of the theory of planned behavior.
Schifter, D., & Ajzen, I. (1985) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.49.3.843 · Cited by 1,023 · see citing works
Measuring System Usage: Implications for IS Theory Testing
Straub, D. W., Limayem, M., & Karahanna, E. (1995) · Management Science · doi:10.1287/mnsc.41.8.1328 · Cited by 947 · see citing works
de Vries, H., Dijkstra, M., & Kuhlman, P. (1988) · Health Education Research · doi:10.1093/her/3.3.273 · Cited by 823 · see citing works
The Trouble with Computers: Usefulness, Usability, and Productivity
Landauer, T. K. (1996) · doi:10.7551/mitpress/6918.001.0001 · Cited by 788 · see citing works
Assessing computer anxiety: Development and validation of the Computer Anxiety Rating Scale
HEINSSEN, R. K., Glass, C. R., & Knight, L. A. (1987) · Computers in Human Behavior · doi:10.1016/0747-5632(87)90010-0 · Cited by 771 · see citing works
The impoverished life-world of outsiders
Chatman, E. A. (1996) · Journal of the American Society for Information Science · doi:10.1002/(sici)1097-4571(199603)47:3 · Cited by 688 · see citing works
Small-Firm Computing: Motivators and Inhibitors
Cragg, P. B., & King, M. (1993) · MIS Quarterly · doi:10.2307/249509 · Cited by 670 · see citing works
The theory of planned behaviour: The effects of perceived behavioural control and self‐efficacy
Terry, D. J., & O'Leary, J. E. (1995) · British Journal of Social Psychology · doi:10.1111/j.2044-8309.1995.tb01058.x · Cited by 655 · see citing works
Harrison, D. A., Mykytyn, P. P., & Riemenschneider, C. K. (1997) · Information Systems Research · doi:10.1287/isre.8.2.171 · Cited by 648 · see citing works
Morris, L. W., Davis, M. A., & Hutchings, C. H. (1981) · Journal of Educational Psychology · doi:10.1037/0022-0663.73.4.541 · Cited by 631 · see citing works
Attitudinal qualities relating to the strength of the attitude-behavior relationship
Fázio, R. H., & Zanna, M. P. (1978) · Journal of Experimental Social Psychology · doi:10.1016/0022-1031(78)90035-5 · Cited by 586 · see citing works
Bettman, J. R., & Sujan, M. (1987) · Journal of Consumer Research · doi:10.1086/209102 · Cited by 515 · see citing works
Anxiety, learning, and memory: A reconceptualization
Eysenck, M. W. (1979) · Journal of Research in Personality · doi:10.1016/0092-6566(79)90001-1 · Cited by 494 · see citing works
On the Test-Retest Reliability of Perceived Usefulness and Perceived Ease of Use Scales
Hendrickson, A. R., Massey, P. D., & Cronan, T. P. (1993) · MIS Quarterly · doi:10.2307/249803 · Cited by 483 · see citing works
A Replication of Perceived Usefulness and Perceived Ease of Use Measurement*
Subramanian, G. H. (1994) · Decision Sciences · doi:10.1111/j.1540-5915.1994.tb01873.x · Cited by 471 · see citing works
Igbaria, M., & Parasuraman, S. (1989) · Journal of Management · doi:10.1177/014920638901500302 · Cited by 470 · see citing works
Computer anxiety and attitudes towards microcomputer use
Igbaria, M., & Chakrabarti, A. K. (1990) · Behaviour and Information Technology · doi:10.1080/01449299008924239 · Cited by 459 · see citing works
Accessibility and stability of predictors in the theory of planned behavior.
Doll, J., & Ajzen, I. (1992) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.63.5.754 · Cited by 459 · see citing works
Software Evaluation and Choice: Predictive Validation of the Technology Acceptance Instrument
Szajna, B. (1994) · MIS Quarterly · doi:10.2307/249621 · Cited by 432 · see citing works
Computer Technology Training in the Workplace: A Longitudinal Investigation of the Effect of Mood
Venkatesh, V., & Speier, C. (1999) · Organizational Behavior and Human Decision Processes · doi:10.1006/obhd.1999.2837 · Cited by 429 · see citing works
Self-citationCrossover Effects in the Theory of Reasoned Action: A Moderating Influence Attempt
Oliver, R. L., & Bearden, W. O. (1985) · Journal of Consumer Research · doi:10.1086/208519 · Cited by 416 · see citing works
Chin, W. W., Marcolin, B. L., & Newsted, P. R. (1996) · Journal of the Association for Information Systems · Cited by 415 · see citing works
On the predictive validity of attitudes: The roles of direct experience and confidence1
Fázio, R. H., & Zanna, M. P. (1978) · Journal of Personality · doi:10.1111/j.1467-6494.1978.tb00177.x · Cited by 402 · see citing works
Todd, P., & Benbasat, I. (1992) · MIS Quarterly · doi:10.2307/249534 · Cited by 390 · see citing works
Effects of conceptions of ability on anxiety, self-efficacy, and learning in training.
Martocchio, J. J. (1994) · Journal of Applied Psychology · doi:10.1037/0021-9010.79.6.819 · Cited by 344 · see citing works
A New Model for Predicting Behavioral Intentions: An Alternative to Fishbein
Warshaw, P. R. (1980) · Journal of Marketing Research · doi:10.1177/002224378001700201 · Cited by 340 · see citing works
Determinants of coping: The role of stable and situational factors.
Terry, D. J. (1994) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.66.5.895 · Cited by 329 · see citing works
The Effects of Information System User Expectations on Their Performance and Perceptions
Szajna, B., & Scamell, R. W. (1993) · MIS Quarterly · doi:10.2307/249589 · Cited by 323 · see citing works
Safer Sex Behavior: The Role of Attitudes, Norms, and Control Factors
White, K. M., Terry, D. J., & Hogg, M. A. (1994) · Journal of Applied Social Psychology · doi:10.1111/j.1559-1816.1994.tb02378.x · Cited by 299 · see citing works
The Dimensional Structure of the Perceived Behavioral Control Construct1
SPARKS, P. B., Guthrie, C. A., & Shepherd, R. (1997) · Journal of Applied Social Psychology · doi:10.1111/j.1559-1816.1997.tb00639.x · Cited by 286 · see citing works
Development of a Standardized Test of Computer Literacy and a Computer Anxiety Index
Simonson, M. R., Maurer, M. M., Montag-Torardi, M., & Whitaker, M. (1987) · Journal of Educational Computing Research · doi:10.2190/7chy-5cm0-4d00-6jcg · Cited by 277 · see citing works
Goal setting, conditions of practice, and task performance: A resource allocation perspective.
Kanfer, R., Ackerman, P. L., Murtha, T. C., Dugdale, B., & Nelson, L. C. (1994) · Journal of Applied Psychology · doi:10.1037/0021-9010.79.6.826 · Cited by 256 · see citing works
Todd, P., & Benbasat, I. (1991) · Information Systems Research · doi:10.1287/isre.2.2.87 · Cited by 254 · see citing works
The computer revolution: an economic perspective
(1998) · Choice Reviews Online · doi:10.5860/choice.35-2838 · Cited by 235 · see citing works
Sambamurthy, V., & Chin, W. W. (1994) · Decision Sciences · doi:10.1111/j.1540-5915.1994.tb00801.x · Cited by 223 · see citing works
Creating an effective training environment for enhancing telework
Venkatesh, V., & Speier, C. (2000) · International Journal of Human-Computer Studies · doi:10.1006/ijhc.1999.0367 · Cited by 212 · see citing works
Self-citationComputer anxiety in management: myth or reality?
Howard, G. S., & Smith, R. D. (1986) · Communications of the ACM · doi:10.1145/6138.6143 · Cited by 205 · see citing works
Gallois, C., McCamish, M., & Terry, D. J. (2015) · Garland Science eBooks · doi:10.4324/9780203769621 · Cited by 196 · see citing works
Computer Anxiety: Definition, Measurement, and Correlates
Cambre, M. A., & Cook, D. L. (1985) · Journal of Educational Computing Research · doi:10.2190/fk5l-092h-t6yb-pyba · Cited by 195 · see citing works
Anxiety research in educational psychology.
Tobias, S. (1979) · Journal of Educational Psychology · doi:10.1037/0022-0663.71.5.573 · Cited by 194 · see citing works
Scott, C. R., & Rockwell, S. C. (1997) · Communication Education · doi:10.1080/03634529709379072 · Cited by 182 · see citing works
Todd, P., & Benbasat, I. (1994) · Organizational Behavior and Human Decision Processes · doi:10.1006/obhd.1994.1074 · Cited by 170 · see citing works
Coping resources and situational appraisals as predictors of coping behavior
Terry, D. J. (1991) · Personality and Individual Differences · doi:10.1016/0191-8869(91)90033-8 · Cited by 160 · see citing works
Parasuraman, S., & Igbaria, M. (1990) · International Journal of Man-Machine Studies · doi:10.1016/s0020-7373(08)80006-5 · Cited by 155 · see citing works
The Development of the Attitudes toward Computer Usage Scale
Popovich, P. M., Hyde, K. R., Zakrajsek, T. D., & Blumer, C. (1987) · Educational and Psychological Measurement · doi:10.1177/0013164487471035 · Cited by 148 · see citing works
Beale, D., & Manstead, A. S. R. (1991) · Journal of Applied Social Psychology · doi:10.1111/j.1559-1816.1991.tb00528.x · Cited by 145 · see citing works
Predictors of computer anxiety and performance in information systems
Anderson, A. A. (1996) · Computers in Human Behavior · doi:10.1016/0747-5632(95)00019-4 · Cited by 142 · see citing works
Computer anxiety correlates and what they tell us: A literature review
Maurer, M. M. (1994) · Computers in Human Behavior · doi:10.1016/0747-5632(94)90062-0 · Cited by 139 · see citing works
Determinants of College Women's Intentions to Tell Their Partners to Use Condoms1
Chan, D. K. ‐., & Fishbein, M. (1993) · Journal of Applied Social Psychology · doi:10.1111/j.1559-1816.1993.tb01043.x · Cited by 137 · see citing works
Kimiecik, J. C. (1992) · Journal of Sport and Exercise Psychology · doi:10.1123/jsep.14.2.192 · Cited by 133 · see citing works
Investigating the Support Role of the Information Center
Bergeron, F., Rivard, S., & de Serre, L. (1990) · MIS Quarterly · doi:10.2307/248887 · Cited by 127 · see citing works
Response Bias and the Theory of Reasoned Action
Budd, R. J. (1987) · Social Cognition · doi:10.1521/soco.1987.5.2.95 · Cited by 124 · see citing works
Attitudinal and Behavioral Correlates of Computer Anxiety
Morrow, P. C., Prell, E. R., & McElroy, J. C. (1986) · Psychological Reports · doi:10.2466/pr0.1986.59.3.1199 · Cited by 116 · see citing works
What do professional persons think about computers?
Zoltan, E., & Chapanis, A. (1982) · Behaviour and Information Technology · doi:10.1080/01449298208914436 · Cited by 111 · see citing works
Increasing Women's Calcium Intake: The Role of Health Beliefs, Intentions, and Health Value1
Wurtele, S. K. (1988) · Journal of Applied Social Psychology · doi:10.1111/j.1559-1816.1988.tb00041.x · Cited by 109 · see citing works
Chu, P., & Spires, E. E. (1991) · Computers in Human Behavior · doi:10.1016/0747-5632(91)90025-v · Cited by 104 · see citing works
What Do Professional Persons Think about Computers?
Zoltan-Ford, E., & Chapanis, A. (1982) · Computers and medicine · doi:10.1007/978-1-4613-8674-2_5 · Cited by 100 · see citing works
Todman, J., & Monaghan, E. (1994) · Computers in Human Behavior · doi:10.1016/0747-5632(94)90045-0 · Cited by 99 · see citing works
Computer Anxiety and Different Types of Computer Courses
Leso, T., & Peck, K. L. (1992) · Journal of Educational Computing Research · doi:10.2190/q1tj-8jcu-ldap-84h8 · Cited by 92 · see citing works
Teacher Education Students’ Attitudes Toward Using Computers
Hunt, N. P., & Bohlin, R. M. (1993) · Journal of Research on Computing in Education · doi:10.1080/08886504.1993.10782068 · Cited by 90 · see citing works
McCaul, K. D., O’Neill, H. K., & Glasgow, R. E. (1988) · Journal of Applied Social Psychology · doi:10.1111/j.1559-1816.1988.tb00009.x · Cited by 87 · see citing works
Gender and Computer Experience as Factors in the Computer Attitudes of Middle School Students
Loyd, B. H., Loyd, D. E., & Gressard, C. P. (1987) · The Journal of Early Adolescence · doi:10.1177/0272431687071003 · Cited by 86 · see citing works
Bozionelos, N. (1996) · Psychological Reports · doi:10.2466/pr0.1996.78.3.995 · Cited by 85 · see citing works
Digital Woes: Why We Should Not Depend On Software
Wiener, L. (1993) · CERN Document Server (European Organization for Nuclear Research) · Cited by 68 · see citing works
Keeler, C. M., & Anson, R. (1995) · Journal of Educational Computing Research · doi:10.2190/1e43-y7g4-pxrv-khdc · Cited by 65 · see citing works
INTERVENTIONS IN RELATION TO ANXIETY IN SCHOOL
Phillips, B. N., Martin, R. P., & Meyers, J. P. (1972) · Elsevier eBooks · doi:10.1016/b978-0-12-657402-9.50011-9 · Cited by 63 · see citing works
Self-Efficacy Expectancies and the Theory of Reasoned Action
Gallois, C., McCamish, M., & Terry, D. J. (2015) · Garland Science eBooks · doi:10.4324/9780203769621-14 · Cited by 62 · see citing works
Course Structure Effects on Students' Computer Anxiety, Confidence and Attitudes
Bohlin, R. M., & Hunt, N. P. (1995) · Journal of Educational Computing Research · doi:10.2190/yb6q-hx39-11kk-gkyl · Cited by 58 · see citing works
Computer Anxiety and Alienation: Toward a Definitive and Parsimonious Measure
Ray, N. M., & Minch, R. P. (1990) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1177/001872089003200409 · Cited by 57 · see citing works
Computer Skills Acquisition: A Review and Future Directions for Research
Gattiker, U. Ε. (1992) · Journal of Management · doi:10.1177/014920639201800307 · Cited by 52 · see citing works
Intrinsic motivation as influenced by task interdependence and goal setting.
Hirst, M. K. (1988) · Journal of Applied Psychology · doi:10.1037/0021-9010.73.1.96 · Cited by 50 · see citing works
Johansen, R., & Swigart, R. (1994) · Medical Entomology and Zoology · Cited by 50 · see citing works
Use of E-mail by College Students and Implications for Curriculum
Elasmar, M. G., & Carter, M. E. (1996) · Journalism & Mass Communication Educator · doi:10.1177/107769589605100206 · Cited by 46 · see citing works
Ronis, D. L., & Kaiser, M. K. (1989) · Journal of Applied Social Psychology · doi:10.1111/j.1559-1816.1989.tb01240.x · Cited by 45 · see citing works
Measuring Computer Anxiety in the Work Environment
Marcoulides, G. A., Mayes, B. T., & Wiseman, R. L. (1995) · Educational and Psychological Measurement · doi:10.1177/0013164495055005015 · Cited by 37 · see citing works
Crable, E. A., Brodzinski, J. D., Scherer, R. F., & Jones, P. D. (1994) · Journal of Educational Computing Research · doi:10.2190/k2yh-mmjv-gbbl-yttu · Cited by 30 · see citing works
Applying minimalist design principles to the problem of computer anxiety
Reznich, C. B. (1996) · Computers in Human Behavior · doi:10.1016/0747-5632(96)00005-2 · Cited by 25 · see citing works
Chin, W. W., & Gopal, A. (2002) · Proceedings of the ... Annual Hawaii International Conference on System Sciences/Proceedings of the Annual Hawaii International Conference on System Sciences · doi:10.1109/hicss.1993.284232 · Cited by 24 · see citing works
Integrating MCDM and DSS: Barriers and Counter Strategies
Nazareth, D. L. (1993) · INFOR Information Systems and Operational Research · doi:10.1080/03155986.1993.11732209 · Cited by 18 · see citing works
Schuh, K. L. (1996) · Journal of Educational Computing Research · doi:10.2190/eb9u-9bvv-kw1e-5cm4 · Cited by 15 · see citing works
Bozionelos, N. (1997) · Psychological Reports · doi:10.2466/pr0.1997.80.2.395 · Cited by 15 · see citing works
The ABCs of categorical perception
Streitfeld, B., & Wilson, M. (1986) · Cognitive Psychology · doi:10.1016/0010-0285(86)90006-x · Cited by 13 · see citing works
Psychology of Computer Use: XLII. Problem Solving and Humor as a Function of Computer Anxiety
Emanuele, S., Dale, J. A., & Klions, H. L. (1997) · Perceptual and Motor Skills · doi:10.2466/pms.1997.84.1.147 · Cited by 7 · see citing works
Flagged first, then by citations
2 of the 141 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
User Acceptance of Information Technology: Toward A Unified View1
Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D. (2003) · MIS Quarterly · doi:10.2307/30036540 · Cited by 45,035 · see citing works
Self-citationDesign Science in Information Systems Research1
Hevner, A. R., March, S. T., Park, J., & Ram, S. (2004) · MIS Quarterly · doi:10.2307/25148625 · Cited by 10,707 · see citing works
Technology Acceptance Model 3 and a Research Agenda on Interventions
Venkatesh, V., & Bala, H. (2008) · Decision Sciences · doi:10.1111/j.1540-5915.2008.00192.x · Cited by 8,159 · see citing works
Self-citationDeveloping and validating trust measures for e-commerce: an integrative typology
McKnight, D. H., Choudhury, V., & Kacmar, C. (2002) · Information Systems Research · doi:10.1287/isre.13.3.334.81 · Cited by 5,550 · see citing works
Venkatesh, V., & Morris, M. G. (2000) · MIS Quarterly · doi:10.2307/3250981 · Cited by 4,382 · see citing works
Self-citationUser Acceptance of Hedonic Information Systems1
van der Heijden, H. (2004) · MIS Quarterly · doi:10.2307/25148660 · Cited by 3,850 · see citing works
Malhotra, N. K., Kim, S. S., & Patil, A. (2006) · Management Science · doi:10.1287/mnsc.1060.0597 · Cited by 3,250 · see citing works
The Technology Acceptance Model: Its past and its future in health care
Holden, R. J., & Karsh, B.-T. (2010) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2009.07.002 · Cited by 2,669 · see citing works
An Extended Privacy Calculus Model for E-Commerce Transactions
Dinev, T., & Hart, P. (2006) · Information Systems Research · doi:10.1287/isre.1060.0080 · Cited by 2,640 · see citing works
The Technology Acceptance Model: Past, Present, and Future
Lee, Y., Kozar, K. A., & Larsen, K. R. T. (2003) · Communications of the Association for Information Systems · doi:10.17705/1cais.01250 · Cited by 2,572 · see citing works
Technology acceptance model: a literature review from 1986 to 2013
Marangunić, N., & Granić, A. (2015) · Universal Access in the Information Society · doi:10.1007/s10209-014-0348-1 · Cited by 2,458 · see citing works
Unified Theory of Acceptance and Use of Technology: A Synthesis and the Road Ahead
University of Arkansas, Venkatesh, V., Thong, J., Hong Kong University of Science and Technology, Xu, X., & The Hong Kong Polytechnic University (2016) · Journal of the Association for Information Systems · doi:10.17705/1jais.00428 · Cited by 2,513 · see citing works
Self-citationWu, J.-H., & Wang, S.-C. (2005) · Information & Management · doi:10.1016/j.im.2004.07.001 · Cited by 2,284 · see citing works
Harrison McKnight, D., Choudhury, V., & Kacmar, C. (2002) · The Journal of Strategic Information Systems · doi:10.1016/s0963-8687(02)00020-3 · Cited by 2,164 · see citing works
A meta-analysis of the technology acceptance model
King, W. R., & He, J. (2006) · Information & Management · doi:10.1016/j.im.2006.05.003 · Cited by 2,906 · see citing works
Toward an understanding of the behavioral intention to use mobile banking
Luarn, P., & Lin, H. (2004) · Computers in Human Behavior · doi:10.1016/j.chb.2004.03.003 · Cited by 1,997 · see citing works
AGE DIFFERENCES IN TECHNOLOGY ADOPTION DECISIONS: IMPLICATIONS FOR A CHANGING WORK FORCE
MORRIS, M. G., & VENKATESH, V. (2000) · Personnel Psychology · doi:10.1111/j.1744-6570.2000.tb00206.x · Cited by 1,723 · see citing works
Self-citationSchepers, J., & Wetzels, M. G. M. (2006) · Information & Management · doi:10.1016/j.im.2006.10.007 · Cited by 1,690 · see citing works
Brown, S. A., & Venkatesh, V. (2005) · MIS Quarterly · doi:10.2307/25148690 · Cited by 1,615 · see citing works
Self-citationInformation technology acceptance by individual professionals: a model comparison approach
Chau, P. Y. K., & Hu, P. J. (2001) · Decision Sciences · doi:10.1111/j.1540-5915.2001.tb00978.x · Cited by 1,409 · see citing works
Understanding e-learning continuance intention: An extension of the Technology Acceptance Model
Roca, J. C., Chiu, C.-M., & Martínez, F. J. (2006) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2006.01.003 · Cited by 1,399 · see citing works
Determinants of user acceptance of Internet banking: an empirical study
Wang, Y., Wang, Y., Lin, H., & Tang, T. (2003) · International Journal of Service Industry Management · doi:10.1108/09564230310500192 · Cited by 1,382 · see citing works
Consumer e-shopping acceptance: Antecedents in a technology acceptance model
Ha, S., & Stoel, L. (2009) · Journal of Business Research · doi:10.1016/j.jbusres.2008.06.016 · Cited by 1,353 · see citing works
Kim, M. J., Lee, C., & Jung, T. H. (2018) · Journal of Travel Research · doi:10.1177/0047287518818915 · Cited by 1,439 · see citing works
Thong, J. Y. L., Hong, S., & Tam, K. Y. (2006) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2006.05.001 · Cited by 1,368 · see citing works
An empirical examination of factors influencing the intention to use mobile payment
Kim, C., Mirusmonov, M., & Lee, I. (2009) · Computers in Human Behavior · doi:10.1016/j.chb.2009.10.013 · Cited by 1,327 · see citing works
Yi, M. Y., & Hwang, Y. (2003) · International Journal of Human-Computer Studies · doi:10.1016/s1071-5819(03)00114-9 · Cited by 1,306 · see citing works
Intentions to Use Mobile Services: Antecedents and Cross-Service Comparisons
Nysveen, H. (2005) · Journal of the Academy of Marketing Science · doi:10.1177/0092070305276149 · Cited by 1,294 · see citing works
Understanding consumer acceptance of mobile payment services: An empirical analysis
Schierz, P. G., Schilke, O. S., & Wirtz, B. W. (2009) · Electronic Commerce Research and Applications · doi:10.1016/j.elerap.2009.07.005 · Cited by 1,295 · see citing works
Lee, M.-C. (2009) · Computers & Education · doi:10.1016/j.compedu.2009.09.002 · Cited by 1,289 · see citing works
Understanding Technology Adoption: Theory and Future Directions for Informal Learning
Straub, E. T. (2009) · Review of Educational Research · doi:10.3102/0034654308325896 · Cited by 1,286 · see citing works
Investigating the determinants and age and gender differences in the acceptance of mobile learning
Wang, Y., Wu, M., & Wang, H. (2008) · British Journal of Educational Technology · doi:10.1111/j.1467-8535.2007.00809.x · Cited by 1,233 · see citing works
Antecedents of B2C Channel Satisfaction and Preference: Validating e-Commerce Metrics
Devaraj, S., Fan, M., & Kohli, R. (2002) · Information Systems Research · doi:10.1287/isre.13.3.316.77 · Cited by 1,205 · see citing works
A review of technology acceptance and adoption models and theories
Taherdoost, H. (2018) · Procedia Manufacturing · doi:10.1016/j.promfg.2018.03.137 · Cited by 1,162 · see citing works
Yi, M. Y., Jackson, J. D., Park, J. S., & Probst, J. C. (2006) · Information & Management · doi:10.1016/j.im.2005.08.006 · Cited by 1,139 · see citing works
Investigating User Resistance to Information Systems Implementation: A Status Quo Bias Perspective1
Kim, H.-W., & Kankanhalli, A. (2009) · MIS Quarterly · doi:10.2307/20650309 · Cited by 1,135 · see citing works
Blut, M., Wang, C., Wünderlich, N. V., & Brock, C. (2021) · Journal of the Academy of Marketing Science · doi:10.1007/s11747-020-00762-y · Cited by 1,194 · see citing works
Lewis, Agarwal, & Sambamurthy, V. (2003) · MIS Quarterly · doi:10.2307/30036552 · Cited by 1,089 · see citing works
Porter, C. E., & Donthu, N. (2006) · Journal of Business Research · doi:10.1016/j.jbusres.2006.06.003 · Cited by 1,066 · see citing works
The literature review of technology adoption models and theories for the novelty technology
Lai, P. C. (2017) · Journal of Information Systems and Technology Management · doi:10.4301/s1807-17752017000100002 · Cited by 1,135 · see citing works
Critical success factors for e-learning acceptance: Confirmatory factor models
Selim, H. M. (2007) · Computers & Education · doi:10.1016/j.compedu.2005.09.004 · Cited by 1,055 · see citing works
Chao, C.-M. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.01652 · Cited by 1,041 · see citing works
Jasperson, J., Carter, P. E., & Zmud, R. W. (2005) · MIS Quarterly · doi:10.5555/2017264.2017272 · Cited by 1,035 · see citing works
What drives consumers to shop online? A literature review
y Monsuwe, T. P., Dellaert, B. G. C., & de Ruyter, K. (2004) · International Journal of Service Industry Management · doi:10.1108/09564230410523358 · Cited by 1,036 · see citing works
Ashfaq, M., Yun, J., Yu, S., & Loureiro, S. M. C. (2020) · Telematics and Informatics · doi:10.1016/j.tele.2020.101473 · Cited by 1,100 · see citing works
Technology acceptance model for wireless Internet
Lu, J., Yu, C., Liu, C., & Yao, J. E. (2003) · Internet Research · doi:10.1108/10662240310478222 · Cited by 994 · see citing works
Hassanein, K., & Head, M. (2007) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2006.11.018 · Cited by 986 · see citing works
Kim, S. S., & Malhotra, N. K. (2005) · Management Science · doi:10.1287/mnsc.1040.0326 · Cited by 993 · see citing works
The role of moderating factors in user technology acceptance
Sun, H., & Zhang, P. (2005) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2005.04.013 · Cited by 1,002 · see citing works
Inexperience and experience with online stores: the importance of TAM and trust
Gefen, D., Karahanna, E., & Straub, D. W. (2003) · IEEE Transactions on Engineering Management · doi:10.1109/tem.2003.817277 · Cited by 965 · see citing works
Understanding the Blockchain technology adoption in supply chains-Indian context
Kamble, S., Gunasekaran, A., & Arha, H. (2018) · International Journal of Production Research · doi:10.1080/00207543.2018.1518610 · Cited by 1,001 · see citing works
Jasperson, J., Carter, & Zmud, R. W. (2005) · MIS Quarterly · doi:10.2307/25148694 · Cited by 1,395 · see citing works
Technology and the Customer Interface: What Consumers Want in the Physical and Virtual Store
Burke, R. R. (2002) · Journal of the Academy of Marketing Science · doi:10.1177/009207002236914 · Cited by 936 · see citing works
The acceptance and use of a virtual learning environment in China
van Raaij, E. M., & Schepers, J. J. L. (2008) · Computers & Education · doi:10.1016/j.compedu.2006.09.001 · Cited by 940 · see citing works
User Acceptance Enablers in Individual Decision Making About Technology: Toward an Integrated Model
Venkatesh, V., Speier, C., & Morris, M. G. (2002) · Decision Sciences · doi:10.1111/j.1540-5915.2002.tb01646.x · Cited by 923 · see citing works
Self-citationAdoption of AI-based chatbots for hospitality and tourism
Pillai, R., & Sivathanu, B. (2020) · International Journal of Contemporary Hospitality Management · doi:10.1108/ijchm-04-2020-0259 · Cited by 986 · see citing works
Assessing a Firm's Web Presence: A Heuristic Evaluation Procedure for the Measurement of Usability
Agarwal, R., & Venkatesh, V. (2002) · Information Systems Research · doi:10.1287/isre.13.2.168.84 · Cited by 873 · see citing works
Self-citationGender differences in perceptions and relationships among dominants of e-learning acceptance
Ong, C.-S., & Lai, J.-Y. (2006) · Computers in Human Behavior · doi:10.1016/j.chb.2004.03.006 · Cited by 863 · see citing works
Understanding User Responses to Information Technology: A Coping Model of User Adaptation1
Beaudry, A., & Pinsonneault, A. (2005) · MIS Quarterly · doi:10.2307/25148693 · Cited by 869 · see citing works
Venkatesh, V., Brown, S. A., Maruping, L. M., & Bala, H. (2008) · MIS Quarterly · doi:10.2307/25148853 · Cited by 875 · see citing works
Self-citationInternational Journal of Economics, Commerce and Management
Christopher, P. M. (2014) · ADVANCED SCIENCES INDEX · Cited by 858 · see citing works
Venkatesh, V., Thong, J. Y. L., Chan, F. K. Y., Hu, P. J.-H., & Brown, S. A. (2011) · Information Systems Journal · doi:10.1111/j.1365-2575.2011.00373.x · Cited by 852 · see citing works
Self-citationDemographic differences in perceived benefits from gamification
Koivisto, J., & Hamari, J. (2014) · Computers in Human Behavior · doi:10.1016/j.chb.2014.03.007 · Cited by 841 · see citing works
The Influence of Website Characteristics on a Consumer's Urge to Buy Impulsively
Parboteeah, D. V., Valacich, J. S., & Wells, J. D. (2008) · Information Systems Research · doi:10.1287/isre.1070.0157 · Cited by 866 · see citing works
Ahuja, M. K., & Bennett, J. (2005) · MIS Quarterly · doi:10.2307/25148691 · Cited by 818 · see citing works
Determinants of behavioral intention to mobile banking
Gu, J., Lee, S., & Suh, Y. (2009) · Expert Systems with Applications · doi:10.1016/j.eswa.2009.03.024 · Cited by 792 · see citing works
E-Commerce Product Recommendation Agents: Use, Characteristics, and Impact1
Xiao, B., & Benbasat, I. (2007) · MIS Quarterly · doi:10.2307/25148784 · Cited by 1,081 · see citing works
Beaudry, A., & Pinsonneault, A. (2010) · MIS Q. · doi:10.2307/25750701 · Cited by 869 · see citing works
Anxious or Angry? Effects of Discrete Emotions on the Perceived Helpfulness of Online Reviews1
Yin, D., Bond, S., & Zhang, H. (2014) · MIS Quarterly · doi:10.25300/misq/2014/38.2.10 · Cited by 756 · see citing works
Do I really have to? User acceptance of mandated technology
Brown, S. A., Massey, A. P., Montoya‐Weiss, M. M., & Burkman, J. (2002) · European Journal of Information Systems · doi:10.1057/palgrave.ejis.3000438 · Cited by 751 · see citing works
Liu, I.-F., Chen, M. C., Sun, Y. S., Wible, D., & Kuo, C. (2009) · Computers & Education · doi:10.1016/j.compedu.2009.09.009 · Cited by 741 · see citing works
An empirical study of the factors affecting social network service use
Kwon, O., & Wen, Y. (2010) · Computers in Human Behavior · doi:10.1016/j.chb.2009.04.011 · Cited by 722 · see citing works
Avoidance of Information Technology Threats: A Theoretical Perspective1
Liang, H., & Xue, Y. (2009) · MIS Quarterly · doi:10.2307/20650279 · Cited by 733 · see citing works
A Corresponding Fields Model for the Links Between Social and Digital Exclusion
Helsper, E. J. (2012) · Communication Theory · doi:10.1111/j.1468-2885.2012.01416.x · Cited by 709 · see citing works
Blockchain and supply chain relations: A transaction cost theory perspective
Schmidt, C. G., & Wagner, S. M. (2019) · Journal of Purchasing and Supply Management · doi:10.1016/j.pursup.2019.100552 · Cited by 721 · see citing works
Liao, C., Chen, J.-L., & Yen, D. C. (2006) · Computers in Human Behavior · doi:10.1016/j.chb.2006.05.006 · Cited by 712 · see citing works
The benefits and dangers of enjoyment with social networking websites
Turel, O., & Serenko, A. (2012) · European Journal of Information Systems · doi:10.1057/ejis.2012.1 · Cited by 684 · see citing works
Adoption and use of AI tools: a research agenda grounded in UTAUT
Venkatesh, V. (2021) · Annals of Operations Research · doi:10.1007/s10479-020-03918-9 · Cited by 783 · see citing works
Self-citationInformation System Success: Individual and Organizational Determinants
Sabherwal, R., Jeyaraj, A., & Chowa, C. (2006) · Management Science · doi:10.1287/mnsc.1060.0583 · Cited by 685 · see citing works
Lu, Y., Zhou, T., & Wang, B. (2008) · Computers in Human Behavior · doi:10.1016/j.chb.2008.06.002 · Cited by 683 · see citing works
Why do people watch others play video games? An empirical study on the motivations of Twitch users
Sjöblom, M., & Hamari, J. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.10.019 · Cited by 691 · see citing works
Understanding the Adoption of Multipurpose Information Appliances: The Case of Mobile Data Services
Hong, S., & Tam, K. Y. (2006) · Information Systems Research · doi:10.1287/isre.1060.0088 · Cited by 667 · see citing works
McLean, G., & Wilson, A. M. (2019) · Computers in Human Behavior · doi:10.1016/j.chb.2019.07.002 · Cited by 726 · see citing works
Hong, S., Thong, J. Y. L., & Tam, K. Y. (2006) · Decision Support Systems · doi:10.1016/j.dss.2006.03.009 · Cited by 955 · see citing works
Factors affecting engineers’ acceptance of asynchronous e-learning systems in high-tech companies
Ong, C., Lai, J., & Wang, Y. (2003) · Information & Management · doi:10.1016/j.im.2003.08.012 · Cited by 650 · see citing works
Why do people use gamification services?
Hamari, J., & Koivisto, J. (2015) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2015.04.006 · Cited by 680 · see citing works
Chung, N., Han, H. S., & Joun, Y. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2015.02.068 · Cited by 657 · see citing works
Explaining intention to use mobile chat services: moderating effects of gender
Nysveen, H., Pedersen, P. E., & Thorbjørnsen, H. (2005) · Journal of Consumer Marketing · doi:10.1108/07363760510611671 · Cited by 644 · see citing works
Predicting consumer intention to use mobile service
Wang, Y., Lin, H., & Luarn, P. (2006) · Information Systems Journal · doi:10.1111/j.1365-2575.2006.00213.x · Cited by 648 · see citing works
Huang, Y. C., Backman, K. F., Backman, S. J., & Chang, L. L. (2015) · International Journal of Tourism Research · doi:10.1002/jtr.2038 · Cited by 657 · see citing works
User acceptance of wearable devices: An extended perspective of perceived value
Yang, H., Yu, J., Zo, H., & Choi, M. (2015) · Telematics and Informatics · doi:10.1016/j.tele.2015.08.007 · Cited by 639 · see citing works
Mariani, M. M., Perez‐Vega, R., & Wirtz, J. (2022) · Psychology & Marketing · doi:10.1002/mar.21619 · Cited by 631 · see citing works
Al-Adwan, A. S., Li, N., Al-Adwan, A., Abbasi, G. A., Albelbisi, N. A., & Habibi, A. (2023) · Education and Information Technologies · doi:10.1007/s10639-023-11816-3 · Cited by 637 · see citing works
“PE represents the degree to which an individual has fun and pleasure as a result of uti - lizing a particular technology (Shen et al., 2022; Venkatesh, 2000 , p.351) states that PE is the degree to which “the activity of using a specific system is perceived to be enjoyable in its own right, aside…”
BackgroundExploring Human Images in Website Design: A Multi-Method Approach1
Cyr, Head, M. M., Larios, H., & Pan, B. (2009) · MIS Quarterly · doi:10.2307/20650308 · Cited by 639 · see citing works
Technology acceptance: a meta‐analysis of the TAM: Part 1
Yousafzai, S. Y., Foxall, G. R., & Pallister, J. G. (2007) · Journal of Modelling in Management · doi:10.1108/17465660710834453 · Cited by 624 · see citing works
Blut, M., & Wang, C. (2019) · Journal of the Academy of Marketing Science · doi:10.1007/s11747-019-00680-8 · Cited by 675 · see citing works
Trenerry, B., Chng, S., Wang, Y., Suhaila, Z. S., Lim, S. S., Lu, H. Y., & Oh, P. H. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.620766 · Cited by 766 · see citing works
Mobile computing acceptance factors in the healthcare industry: a structural equation model
Wu, J.-H., Wang, S.-C., & Lin, L.-M. (2007) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2006.06.006 · Cited by 603 · see citing works
Šumak, B., Heričko, M., & Pušnik, M. (2011) · Computers in Human Behavior · doi:10.1016/j.chb.2011.08.005 · Cited by 602 · see citing works
Barnard, Y., Bradley, M. D., Hodgson, F., & Lloyd, A. D. (2013) · Computers in Human Behavior · doi:10.1016/j.chb.2013.02.006 · Cited by 597 · see citing works
- Authors
- Venkatesh, V.
- Affiliations
- University of Maryland, College Park (US)
- Corresponding author
- Venkatesh, Viswanath
- ORCID
- Venkatesh, Viswanath
- Venue
- Information Systems Research
- Published
- 2000-12
- Volume
- 11
- Issue
- 4
- Pages
- 342-365
- ISSN
- 1047-7047 (ISSN-L)
- 1526-5536
- OpenAlex
- W2166982098
- Cited by
- 6,664
- References
- 141
- Citations by year
- 2026: 229 · 2025: 337 · 2024: 343 · 2023: 418 · 2022: 464 · 2021: 439 · 2020: 344 · 2019: 361 · 2018: 299 · 2017: 297 · 2016: 345 · 2015: 342 · 2014: 365 · 2013: 327 · 2012: 302
- FWCI
- 117.58
- Type
- journal article
- Language
- en
- Open access
- green
- doi.org
- Locations
- Information Systems Research (publishedVersion)
- SSRN Electronic Journal (acceptedVersion)
- Topics
- Social Sciences › Decision Sciences › Information Systems and Management › Technology Adoption and User Behaviour
- Physical Sciences › Computer Science › Human-Computer Interaction › Usability and User Interface Design
- Social Sciences › Gender Studies › Gender and Technology in Education
- Keywords
- perceived ease of use, technology acceptance model, anchoring and adjustment, computer self-efficacy, facilitating conditions, intrinsic motivation, computer playfulness, computer anxiety, emotions, perceived enjoyment, user acceptance, employee technology use
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review