E‐commerce usage and business performance in the Malaysian tourism sector: empirical analysis
Abstract
Purpose Based upon the E‐VALUE model developed, this paper aims to investigate the impact of e‐commerce usage on business performance in the tourism sector. Design/methodology/approach A cross‐sectional survey is carried out on 165 Malaysian firms involved in the tourism sector (hotels, resorts, and hospitals engaged in health tourism) through the use of a structured questionnaire. Findings The structural equation modeling results indicate that technology competency, firm size, firm scope, web‐technology investment, pressure intensity, and back‐end usage have significant influence on e‐commerce usage. Among these variables, back‐end integration is found to function as a mediator. E‐commerce experience (in years) is found to moderate the relationship between e‐commerce usage and business performance. Research limitations/implications The paper focuses on the tourism sector in Malaysia and concentrates only on the management perspective of e‐commerce adoption. Practical implications The results provide insights to the Malaysian tourism sector and other organizations of similar structures of how they could improve upon their e‐commerce adoption and/or usage for improved business performance. Originality/value This paper is perhaps one of the first to investigate e‐commerce usage in the tourism sector using a comprehensive set of variables through an interactive, comprehensive and multi‐dimensional theoretical model (the E‐VALUE model) in investigating their influences on busines…
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?
Davis proposed TAM in which user motivation can be driven by three factors: perceived ease of use, perceived usefulness, and attitude towards using the system.
“Davis, who counted on preceding work done by [3] continue amend his model and propose the Technology Acceptance Model in which he advises that user motivation can be driven by three factors:”
From A Review on TAM and TOE Framework Progression and How These Models Integrate (2021) · cites this paper as [3]
TOE is a popular framework for three stimuli that influence organizational adoption: technology, organization, and environment.
“Likewise, the T-O-E framework is a popular framework for three stimuli that influence organizational adoption namely technology, organization, and environment.”
From A Review on TAM and TOE Framework Progression and How These Models Integrate (2021) · cites this paper as [4]
Organizational adoption is based on technology, organisation, and environment.
“Upon decision making three key elements environmental, organisational and technological needs to be factored in, and organizational adoption is based on technology, organisation, and environment [4].”
From A Review on TAM and TOE Framework Progression and How These Models Integrate (2021) · cites this paper as [4]
The strength of an organisation is determined by both internal and external elements: environment, organisation size, and organisation strategy.
“According to [3] the strength of a organisation is determined by both internal and external elements which can be described as environment, organisation size, and organisation strategy.”
From A Review on TAM and TOE Framework Progression and How These Models Integrate (2021) · cites this paper as [3]
There are few investigations at the individual level on IT appropriation.
“Broad literature on Information Technology (IT) appropriation demonstrates that there are a few investigations at the individual level [4].”
From A Review on TAM and TOE Framework Progression and How These Models Integrate (2021) · cites this paper as [4]
Peer influence was combined with TAM in 2002 by [3,7].
“Peer influence was then combined with TAM in 2002 by [3,7].”
From A Review on TAM and TOE Framework Progression and How These Models Integrate (2021) · cites this paper as [3]
T-O-E Framework was developed by [6] for organisational adoption based on the Contingency Theory of Organisations.
“As per [4], T-O-E Framework was developed by [6] for organisational adoption based on the Contingency Theory of Organisations.”
From A Review on TAM and TOE Framework Progression and How These Models Integrate (2021) · cites this paper as [4]
Environmental context is an area where the company targets business operations like government incentives and regulations.
“Environmental context is an area where the company targets business operations like government incentives and regulations [4].”
From A Review on TAM and TOE Framework Progression and How These Models Integrate (2021) · cites this paper as [4]
Organisational context comprises organisation scope, organisation size, and legislative belief.
“In [4], the author states that organisational context comprises of organisation scope, organisation size, and legislative belief.”
From A Review on TAM and TOE Framework Progression and How These Models Integrate (2021) · cites this paper as [4]
The most important variables of organisational context include financial resources, firm structure, organisational slack, innovation capacity, knowledge capability, operational capability, strategic use of technology, trust, technological resources, top management support, support for innovation, quality of human capital, organisational knowledge accumulation, expertise and infrastructure, and org
“As per [1-3, 9, 12, 18, 22, 32, 33, 35] the most important variables of organisational context includes “financial resources, firm structure, organisational slack, innovation capacity, knowledge capability, operational capability, strategic use of technology, trust, technological resources, top management support, support for innovation, quality of human capital, organisational knowledge”
From A Review on TAM and TOE Framework Progression and How These Models Integrate (2021) · cites this paper as [3]
The framework proposes that an organisation should be consistent with its surroundings and environmental needs and its strength is determined by both internal and external factors like environment, organisation size, and organisation strategy.
“The framework proposes that an organisation should be consistent with its surroundings and environmental needs and its strength is determined by both internal and external factors like environment, organisation size, and organisation strategy [3].”
From A Review on TAM and TOE Framework Progression and How These Models Integrate (2021) · cites this paper as [3]
Other variables like sociological variables, cognitive variables, technology readiness, ability to leverage IT investment through different channels, professionals' experience and skills, managerial capabilities of change management, security concerns, government promotion and factors salient to the country context such as government policy/regulation, technology infrastructure, and culture arene
“For this reason as by [9,35] and [3,12,24,32,36] other variables like sociological variables, cognitive variables, technology readiness, ability to leverage IT investment through different channels professionals' experience and skills, managerial capabilities of change management, security concerns, government promotion and factors salient to the country context such as government policy/reg”
From A Review on TAM and TOE Framework Progression and How These Models Integrate (2021) · cites this paper as [3]
T-O-E framework provides a more holistic insight into adoption challenges and adoption factors, value-chain activities, adoption processes and implementation, post-adoption, and development of capabilities using the technology.
“T-O-E provides a more holistic insight (without minding size and industry constraints) into adoption challenges and adoption factors, value-chain activities, adoption processes and implementation, post-adoption, and development of capabilities using the technology.”
From Using T-O-E theoretical framework to study the adoption of ERP solution (2016) · cites this paper as Salwani et al., 2009
Cites
Baron, R. M., & Kenny, D. A. (1986) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.51.6.1173 · Cited by 91,542 · see citing works
Rogers, E. M., Singhal, A., & Quinlan, M. M. (2019) · Routledge eBooks · doi:10.4324/9780203710753-35 · Cited by 37,557 · see citing works
Alternative Ways of Assessing Model Fit
Browne, M. W., & Cudeck, R. (1992) · Sociological Methods & Research · doi:10.1177/0049124192021002005 · Cited by 27,200 · see citing works
A resource‐based view of the firm
Wernerfelt, B. (1984) · Strategic Management Journal · doi:10.1002/smj.4250050207 · Cited by 25,635 · see citing works
Research methods for business: A skill building approach
(1993) · Long Range Planning · doi:10.1016/0024-6301(93)90168-f · Cited by 17,000 · see citing works
The balanced scorecard : measures that drive performance
Caplan, R. S. (1992) · Harvard business review · Cited by 12,085 · see citing works
Testing Structural Equation Models.
Clogg, C. C., Bollen, K. A., & Long, J. S. (1995) · Social Forces · doi:10.2307/2580595 · Cited by 8,244 · see citing works
(1992) · PubMed · Cited by 7,979 · see citing works
Organizational innovation: A meta-analysis of effects of determinants and moderators
Damanpour, F. (1991) · Academy of Management Journal · doi:10.2307/256406 · Cited by 6,542 · see citing works
Bharadwaj, A. S. (2000) · MIS Quarterly · doi:10.2307/3250983 · Cited by 5,042 · see citing works
Testing moderator and mediator effects in counseling psychology research.
Frazier, P. A., Tix, A. P., & Barron, K. E. (2004) · Journal of Counseling Psychology · doi:10.1037/0022-0167.51.1.115 · Cited by 4,037 · see citing works
Melville, N. P., Kraemer, K., & Gurbaxani, V. (2004) · MIS Q. · doi:10.2307/25148636 · Cited by 3,896 · see citing works
Business Research: A Practical Guide for Undergraduate and Postgraduate Students
Collis, J., & Hussey, R. (2009) · Cited by 3,885 · see citing works
A Resource-Based Theory of the Firm: Knowledge Versus Opportunism
Conner, K. R., & Prahalad, C. K. (1996) · Organization Science · doi:10.1287/orsc.7.5.477 · Cited by 3,146 · cited 1× · see citing works
“The theory argues that sustained competitive advantage is generated by the unique bundle of resources at the core of the firm (Conner and Prahalad, 1996) where business owners build their businesses from the resources and capabilities that they currently possess or acquired (Dollinger, 1999).”
BackgroundConner, K. R. (1991) · Journal of Management · doi:10.1177/014920639101700109 · Cited by 3,068 · see citing works
Information Technology Implementation Research: A Technological Diffusion Approach
Cooper, R. B., & Zmud, R. W. (1990) · Management Science · doi:10.1287/mnsc.36.2.123 · Cited by 2,773 · see citing works
Electronic Data Interchange and Small Organizations: Adoption and Impact of Technology
Iacovou, C. L., Benbasat, I., & Dexter, A. S. (1995) · MIS Quarterly · doi:10.2307/249629 · Cited by 2,503 · see citing works
Sekaran, U. (2008) · Cited by 2,380 · see citing works
Information Technology and Sustained Competitive Advantage: A Resource-Based Analysis
Mata, F. J., Fuerst, W. L., & Barney, J. B. (1995) · MIS Quarterly · doi:10.2307/249630 · Cited by 2,369 · see citing works
An Integrated Model of Information Systems Adoption in Small Businesses
Thong, J. Y. L. (1999) · Journal of Management Information Systems · doi:10.1080/07421222.1999.11518227 · Cited by 1,727 · see citing works
Zhu, K., & Kraemer, K. L. (2005) · Information Systems Research · doi:10.1287/isre.1050.0045 · Cited by 1,723 · see citing works
Fundamental Research Statistics for the Behavioral Sciences
Roscoe, J. (2004) · Journal of the American Statistical Association · doi:10.2307/2284880 · Cited by 1,628 · see citing works
Electronic Commerce: A Managerial Perspective
King, D. A., Chung, H. M., Lee, J. K., & Turban, E. (1999) · Medical Entomology and Zoology · Cited by 1,605 · 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
Zhu, K., Kraemer, K. L., & Xu, S. (2006) · Management Science · doi:10.1287/mnsc.1050.0487 · Cited by 1,440 · see citing works
Kuan, K. K. Y., & Chau, P. Y. K. (2001) · Information & Management · doi:10.1016/s0378-7206(01)00073-8 · Cited by 1,335 · see citing works
Rayport, J. F., & Jaworski, B. J. (2000) · Cited by 941 · see citing works
Information Technology and Productivity: Evidence from Country-Level Data
Dewan, S., & Kraemer, K. L. (2000) · Management Science · doi:10.1287/mnsc.46.4.548.12057 · Cited by 884 · see citing works
Comparison of IMPROVE and NIOSH Carbon Measurements
Chow, J. C., Watson, J. G., Crow, D., Lowenthal, D. H., & Merrifield, T. M. (2001) · Aerosol Science and Technology · doi:10.1080/02786820119073 · Cited by 869 · see citing works
Zhu, K., & Kraemer, K. L. (2002) · Information Systems Research · doi:10.1287/isre.13.3.275.82 · Cited by 779 · see citing works
ZHU, K., KRAEMER, K. L., & DEDRICK, J. (2004) · Journal of Management Information Systems · doi:10.1080/07421222.2004.11045797 · Cited by 775 · see citing works
Shaping the Future: Business Design Through Information Technology.
Dakin, G., & Keen, P. G. W. (1993) · Journal of the Operational Research Society · doi:10.2307/2584087 · Cited by 736 · see citing works
How IT Creates Business Value: A Process Theory Synthesis.
Soh, C., & Markus, M. L. (1995) · Journal of the Association for Information Systems · Cited by 627 · see citing works
Caldeira, M. M., & Ward, J. (2003) · European Journal of Information Systems · doi:10.1057/palgrave.ejis.3000454 · Cited by 542 · see citing works
Electronic Commerce 2002: A Managerial Perspective
Turban, E., Lee, J. S., King, D., McKay, J., & Marshall, P. (2002) · eCite Digital Repository (University of Tasmania) · Cited by 484 · see citing works
Entrepreneurship: Strategies and Resources
Dollinger, M. (1994) · Cited by 474 · see citing works
Gibbs, J. L., & Kraemer, K. L. (2004) · Electronic Markets · doi:10.1080/10196780410001675077 · Cited by 443 · see citing works
Understanding Digital Markets: Review and AssesmentPreprint
Smith, M. D., Bailey, J. P., & Brynjolfsson, E. (2001) · SSRN Electronic Journal · doi:10.2139/ssrn.290326 · Cited by 425 · see citing works
Managing Organizational Change: Negotiating Meaning and Power-Resistance Relations
Thomas, R., Sargent, L. D., & Hardy, C. (2010) · Organization Science · doi:10.1287/orsc.1090.0520 · Cited by 408 · see citing works
Internet‐based ICT adoption: evidence from Malaysian SMEs
Tan, K. S., Chong, S. C., Lin, B., & Eze, U. C. (2009) · Industrial Management & Data Systems · doi:10.1108/02635570910930118 · Cited by 385 · see citing works
Information Technology and Firm Boundaries: Evidence from Panel Data
Hitt, L. M. (1999) · Information Systems Research · doi:10.1287/isre.10.2.134 · Cited by 341 · see citing works
Chan, Y. E. (2000) · Journal of Management Information Systems · doi:10.1080/07421222.2000.11518272 · Cited by 315 · see citing works
Information Transparency of Business-to-Business Electronic Markets: A Game-Theoretic Analysis
Zhu, K. X. (2004) · Management Science · doi:10.1287/mnsc.1040.0226 · Cited by 302 · see citing works
Understanding Digital Markets: Review and Assessment
Smith, M. D., Bailey, J. P., & Brynjolfsson, E. (2000) · The MIT Press eBooks · doi:10.7551/mitpress/6986.003.0007 · Cited by 249 · see citing works
Turban, E., Cohen, C. M., Copi, I. M., & King, D. R. (2002) · Repository of the University of Ljubljana (University of Ljubljana) · Cited by 245 · see citing works
Electronic data interchange: a multi-industry investigation using grounded theory
Crook, C. W., & Kumar, R. L. (1998) · Information & Management · doi:10.1016/s0378-7206(98)00040-8 · Cited by 203 · see citing works
E‐commerce: the challenge for UK SMEs in the twenty‐first century
Quayle, M. (2002) · International Journal of Operations & Production Management · doi:10.1108/01443570210446351 · Cited by 200 · see citing works
Determinants of Information Technology Adoption
Dasgupta, S., Agarwal, D., Ioannidis, A., & Gopalakrishnan, S. (1999) · Journal of Global Information Management · doi:10.4018/jgim.1999070103 · Cited by 149 · see citing works
Innovation Explosion : Using Intellect and Software to Revolutionize Growth Strategies
Quinn, J. B., Baruch, J. J., & Zien, K. A. (1997) · Cited by 142 · see citing works
Adoption intentions and benefits realised: a study of e‐commerce in UK SMEs
Daniel, E. M., & Wilson, H. (2002) · Journal of Small Business and Enterprise Development · doi:10.1108/14626000210450522 · Cited by 112 · see citing works
Analysis of Information Technology Success in Small Firms in New Zealand
Igbaria, M., Zinatelli, N., & Cavaye, A. (1998) · International Journal of Information Management · doi:10.1016/s0268-4012(97)00053-4 · Cited by 110 · see citing works
The Search for Strategic Advantage from the World Wide Web
Lederer, A. L., Mirchandani, D. A., & Sims, K. (2001) · International Journal of Electronic Commerce · doi:10.1080/10864415.2001.11044223 · Cited by 110 · see citing works
The adoption of e-business technology by SMEs
Windrum, P., & de Berranger, P. (2002) · Research Publications (Maastricht University) · doi:10.26481/umamer.2002023 · Cited by 85 · see citing works
Measuring e-commerce efficiency: a data envelopment analysis (DEA) approach
Wen, H. J., Lim, B. B. L., & Huang, H. L. (2003) · Industrial Management & Data Systems · doi:10.1108/02635570310506124 · Cited by 83 · see citing works
DRIVERS AND IMPEDIMENTS TO E-COMMERCE IN MALAYSIA
Paynter, J., & Lim, J. E. (2001) · Malaysian Journal of Library & Information Science · Cited by 80 · see citing works
Intranet usage and managers' performance in the port industry
Daud, N. M., Chong, S. C., Murali, R., & Salwani, M. I. (2007) · Industrial Management & Data Systems · doi:10.1108/02635570710822831 · Cited by 78 · see citing works
(2006) · Cambridge University Press eBooks · doi:10.1017/cbo9780511488603 · Cited by 76 · see citing works
Government to E-government to E-society
Jayashree, S., & Marthandan, G. (2010) · Journal of Applied Sciences · doi:10.3923/jas.2010.2205.2210 · Cited by 71 · see citing works
Self-citationSocial groups, selective perception, and behavioral contagion in public opinion
Krassa, M. A. (1988) · Social Networks · doi:10.1016/0378-8733(88)90018-4 · Cited by 68 · see citing works
Barriers to Putting Businesses on the Internet in Malaysia
Mukti, N. A. (2000) · The Electronic Journal of Information Systems in Developing Countries · doi:10.1002/j.1681-4835.2000.tb00013.x · Cited by 68 · see citing works
Opening digital markets: battle plans and business strategies for Internet commerce
(1998) · Choice Reviews Online · doi:10.5860/choice.36-1069 · Cited by 47 · see citing works
Understanding the Adoption of Electronic Banking in China
Kurnia, S., Peng, F., & Liu, Y. R. (2010) · Hawaii International Conference on System Sciences (HICSS) · doi:10.1109/hicss.2010.421 · Cited by 41 · see citing works
Zin, R. B. M., & Vrontis, D. (2010) · Journal of Transnational Management · doi:10.1080/15475778.2010.504497 · Cited by 34 · see citing works
Khan, M. R., & Motiwalla, L. (2002) · Cited by 26 · see citing works
Gu, Y., & Zainab, A. N. (2001) · E-LIS Repository (University of Naples Federico II) · Cited by 24 · see citing works
E-Commerce Stimuli and Practices in Malaysia
Sulaiman, A. B., & Noorismawati, J. (2003) · Journal of the Association for Information Systems · Cited by 23 · see citing works
A Framework of Critical Drivers in Successful Business-to-Business E-Commerce
Robertson, R. A. (2005) · IEEE SoutheastCon · doi:10.1109/secon.2005.1423276 · Cited by 18 · see citing works
Evaluation of E-Commerce Service Quality Using the Analytic Hierarchy Process
Yu, Y. (2010) · International Conference on Innovative Computing and Communication and Asia-Pacific Conference on Information Technology and Ocean Engineering · doi:10.1109/cicc-itoe.2010.39 · Cited by 12 · see citing works
Strategic 'morphing' and the survivability of e-commerce firms
Kauffman, R. J., Wang, B., & Miller, T. L. (2003) · Hawaii International Conference on System Sciences (HICSS) · doi:10.1109/hicss.2002.994256 · Cited by 10 · see citing works
Brief Communication. The role of knowledge content in e-commerce
Martin, W. J. (2001) · Journal of Information Science · doi:10.1177/0165551014233716 · Cited by 9 · see citing works
SOURCING SUCCESSFULLY IN CHINA
Gould, S. A. (2001) · Supply chain management review · Cited by 9 · see citing works
Internet Culture in Developing Countries with special reference to E-Commerce
Chandran, D., Kang, K., & Leveaux, R. (2001) · Journal of the Association for Information Systems · Cited by 8 · see citing works
Mohamed, I. S., Omar, N. B., Daud, N. M., & Marthandan, G. (2009) · International Conference on Information and Multimedia Technology · doi:10.1109/icimt.2009.73 · Cited by 5 · see citing works
Self-citationGovindarajulu, N., Devi, S. S., Ge, Y., & González, M. E. A. (2015) · Cited by 4 · see citing works
Estimating technical efficiency for global e-tailing companies for different regions
Lin, Y. H., & Hong, C.-F. (2010) · IEEE International Conference on Industrial Engineering and Engineering Management (IEEM) · doi:10.1109/ieem.2010.5674195 · Cited by 3 · see citing works
Resistance To Change Among First Line Managers In Multinational Organizations In Malaysia
Ali, A. J., & Wafi, S. M. S. (2010) · Cited by 1 · see citing works
Flagged first, then by citations
2 of the 78 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Understanding determinants of cloud computing adoption using an integrated TAM-TOE model
Gangwar, H., Date, H., & Ramaswamy, R. (2015) · Journal of Enterprise Information Management · doi:10.1108/jeim-08-2013-0065 · Cited by 1,097 · see citing works
Factors influencing the use of social media by SMEs and its performance outcomes
Ainin, S., Parveen, F., Moghavvemi, S., Jaafar, N. I., & Shuib, L. M. (2015) · Industrial Management & Data Systems · doi:10.1108/imds-07-2014-0205 · Cited by 624 · see citing works
Adoption of e‐commerce applications in SMEs
Ghobakhloo, M., Aranda, D. A., & Benítez-Amado, J. (2011) · Industrial Management & Data Systems · doi:10.1108/02635571111170785 · Cited by 621 · see citing works
E-commerce adoption by SMEs in developing countries: evidence from Indonesia
Rahayu, R., & Day, J. T. (2016) · Eurasian economic review : · doi:10.1007/s40821-016-0044-6 · Cited by 437 · see citing works
Understanding the impact of social media usage among organizations
Tajudeen, F. P., Jaafar, N. I., & Ainin, S. (2017) · Information & Management · doi:10.1016/j.im.2017.08.004 · Cited by 390 · see citing works
Integrated technology-organization-environment (T-O-E) taxonomies for technology adoption
Awa, H. O., Ojiabo, O. U., & Orokor, L. E. (2017) · Journal of Enterprise Information Management · doi:10.1108/jeim-03-2016-0079 · Cited by 378 · see citing works
Review on IT adoption: insights from recent technologies
Gangwar, H., Date, H., & Raoot, A. D. (2014) · Journal of Enterprise Information Management · doi:10.1108/jeim-08-2012-0047 · Cited by 289 · see citing works
Lutfi, A., Alsyouf, A., Almaiah, M. A., Alrawad, M., Abdo, A. A. K., Al-Khasawneh, A. L., Ibrahim, N. M. E. S., & Saad, M. (2022) · Sustainability · doi:10.3390/su14031802 · Cited by 275 · see citing works
Using T-O-E theoretical framework to study the adoption of ERP solution
Awa, H. O., Ukoha, O., & Emecheta, B. C. (2016) · Cogent Business & Management · doi:10.1080/23311975.2016.1196571 · Cited by 272 · see citing works
“Unlike most other frameworks, scholars (Salwani et al., 2009; Wang et al., 2010; Wen & Chen, 2010) opine that T-O-E provides Page 6 of 23 a more holistic insight (without minding size and industry constraints) into adoption challenges and adoption factors, value-chain activities, adoption processes…”
ResultA model of adoption determinants of ERP within T-O-E framework
Awa, H. O., & Ojiabo, O. U. (2016) · Information Technology and People · doi:10.1108/itp-03-2015-0068 · Cited by 267 · see citing works
Revisiting technology-organization-environment (T-O-E) theory for enriched applicability
Awa, H. O., Ukoha, O., & Igwe, S. R. (2017) · The Bottom Line Managing Library Finances · doi:10.1108/bl-12-2016-0044 · Cited by 188 · see citing works
Matikiti, R., Mpinganjira, M., & Roberts-Lombard, M. (2018) · South African journal of information management · doi:10.4102/sajim.v20i1.790 · Cited by 157 · see citing works
Shee, H., Miah, S. J., Fairfield, L., & Pujawan, I. N. (2018) · Supply Chain Management An International Journal · doi:10.1108/scm-09-2017-0309 · Cited by 148 · see citing works
Lutfi, A., Al-Khasawneh, A. L., Almaiah, M. A., Alsyouf, A., & Alrawad, M. (2022) · Sustainability · doi:10.3390/su14095362 · Cited by 138 · see citing works
Factors Affecting Augmented Reality Adoption in the Retail Industry
Alam, S. S., Susmit, S., Lin, C., Masukujjaman, M., & Ho, Y. (2021) · Journal of Open Innovation Technology Market and Complexity · doi:10.3390/joitmc7020142 · Cited by 124 · see citing works
Kabanda, S. K., & Brown, I. (2017) · Telematics and Informatics · doi:10.1016/j.tele.2017.01.002 · Cited by 122 · see citing works
A Review on TAM and TOE Framework Progression and How These Models Integrate
Bryan, J. D., & Zuva, T. (2021) · Advances in Science Technology and Engineering Systems Journal · doi:10.25046/aj060316 · Cited by 119 · see citing works
“Broad literature on Information Technology (IT) appropriation demonstrates that there are a few investigations at the individual level [4].”
BackgroundMethodInfluentialKurnia, S., Karnali, R. J., & Rahim, M. M. (2015) · Information & Management · doi:10.1016/j.im.2015.03.003 · Cited by 117 · see citing works
Examining the critical success factors of cloud computing adoption in the MSMEs by using ISM model
Raut, R. D., Gardas, B. B., Jha, M. K., & Priyadarshinee, P. (2017) · The Journal of High Technology Management Research · doi:10.1016/j.hitech.2017.10.004 · Cited by 101 · see citing works
Kruesi, M. A., & Bazelmans, L. (2022) · Journal of Hospitality and Tourism Insights · doi:10.1108/jhti-10-2021-0270 · Cited by 101 · see citing works
Νικοπούλου, Μ., Kourouthanassis, P. E., Chasapi, G., Pateli, A. G., & Mylonas, N. (2023) · Sustainability · doi:10.3390/su15032736 · Cited by 99 · see citing works
Nasution, M. D. T. P., Rafiki, A., Lubis, A., & Rossanty, Y. (2021) · Journal of Science and Technology Policy Management · doi:10.1108/jstpm-03-2020-0060 · Cited by 96 · see citing works
Critical determinants for mobile commerce adoption in Vietnamese small and medium-sized enterprises
Chau, N. T., Deng, H., & Tay, R. (2020) · Journal of Marketing Management · doi:10.1080/0267257x.2020.1719187 · Cited by 91 · see citing works
Cloud Computing (SaaS) Adoption as a Strategic Technology: Results of an Empirical Study
Palos‐Sánchez, P. R., Arenas‐Márquez, F. J., & Aguayo-Camacho, M. (2017) · Mobile Information Systems · doi:10.1155/2017/2536040 · Cited by 91 · see citing works
Jovanovic, J. S., Vujadinović, R., Mitreva, E., Fragassa, C., & Vujović, A. (2020) · Sustainability · doi:10.3390/su12176993 · Cited by 82 · see citing works
Ikumoro, A. O., & Jawad, M. S. (2019) · International Journal of Academic Research in Business and Social Sciences · doi:10.6007/ijarbss/v9-i11/6544 · Cited by 78 · see citing works
Technology innovations towards reducing hospitality human resource costs in Langkawi, Malaysia
Ahmad, R., & Scott, N. (2019) · Tourism Review · doi:10.1108/tr-03-2018-0038 · Cited by 72 · see citing works
Shahzad, F., Xiu, G., Khan, I., Shahbaz, M., Riaz, M. U., & Abbas, A. J. (2019) · Asia Pacific Education Review · doi:10.1007/s12564-019-09611-2 · Cited by 72 · see citing works
Yeh, C., Lee, G., & Pai, J. (2014) · Information Development · doi:10.1177/0266666913516027 · Cited by 72 · see citing works
Government to E-government to E-society
Jayashree, S., & Marthandan, G. (2010) · Journal of Applied Sciences · doi:10.3923/jas.2010.2205.2210 · Cited by 71 · see citing works
Self-citationMahakittikun, T., Suntrayuth, S., & Bhatiasevi, V. (2020) · Journal of Asia Business Studies · doi:10.1108/jabs-01-2020-0012 · Cited by 70 · see citing works
Developing a Cloud-Computing Adoption Framework
Gangwar, H., Date, H., & Ramaswamy, R. (2015) · Global Business Review · doi:10.1177/0972150915581108 · Cited by 69 · see citing works
Dube, T., Eck, R. V., & Zuva, T. (2020) · Journal of Information Technology and Digital World · doi:10.36548/jitdw.2020.4.003 · Cited by 63 · see citing works
Jayeola, O., Sidek, S., Abdul-Samad, Z., Hasbullah, N. N., Anwar, S., An, N. B., Nga, V. T., Al-Kasasbeh, O., & Ray, S. (2022) · Sustainability · doi:10.3390/su14095688 · Cited by 59 · see citing works
Acceptance and usage of social media as a platform among student entrepreneurs
Nawi, N. C., Mamun, A. A., Nasir, N. A. M., Shokery, N. M. B. A. H., Raston, N. A., & Fazal, S. A. (2017) · Journal of Small Business and Enterprise Development · doi:10.1108/jsbed-09-2016-0136 · Cited by 59 · see citing works
Environment determinants in business adoption of Cloud Computing
Marín, J. M. M., Bruque-Cámara, S., & Rata, B. M. (2017) · Industrial Management & Data Systems · doi:10.1108/imds-11-2015-0468 · Cited by 58 · see citing works
Cloud computing usage and its effect on organizational performance
Gangwar, H. (2017) · Human Systems Management · doi:10.3233/hsm-171625 · Cited by 52 · see citing works
Xin, J. Y., Ramayah, T., Soto‐Acosta, P., Popa, S., & Ping, T. A. (2014) · Information Systems Management · doi:10.1080/10580530.2014.890425 · Cited by 50 · see citing works
An Empirical Study of Some Critical Adoption Factors of ERP Software
Awa, H. O., Uko, J. P., & Ukoha, O. (2017) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2016.1265828 · Cited by 48 · see citing works
Kala’lembang, A. (2020) · CAPITAL JURNAL EKONOMI DAN MANAJEMEN · doi:10.25273/capital.v4i1.7358 · Cited by 48 · see citing works
A systematic review on business analytics
Yin, J., & Fernández, V. (2020) · Journal of Industrial Engineering and Management · doi:10.3926/jiem.3030 · Cited by 46 · see citing works
Determinant Factors in Adopting Mobile Technology-based Services by Academic Librarians
Gholami, Z., Abdekhoda, M., & Gavgani, V. Z. (2018) · DESIDOC Journal of Library & Information Technology · doi:10.14429/djlit.38.4.12676 · Cited by 44 · see citing works
Role of Social Media on Information Accessibility
Tajudeen, F. P., Jaafar, N. I., & Sulaiman, A. B. (2016) · Pacific Asia journal of the Association for Information Systems · doi:10.17705/1pais.08402 · Cited by 43 · see citing works
Understanding the Adoption of Electronic Banking in China
Kurnia, S., Peng, F., & Liu, Y. R. (2010) · Hawaii International Conference on System Sciences (HICSS) · doi:10.1109/hicss.2010.421 · Cited by 41 · see citing works
Amoah, J. O., Egala, S. B., Keelson, S. A., Bruce, E., Dziwornu, R. K., & Duah, F. A. (2023) · Cogent Business & Management · doi:10.1080/23311975.2022.2163796 · Cited by 40 · see citing works
Factors Affecting Adoption of Electronic Banking System in Ethiopian Banking Industry
Gemechu, A. (2014) · Cited by 38 · see citing works
Zheng, X., Huang, J., Wu, J. F., Sun, S., & Wang, S. (2023) · Tourism Management Perspectives · doi:10.1016/j.tmp.2023.101105 · Cited by 38 · see citing works
Wijayanti, P., Mohamed, I. S., & Daud, D. H. (2024) · International Journal of Information Management Data Insights · doi:10.1016/j.jjimei.2024.100224 · Cited by 36 · see citing works
The Implementation of Advanced AIS and the Accounting Data Quality: The Case of Jordanian SMEs
Alharasis, E. E., & Alkhwaldi, A. F. (2024) · Lecture notes in computer science · doi:10.1007/978-3-031-61318-0_11 · Cited by 34 · see citing works
Wahsh, M. A., & Dhillon, J. S. (2015) · IEEE Student Conference on Research and Development (SCOReD) · doi:10.1109/scored.2015.7449349 · Cited by 33 · see citing works
A Two-Stage SEM–Artificial Neural Network Analysis of Mobile Commerce and Its Drivers
Vărzaru, A. A., & Bocean, C. G. (2021) · Journal of theoretical and applied electronic commerce research · doi:10.3390/jtaer16060127 · Cited by 33 · see citing works
The Determinants of Cloud Computing Vision and Its Impact on Cloud Accounting Adoption in SMBs
Rawashdeh, A., Rawashdeh, B. S., & Shehadeh, E. (2023) · Human Behavior and Emerging Technologies · doi:10.1155/2023/8571227 · Cited by 32 · see citing works
The Role of Innovation and E-Commerce in Small Business
Hardilawati, W. L., Sandri, S. H., & Binangkit, I. D. (2019) · International Conference of CELSciTech - Social Sciences and Humanities Track (ICCELST-SS) · doi:10.2991/iccelst-ss-19.2019.18 · Cited by 32 · see citing works
Understanding cloud computing adoption: A model comparison approach
Gangwar, H., & Date, H. (2016) · Human Systems Management · doi:10.3233/hsm-150857 · Cited by 32 · see citing works
Technology leadership and predicting travel agent performance
Srivastava, A. P., & Dhar, R. L. (2016) · Tourism Management Perspectives · doi:10.1016/j.tmp.2016.07.009 · Cited by 31 · see citing works
E-Government and E-Commerce Issues in Malaysia
El–Ebiary, Y. A. B., Kanaan, A. G., Pathmanathan, P. R., Alawi, N. A., Hatamleh, A. A., Jusoh, J. A., Aledinat, L. S., Aseh, K., & Bamansoor, S. (2021) · International Conference on Smart Computing and Electronic Enterprise (ICSCEE) · doi:10.1109/icscee50312.2021.9498092 · Cited by 30 · see citing works
Nguyen, T.-H. (2024) · SAGE Open · doi:10.1177/21582440241301210 · Cited by 29 · see citing works
Chau, N. T., Deng, H., & Tay, R. (2020) · Journal of Global Information Management · doi:10.4018/jgim.2021010103 · Cited by 29 · see citing works
Wulandari, M., & Burgess, J. (2014) · eSpace (Curtin University) · Cited by 28 · see citing works
A Review of the Impact of ICT on Business FirmsPreprint
Jameel, A. S. (2017) · SSRN Electronic Journal · doi:10.2139/ssrn.2906774 · Cited by 28 · see citing works
E-commerce applications in the tourism industry: A Tanzania case study
Chang, B.-Y., Magobe, M. J., & Kim, Y. (2015) · South African Journal of Business Management · doi:10.4102/sajbm.v46i4.109 · Cited by 24 · see citing works
Shemi, A. (2013) · University of Salford Institutional Repository (University of Salford) · Cited by 24 · see citing works
The Adoption of e‐Commerce in the Lesotho Tourism Industry
Mapeshoane, T. J., & Pather, S. (2016) · The Electronic Journal of Information Systems in Developing Countries · doi:10.1002/j.1681-4835.2016.tb00550.x · Cited by 23 · see citing works
Building a framework to drive government systems' adoption of cloud computing through IT knowledge
Qatawneh, N. A. (2024) · Discover Sustainability · doi:10.1007/s43621-024-00427-8 · Cited by 22 · see citing works
Mehta, P., Chakraborty, D., Rana, N. P., Mishra, A. A., Khorana, S., & Kooli, K. (2025) · Journal of Business and Industrial Marketing · doi:10.1108/jbim-03-2024-0205 · Cited by 19 · see citing works
The Evolution and Development of E-Commerce Market and E-Cash
Nogoev, A., Yazdanifard, R., -, S. M., Samadi, B., & Menon, M. (2011) · ASME Press eBooks · doi:10.1115/1.859858.paper35 · Cited by 18 · see citing works
Mishra, O. N., & Gupta, S. (2020) · Vision The Journal of Business Perspective · doi:10.1177/0972262920927940 · Cited by 18 · see citing works
A study on intention to use social media in higher education: the mediating effect of peer influence
Trivedi, S. K., Patra, P., & Singh, S. (2021) · Global Knowledge, Memory and Communication · doi:10.1108/gkmc-11-2020-0169 · Cited by 18 · see citing works
Factors Affecting Big Data Adoption
Trường, N. X. (2022) · International Journal of Asian Business and Information Management · doi:10.4018/ijabim.315825 · Cited by 18 · see citing works
Factors for the e-business adoption by small tourism firms and the role of shadow economic practices
Vladimirov, Z. D. (2015) · European Journal of Tourism Research · doi:10.54055/ejtr.v10i.175 · Cited by 18 · see citing works
Customer satisfaction with the Bulgarian tour operators and tour agencies' websites
Vladimirov, Z. D. (2012) · Tourism Management Perspectives · doi:10.1016/j.tmp.2012.07.003 · Cited by 18 · see citing works
Braunsberger, C., & Aschauer, E. (2025) · Journal of risk and financial management · doi:10.3390/jrfm18080465 · Cited by 17 · see citing works
Adistia, M., & Sanaji, S. (2022) · Journal of Business Management Review · doi:10.47153/jbmr37.4272022 · Cited by 17 · see citing works
Employees' Behavioral Intention to Adopt Facial Recognition Payment to Service Customers
Shiau, W., Liu, C., Cheng, X., & Yu, W. (2024) · Journal of Organizational and End User Computing · doi:10.4018/joeuc.359894 · Cited by 16 · see citing works
Khan, H. U. R., Zaman, K., Shoukry, A. M., Sharkawy, M. A., Gani, S. H., Sasmoko, Ahmad, J., Rameli, M. R. M., & Hishan, S. S. (2019) · Asia Pacific Journal of Tourism Research · doi:10.1080/10941665.2019.1588760 · Cited by 16 · see citing works
Lal, P., & Bharadwaj, S. S. (2019) · Journal of Global Information Management · doi:10.4018/jgim.2020010104 · Cited by 16 · see citing works
Splendiani, S., Dini, M., Rivetti, F., & Pencarelli, T. (2023) · The TQM Journal · doi:10.1108/tqm-10-2022-0312 · Cited by 15 · see citing works
Analyzing and Forecasting E‐Commerce Adoption Drivers Among SMEs: A Machine Learning Approach
Daoud, Y., & Kammoun, A. (2024) · Human Behavior and Emerging Technologies · doi:10.1155/2024/7747136 · Cited by 14 · see citing works
Do it Helps SMEs Gain Better Performance: A Conceptual Analysis on RBV Theory
Ismail, W. N. S. W., Mokhtar, M. Z., Ali, A., & Rahman, M. S. A. (2014) · International Journal of Management and Sustainability · doi:10.18488/journal.11/2014.3.5/11.5.307.320 · Cited by 14 · see citing works
Use of Machine Learning Services in Cloud
Pawar, C. S., Ganatra, A. P., Nayak, A., Ramoliya, D., & Patel, R. (2021) · Lecture notes on data engineering and communications technologies · doi:10.1007/978-981-16-0965-7_5 · Cited by 14 · see citing works
Strategic Use of Information Technologies in Tourism: A Review and Critique
Fuchs, M., & Σιγάλα, Μ. (2021) · Springer eBooks · doi:10.1007/978-3-030-05324-6_67-1 · Cited by 13 · see citing works
Understanding the Mediation Effect of Cloud Computing Adoption in Indian Organization
Raut, R. D., Priyadarshinee, P., & Jha, M. K. (2017) · International Journal of Service Science Management Engineering and Technology · doi:10.4018/ijssmet.2017070103 · Cited by 13 · see citing works
Masum, A. K. M., Mamun, A. M. A., Islam, M. S., & Beh, L. (2020) · Journal of Computer Science · doi:10.3844/jcssp.2020.983.1000 · Cited by 13 · see citing works
A Fuzzy Multicriteria Group Decision Making Approach for Evaluating and Selecting Fintech Projects
Wibowo, S., Grandhi, L. S., Grandhi, S., & Wells, M. (2022) · Mathematics · doi:10.3390/math10020225 · Cited by 13 · see citing works
HRIS Mediating Role the Relationship between TOE and Decision Making
Samy, N., Aziz, R. A. E., Tarek, M. T., & Ismail, M. (2023) · Technology and Investment · doi:10.4236/ti.2023.141001 · Cited by 13 · see citing works
Hussein, L. A., & Baharudin, A. S. (2017) · International Journal of ADVANCED AND APPLIED SCIENCES · doi:10.21833/ijaas.2017.04.016 · Cited by 13 · see citing works
Bhuiyan, M. Y., Othman, S. H., & Radzi, R. Z. R. M. (2019) · International Journal of Innovative Computing · doi:10.11113/ijic.v9n1.192 · Cited by 12 · see citing works
Yusuf, I. D. S., Rostitawati, T., & Obie, M. (2020) · International Journal of Tourism & Hospitality Reviews · doi:10.18510/ijthr.2019.621 · Cited by 12 · see citing works
Iuga, I. C., & Wainberg, D. (2023) · Journal of the Knowledge Economy · doi:10.1007/s13132-023-01215-x · Cited by 12 · see citing works
Evaluation of E-Commerce Service Quality Using the Analytic Hierarchy Process
Yu, Y. (2010) · International Conference on Innovative Computing and Communication and Asia-Pacific Conference on Information Technology and Ocean Engineering · doi:10.1109/cicc-itoe.2010.39 · Cited by 12 · see citing works
Blending Information Technology in Indian Travel and Tourism Sector
Khare, A., & Khare, A. (2011) · Services Marketing Quarterly · doi:10.1080/15332969.2011.606761 · Cited by 12 · see citing works
Chau, N. T., Deng, H., & Tay, R. (2024) · Journal of Asia Business Studies · doi:10.1108/jabs-08-2023-0337 · Cited by 11 · see citing works
ANALISIS ADOPSI E-COMMERCE TERHADAP KINERJA UMKM DESA PLERET
Ruscitasari, Z., Kamal, T., & Pratiwi, N. (2021) · Indonesian Journal of Business Intelligence (IJUBI) · doi:10.21927/ijubi.v4i2.1949 · Cited by 11 · see citing works
Antecedents and Adoption of E-Banking in Bank Performance: The Perspective of Private Bank Employees
Magboul, I. H. M., & Abbad, M. (2018) · Interdisciplinary Journal of Information Knowledge and Management · doi:10.28945/4132 · Cited by 11 · see citing works
Readily available technologies in low-resource communities: a review and synthesis
Dang, T. L. P., Sadreddin, A., & Ahuja, S. (2023) · Information Technology for Development · doi:10.1080/02681102.2023.2288843 · Cited by 10 · see citing works
Design of an Innovative Dashboard for Assessment of Risks that are Specific to E-Commerce Activity
Grosu, V., Socoliuc, M., Hlaciuc, E., Ciubotariu, M.-S., & Tulvinschi, M. (2022) · Marketing and Management of Innovations · doi:10.21272/mmi.2022.1-14 · Cited by 10 · see citing works
Reducing risks in crisis management by GIS adoption
Fathizahraei, M., Marthandan, G., Raman, M., & Asadi, A. (2014) · Natural Hazards · doi:10.1007/s11069-014-1474-z · Cited by 10 · see citing works
Self-citationThe impact of E-commerce on the performance of firms in Vietnam
Binh, D. T., Duong, V. H., Nguyen, D. X., Nguyen, C. H., & Nguyen, D. H. P. (2022) · International Journal of Electronic Commerce Studies · doi:10.7903/ijecs.2012 · Cited by 9 · see citing works
Future Research on Cloud Computing Adoption by Small and Medium-Sized Enterprises
Saedi, A., & Iahad, N. A. (2013) · International Journal of Actor-Network Theory and Technological Innovation · doi:10.4018/jantti.2013040101 · Cited by 9 · see citing works
Interdisciplinary Research on Information Science and Tourism
Li, N., Buhalis, D., & Zhang, L. (2013) · Springer eBooks · doi:10.1007/978-3-642-36309-2_26 · Cited by 9 · see citing works
- Authors
- Intan Salwani, M., Marthandan, G., Daud Norzaidi, M., & Choy Chong, S.
- Affiliations
- Multimedia University (MY)
- ORCID
- Marthandan, Govindan
- Venue
- Information Management & Computer Security
- Publisher
- Emerald
- Published
- 2009-06-05
- Volume
- 17
- Issue
- 2
- Pages
- 166-185
- ISSN
- 0968-5227 (ISSN-L)
- OpenAlex
- W2163084508
- Cited by
- 202
- References
- 78
- Citations by year
- 2026: 3 · 2025: 11 · 2024: 11 · 2023: 20 · 2022: 20 · 2021: 17 · 2020: 21 · 2019: 14 · 2018: 9 · 2017: 14 · 2016: 15 · 2015: 12 · 2014: 13 · 2013: 4 · 2012: 8
- FWCI
- 13.06
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Information Management & Computer Security (publishedVersion)
- Topics
- Social Sciences › Decision Sciences › Information Systems and Management › Technology Adoption and User Behaviour
- Social Sciences › Business, Management and Accounting › Management of Technology and Innovation › Digital Innovation in Industries
- Social Sciences › Business, Management and Accounting › Business and International Management › E-commerce and Technology Innovations
- Keywords
- e-commerce adoption, firm performance, tourism industry, technological competence, firm size, firm scope, pressure intensity, hotels, medical tourism
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