Cloud Computing (SaaS) Adoption as a Strategic Technology: Results of an Empirical Study

The present study empirically analyzes the factors that determine the adoption of cloud computing (SaaS model) in firms where this strategy is considered strategic for executing their activity. A research model has been developed to evaluate the factors that influence the intention of using cloud computing that combines the variables found in the technology acceptance model (TAM) with other external variables such as top management support, training, communication, organization size, and technological complexity. Data compiled from 150 companies in Andalusia (Spain) are used to test the formulated hypotheses. The results of this study reflect what critical factors should be considered and how they are interrelated. They also show the organizational demands that must be considered by those companies wishing to implement a real management model adopted to the digital economy, especially those related to cloud computing.

[1]  Zhang Xiong,et al.  An Extended Technology Acceptance Model for Mobile Social Gaming Service Popularity Analysis , 2017, Mob. Inf. Syst..

[2]  Yu Min Wang,et al.  Understanding the determinants of RFID adoption in the manufacturing industry , 2010 .

[3]  Mark R. Lehto,et al.  User acceptance of YouTube for procedural learning: An extension of the Technology Acceptance Model , 2013, Comput. Educ..

[4]  Marko Sarstedt,et al.  Using Partial Least Squares Path Modeling in Advertising Research: Basic Concepts and Recent Issues , 2012 .

[5]  Young-Sik Jeong,et al.  A survey on cloud computing security: Issues, threats, and solutions , 2016, J. Netw. Comput. Appl..

[6]  Tiago Oliveira,et al.  A Comparison of Web Site Adoption in Small and Large Portuguese Firms , 2008, ICE-B.

[7]  Sheng-Pao Shih,et al.  The impact of transactive memory systems on IS development teams , 2012 .

[8]  Gary Garrison,et al.  Success factors for deploying cloud computing , 2012, CACM.

[9]  Cong Wang,et al.  Enabling Public Auditability and Data Dynamics for Storage Security in Cloud Computing , 2011, IEEE Transactions on Parallel and Distributed Systems.

[10]  Pei-Fang Hsu,et al.  International Journal of Information Management , 2014 .

[11]  Wayne Pauley,et al.  Cloud Provider Transparency: An Empirical Evaluation , 2010, IEEE Security & Privacy.

[12]  James Y. L. Thong,et al.  An Integrated Model of Information Systems Adoption in Small Businesses , 1999, J. Manag. Inf. Syst..

[13]  Lei-da Chen,et al.  Technology Adaptation in E-Commerce: Key Determinants of Virtual Stores Acceptance , 2004 .

[14]  Mark Ryan Viewpoint Cloud Computing Privacy Concerns on Our Doorstep , 2011 .

[15]  Eric N. Wiebe,et al.  Cloud computing adoption and usage in community colleges , 2011, Behav. Inf. Technol..

[16]  Jan Noyes,et al.  Open source software: The effects of training on acceptance , 2015, Comput. Hum. Behav..

[17]  José Manuel Ortega Egea,et al.  Explaining physicians' acceptance of EHCR systems: An extension of TAM with trust and risk factors , 2011, Comput. Hum. Behav..

[18]  R. Bagozzi,et al.  On the evaluation of structural equation models , 1988 .

[19]  Govindan Marthandan,et al.  E-commerce usage and business performance in the Malaysian tourism sector: empirical analysis , 2009, Inf. Manag. Comput. Secur..

[20]  Dirk Neumann,et al.  Autonomic Management of Software as a Service Systems with Multiple Quality of Service Classes , 2012, ECIS.

[21]  A. F. Salam,et al.  An extension of the technology acceptance model in an ERP implementation environment , 2004, Inf. Manag..

[22]  Fiona Fui-Hoon Nah,et al.  Critical factors for successful implementation of enterprise systems , 2001, Bus. Process. Manag. J..

[23]  Marko Sarstedt,et al.  Partial least squares structural equation modeling (PLS-SEM): An emerging tool in business research , 2014 .

[24]  Frank Teuteberg,et al.  Risk and Compliance Management for Cloud Computing Services: Designing a Reference Model , 2011, AMCIS.

[25]  Angela Lin,et al.  Cloud computing as an innovation: Percepetion, attitude, and adoption , 2012, Int. J. Inf. Manag..

[26]  A. C. Charles,et al.  Ready, set, go: examining student readiness to use ERP technology , 2006 .

[27]  Siani Pearson,et al.  Toward Accountability in the Cloud , 2011, IEEE Internet Computing.

[28]  G. Premkumar,et al.  Adoption of new information technologies in rural small businesses , 1999 .

[29]  Abdallah Shami,et al.  Building a cloud on earth: A study of cloud computing data center simulators , 2016, Comput. Networks.

[30]  Thompson S. H. Teo,et al.  An examination of major IS planning problems , 2001, Int. J. Inf. Manag..

[31]  Margaret Tan,et al.  Factors Influencing the Adoption of the Internet , 1998, Int. J. Electron. Commer..

[32]  Yoonmo Sang,et al.  Exploring Koreans' smartphone usage: An integrated model of the technology acceptance model and uses and gratifications theory , 2013, Comput. Hum. Behav..

[33]  Hangjung Zo,et al.  Continuance usage of corporate SNS pages: A communicative ecology perspective , 2016, Inf. Manag..

[34]  Jae-Nam Lee,et al.  The role of readiness for change in ERP implementation: Theoretical bases and empirical validation , 2008, Inf. Manag..

[35]  Scott B. MacKenzie,et al.  Common method biases in behavioral research: a critical review of the literature and recommended remedies. , 2003, The Journal of applied psychology.

[36]  Zilong Liu,et al.  Self-disclosure in Chinese micro-blogging: A social exchange theory perspective , 2016, Inf. Manag..

[37]  Rudolf R. Sinkovics,et al.  The Use of Partial Least Squares Path Modeling in International Marketing , 2009 .

[38]  LiuXiaohui,et al.  The effects of individual differences on e-learning users' behaviour in developing countries , 2014 .

[39]  David L. Olson,et al.  The effect of organizational support on ERP implementation , 2010, Ind. Manag. Data Syst..

[40]  Jeffrey P. Baker,et al.  The Technology–Organization–Environment Framework , 2012 .

[41]  Sherali Zeadally,et al.  Performance analysis of data intensive cloud systems based on data management and replication: a survey , 2016, Distributed and Parallel Databases.

[42]  Abdullah S. Al-Mudimigh,et al.  Enterprise resource planning: A taxonomy of critical factors , 2003, Eur. J. Oper. Res..

[43]  Feng Li,et al.  Cloud computing adoption by SMEs in the north east of England: A multi-perspective framework , 2013, J. Enterp. Inf. Manag..

[44]  Mathews Nkhoma,et al.  Contributing factors of cloud computing adoption: a technology-organisation-environment framework approach , 2013 .

[45]  Faith-Michael E. Uzoka,et al.  Influence of Product and Organizational Constructs on ERP Acquisition Using an Extended Technology Acceptance Model , 2008, Int. J. Enterp. Inf. Syst..

[46]  Anand Jeyaraj,et al.  A review of the predictors, linkages, and biases in IT innovation adoption research , 2006, J. Inf. Technol..

[47]  Viswanath Venkatesh,et al.  Technology Acceptance Model 3 and a Research Agenda on Interventions , 2008, Decis. Sci..

[48]  David H. Olsen,et al.  Determinants of professionally autonomous end user acceptance in an enterprise resource planning system environment , 2009, Int. J. Inf. Manag..

[49]  Wen-Lung Shiau,et al.  Understanding behavioral intention to use a cloud computing classroom: A multiple model comparison approach , 2016, Inf. Manag..

[50]  J. Kahn Factor Analysis in Counseling Psychology Research, Training, and Practice , 2006 .

[51]  Athanasios V. Vasilakos,et al.  Security in cloud computing: Opportunities and challenges , 2015, Inf. Sci..

[52]  Tiago Oliveira,et al.  Assessing the determinants of cloud computing adoption: An analysis of the manufacturing and services sectors , 2014, Inf. Manag..

[53]  Marko Sarstedt,et al.  PLS-SEM: Indeed a Silver Bullet , 2011 .

[54]  Jongwoo Kim,et al.  A model of emotion and computer abuse , 2016, Inf. Manag..

[55]  S. S. Alam Adoption of internet in Malaysian SMEs , 2009 .

[56]  Kar Yan Tam,et al.  Understanding Continued Information Technology Usage Behavior: A Comparison of Three Models in the Context of Mobile Internet , 2006, Decis. Support Syst..

[57]  W. Reinartz,et al.  An Empirical Comparison of the Efficacy of Covariance-Based and Variance-Based SEM , 2009 .

[58]  Richard Klein,et al.  Assimilation of Internet-based purchasing applications within medical practices , 2012, Inf. Manag..

[59]  Li Yu-hui,et al.  An empirical investigation on the determinants of e-procurement adoption in Chinese manufacturing enterprises , 2008, 2008 International Conference on Management Science and Engineering 15th Annual Conference Proceedings.

[60]  Timothy Teo,et al.  Modelling technology acceptance in education: A study of pre-service teachers , 2009, Comput. Educ..

[61]  Maral Mayeh,et al.  The role of absorptive capacity, communication and trust in ERP adoption , 2016, J. Syst. Softw..

[62]  Henri Barki,et al.  Measuring User Participation, User Involvement, and User Attitude , 1994, MIS Q..

[63]  Mladen A. Vouk,et al.  Cloud computing — Issues, research and implementations , 2008, ITI 2008 - 30th International Conference on Information Technology Interfaces.

[64]  Frank Teuteberg,et al.  The role of trust and risk perceptions in cloud archiving — Results from an empirical study , 2014 .

[65]  Anol Bhattacherjee,et al.  Why end-users move to the cloud: a migration-theoretic analysis , 2014, Eur. J. Inf. Syst..

[66]  Yogesh Kumar Dwivedi,et al.  Journal of Enterprise Information Management Review on It Adoption: Insights from Recent Technologies for Authors Review on It Adoption: Insights from Recent Technologies , 2022 .

[67]  Maria do Carmo Duarte Freitas,et al.  Critical Factors on Information Technology Acceptance and Use: An Analysis on Small and Medium Brazilian Clothing Industries , 2014, ITQM.

[68]  Afzaal H. Seyal,et al.  Determinants of Electronic Commerce in Pakistan: Preliminary Evidence from Small and Medium Enterprises , 2004, Electron. Mark..

[69]  Rajkumar Buyya,et al.  Article in Press Future Generation Computer Systems ( ) – Future Generation Computer Systems Cloud Computing and Emerging It Platforms: Vision, Hype, and Reality for Delivering Computing as the 5th Utility , 2022 .

[70]  Ian Sommerville,et al.  The Cloud Adoption Toolkit: supporting cloud adoption decisions in the enterprise , 2010, Softw. Pract. Exp..

[71]  Alexander Benlian,et al.  Perceived IT Security Risks of Cloud Computing: Conceptualization and Scale Development , 2012, ICIS.

[72]  Lin Xiao,et al.  Promoting online learners' continuance intention: An integrated flow framework , 2016, Inf. Manag..

[73]  Rupashree Baral,et al.  Adoption of ERP system: An empirical study of factors influencing the usage of ERP and its impact on end user , 2015 .

[74]  Detmar W. Straub,et al.  Information Technology Adoption Across Time: A Cross-Sectional Comparison of Pre-Adoption and Post-Adoption Beliefs , 1999, MIS Q..

[75]  Chee Sing Yap,et al.  Issues in Managing Information Technology , 1989 .

[76]  Nabil Ahmed Sultan,et al.  International Journal of Information Management , 2010 .

[77]  George Feuerlicht,et al.  Impact of Cloud Computing: Beyond a Technology Trend , 2010 .

[78]  Fred D. Davis,et al.  A Theoretical Extension of the Technology Acceptance Model: Four Longitudinal Field Studies , 2000, Management Science.

[79]  Qiang Tu,et al.  A path analytic study of the effect of top management support for information systems performance , 2004 .

[80]  Keng Siau,et al.  Adoption of mobile information services: An empirical study , 2014, Mob. Inf. Syst..

[81]  W. Reinartz,et al.  An Empirical Comparison of the Efficacy of Covariance-Based and Variance-Based SEM , 2009 .

[82]  Neeraj Suri,et al.  Assessing Privacy Capabilities of Cloud Service Providers , 2015, IEEE Latin America Transactions.

[83]  Peter A. Todd,et al.  Understanding Information Technology Usage: A Test of Competing Models , 1995, Inf. Syst. Res..

[84]  Mark Ryan,et al.  Cloud computing privacy concerns on our doorstep , 2011, Commun. ACM.

[85]  C. Fornell,et al.  Evaluating structural equation models with unobservable variables and measurement error. , 1981 .

[86]  E. Rogers,et al.  Diffusion of innovations , 1964, Encyclopedia of Sport Management.

[87]  Alain Yee-Loong Chong,et al.  Determinants of 3G Adoption in Malaysia: A Structural Analysis , 2010, J. Comput. Inf. Syst..

[88]  Alexandru Iosup,et al.  Performance Analysis of Cloud Computing Services for Many-Tasks Scientific Computing , 2011, IEEE Transactions on Parallel and Distributed Systems.

[89]  Samo Bobek,et al.  Impacts of TAM-based External Factors on ERP Acceptance , 2013 .

[90]  Sung-Hee Jang,et al.  An Empirical Study on the Factors Influencing RFID Adoption and Implementation , 2011 .

[91]  Vanessa Ratten,et al.  Continuance use intention of cloud computing: Innovativeness and creativity perspectives ☆ , 2016 .

[92]  Sai Peck Lee,et al.  A semantic interoperability framework for software as a service systems in cloud computing environments / Reza Rezaei , 2014 .

[93]  Ya-Yueh Shih,et al.  The Actual Usage of ERP Systems: An Extended Technology Acceptance Perspective , 2009, J. Res. Pract. Inf. Technol..

[94]  Magid Igbaria,et al.  Personal Computing Acceptance Factors in Small Firms: A Structural Equation Model , 1997, MIS Q..

[95]  Wynne W. Chin,et al.  Handbook of Partial Least Squares , 2010 .

[96]  I. Ajzen,et al.  Belief, Attitude, Intention, and Behavior: An Introduction to Theory and Research , 1977 .

[97]  Hock-Hai Teo,et al.  Information technology and open innovation: A strategic alignment perspective , 2015, Inf. Manag..

[98]  Josef Spillner,et al.  Information Dispersion over Redundant Arrays of Optimal Cloud Storage for Desktop Users , 2011, 2011 Fourth IEEE International Conference on Utility and Cloud Computing.

[99]  Noriaki Izumi,et al.  Cloudsourcing: Managing Cloud Adoption , 2011 .

[100]  Benjamin T. Hazen,et al.  Cloud Computing in Support of Supply Chain Information System Infrastructure: Understanding When to go to the Cloud , 2013 .

[101]  GefenDavid,et al.  Trust and TAM in online shopping , 2003 .

[102]  Robert L. Grossman,et al.  Compute and storage clouds using wide area high performance networks , 2008, Future Gener. Comput. Syst..

[103]  Mary C. Whitton,et al.  Using innovation diffusion theory to guide collaboration technology evaluation: work in progress , 2001, Proceedings Tenth IEEE International Workshop on Enabling Technologies: Infrastructure for Collaborative Enterprises. WET ICE 2001.

[104]  Varun Grover,et al.  Innovating with enterprise systems and digital platforms: A contingent resource-based theory view , 2016, Inf. Manag..

[105]  Ab Razak Che Hussin,et al.  The Organizational Critical Success Factors for Adopting Cloud Computing in SMEs , 2013 .

[106]  Linsey M. Steege,et al.  Development of a quantitative model of the impact of customers' personality and perceptions on Internet banking use , 2013, Comput. Hum. Behav..

[107]  Wynne W. Chin The partial least squares approach for structural equation modeling. , 1998 .

[108]  Detmar W. Straub,et al.  Trust and TAM in Online Shopping: An Integrated Model , 2003, MIS Q..

[109]  Hsiu-Fen Lin,et al.  Determinants of e-business diffusion: A test of the technology diffusion perspective , 2008 .

[110]  Oliver Hinz,et al.  Explaining the adoption of grid computing: An integrated institutional theory and organizational capability approach , 2013, J. Strateg. Inf. Syst..

[111]  Shuzo Abe,et al.  Is two-tailed testing for directional research hypotheses tests legitimate? , 2013 .

[112]  Frédéric Thiesse,et al.  The rise of the “next‐generation bar code”: an international RFID adoption study , 2011 .

[113]  Hsin-Chieh Wu,et al.  Determinants of RFID adoption intention: Evidence from Taiwanese retail chains , 2010, Inf. Manag..

[114]  Gang Chen,et al.  Optimization of sub-query processing in distributed data integration systems , 2011, J. Netw. Comput. Appl..

[115]  Humayun Zafar,et al.  A Multi-Country Assessment of Mobile Payment Adoption , 2008 .

[116]  Chad W. Autry,et al.  The effects of technological turbulence and breadth on supply chain technology acceptance and adoption , 2010 .

[117]  Chee-Sing Yap,et al.  Top Management Support, External Expertise and Information Systems Implementation in Small Businesses , 1996, Inf. Syst. Res..

[118]  T. Kim,et al.  Modeling roles of subjective norms and eTrust in customers' acceptance of airline B2C eCommerce websites. , 2009 .

[119]  Xianggui Qu,et al.  Multivariate Data Analysis , 2007, Technometrics.

[120]  Jeff Ward,et al.  Navigating the Next-Generation Application Architecture , 2009, IT Professional.

[121]  Judith M. Collins,et al.  Jackson and Schuler (1985) Revisited: A Meta-Analysis of the Relationships Between Role Ambiguity, Role Conflict, and Job Performance , 2000 .

[122]  Srdjan Capkun,et al.  Home is safer than the cloud!: privacy concerns for consumer cloud storage , 2011, SOUPS.

[123]  Yueh-Min Huang,et al.  Exploring the antecedents of collaborative learning performance over social networking sites in a ubiquitous learning context , 2015, Comput. Hum. Behav..

[124]  R. Arteaga Sánchez,et al.  Motivational factors that influence the acceptance of Moodle using TAM , 2010, Comput. Hum. Behav..

[125]  Wei-Wen Wu,et al.  Developing an explorative model for SaaS adoption , 2011, Expert Syst. Appl..

[126]  Frank Teuteberg,et al.  Evaluating cloud computing services from a total cost of ownership perspective , 2013 .

[127]  Chinyao Low,et al.  Understanding the determinants of cloud computing adoption , 2011, Ind. Manag. Data Syst..

[128]  Arjen van Witteloostuijn,et al.  From the Editors: Common method variance in international business research , 2010 .

[129]  R. Frank Falk,et al.  A Primer for Soft Modeling , 1992 .

[130]  S. Geisser A predictive approach to the random effect model , 1974 .

[131]  Xiao Liu,et al.  On-demand minimum cost benchmarking for intermediate dataset storage in scientific cloud workflow systems , 2011, J. Parallel Distributed Comput..

[132]  R. Dholakia,et al.  Factors Impacting the Adoption of the Internet among SMEs , 2004 .

[133]  Toni Alatalo,et al.  Mobile information systems , 2001 .

[134]  Katarina Stanoevska-Slabeva,et al.  Platform as a Service - A Conjoint Study on Consumers' Preferences , 2012, ICIS.

[135]  Thomas Hess,et al.  Service Quality in Software-as-a-Service: Developing the SaaS-Qual Measure and Examining Its Role in Usage Continuance , 2011, J. Manag. Inf. Syst..

[136]  Peter Kawalek,et al.  Predicting SMEs' adoption of enterprise systems , 2009, J. Enterp. Inf. Manag..

[137]  Mei-Yung Chen,et al.  Applying the technology acceptance model in a study of the factors affecting usage of the Taiwan digital archives system , 2011, Comput. Educ..

[138]  Greg W. Marshall,et al.  An empirical investigation of technology acceptance in a field sales force setting , 2005 .

[139]  Thomas Hess,et al.  Opportunities and risks of software-as-a-service: Findings from a survey of IT executives , 2011, Decis. Support Syst..

[140]  Andrew B. Whinston,et al.  Short-term and long-term competition between providers of shrink-wrap software and software as a service , 2009, Eur. J. Oper. Res..

[141]  Fred D. Davis Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology , 1989, MIS Q..

[142]  R. Moenaert,et al.  The Adoption of Information Technology in the Sales Force , 2005 .

[143]  Andreas Eckhardt,et al.  Organizational cloud service adoption: a scientometric and content-based literature analysis , 2014, Journal of Business Economics.

[144]  Susan K. Lippert,et al.  Technological, Organizational, and Environmental Antecedents to Web Services Adoption , 2015, Communications of the IIMA.

[145]  Ibrahim M. Al-Jabri Antecedents of User Satisfaction with ERP Systems: Mediation Analyses , 2015, Kybernetes.

[146]  Cs Yap,et al.  Information systems success factors in small business , 1992 .

[147]  Sujeet Kumar Sharma,et al.  Predicting motivators of cloud computing adoption: A developing country perspective , 2016, Comput. Hum. Behav..

[148]  John Ingham,et al.  Why do people use information technology? A critical review of the technology acceptance model , 2003, Inf. Manag..

[149]  Hema Date,et al.  Understanding determinants of cloud computing adoption using an integrated TAM-TOE model , 2015, J. Enterp. Inf. Manag..

[150]  Feroz Ahmed Siddiqui,et al.  Organisational critical success factors in adoption of e-banking at the Woolwich bank , 2006, Int. J. Inf. Manag..

[151]  J. N. Liu,et al.  2005 International Conference on Wireless Communications, Networking and Mobile Computing , 2005 .

[152]  Marko Sarstedt,et al.  An assessment of the use of partial least squares structural equation modeling in marketing research , 2012 .

[153]  Valerie L. Bartelt,et al.  A Study of Personal Cloud Computing: Compatibility, Social Influence, and Moderating Role of Perceived Familiarity , 2014, AMCIS.

[154]  Kenneth L. Kraemer,et al.  The Process of Innovation Assimilation by Firms in Different Countries: A Technology Diffusion Perspective on E-Business , 2006, Manag. Sci..

[155]  Kai Wang,et al.  Determinants of mobile value-added service continuance: The mediating role of service experience , 2015, Inf. Manag..

[156]  Kenneth L. Kraemer,et al.  Information Technology Payoff in E-Business Environments: An International Perspective on Value Creation of E-Business in the Financial Services Industry , 2004, J. Manag. Inf. Syst..

[157]  Joseph Bradley,et al.  ERP Training and User Satisfaction: A Case Study , 2007, Int. J. Enterp. Inf. Syst..

[158]  Sia Siew Kien,et al.  Enterprise resource planning: cultural fits and misfits: is ERP a universal solution? , 2000, CACM.

[159]  Mary Sumner,et al.  Critical success factors in enterprise wide information management systems projects , 1999, SIGCPR '99.

[160]  Xiaohui Liu,et al.  The effects of individual differences on e-learning users' behaviour in developing countries: A structural equation model , 2014, Comput. Hum. Behav..

[161]  Cong Wang,et al.  Dynamic Data Operations with Deduplication in Privacy-Preserving Public Auditing for Secure Cloud Storage , 2017, 22017 IEEE International Conference on Computational Science and Engineering (CSE) and IEEE International Conference on Embedded and Ubiquitous Computing (EUC).

[162]  Nelson Oly Ndubisi,et al.  Evaluating IS usage in Malaysian small and medium‐sized firms using the technology acceptance model , 2003 .

[163]  Yuan Sun,et al.  Extending technology usage to work settings: The role of perceived work compatibility in ERP implementation , 2009, Inf. Manag..

[164]  Marianne Bradford,et al.  Examining the role of innovation diffusion factors on the implementation success of enterprise resource planning systems , 2003, Int. J. Account. Inf. Syst..

[165]  Gordon B. Davis,et al.  User Acceptance of Information Technology: Toward a Unified View , 2003, MIS Q..

[166]  Wynne W. Chin,et al.  Structural equation modeling analysis with small samples using partial least squares , 1999 .

[167]  Prashant Palvia,et al.  Determinants of computing in very small businesses , 1994, Inf. Manag..

[168]  Icek Ajzen,et al.  From Intentions to Actions: A Theory of Planned Behavior , 1985 .

[169]  Sven Helmer,et al.  A survey study on major technical barriers affecting the decision to adopt cloud services , 2015, J. Syst. Softw..

[170]  Tharam S. Dillon,et al.  Cloud Computing: Issues and Challenges , 2010, 2010 24th IEEE International Conference on Advanced Information Networking and Applications.

[171]  N. Zulkifli,et al.  Information Technology Adoption in Small and Medium-sized Enterprises; An Appraisal of Two Decades Literature , 2011 .

[172]  Jose L. Salmeron,et al.  TAM-based success modeling in ERP , 2008, Interact. Comput..

[173]  Barbara H Wixom,et al.  A Theoretical Integration of User Satisfaction and Technology Acceptance , 2005, Inf. Syst. Res..

[174]  Waiman Cheung,et al.  Determinants of the intention to use Internet/WWW at work: a confirmatory study , 2001, Inf. Manag..

[175]  Randy H. Katz,et al.  A view of cloud computing , 2010, CACM.

[176]  Elisabeth J. Umble,et al.  Enterprise resource planning: Implementation procedures and critical success factors , 2003, Eur. J. Oper. Res..

[177]  Sinda Agrebi,et al.  Explain the intention to use smartphones for mobile shopping , 2015 .

[178]  Fethi Calisir,et al.  Predicting the behavioral intention to use enterprise resource planning systems , 2009 .

[179]  Jose Benitez-Amado,et al.  Adoption of E-Commerce Applications in SMEs , 2011, Ind. Manag. Data Syst..

[180]  Douglas R. Vogel,et al.  Predicting user acceptance of collaborative technologies: An extension of the technology acceptance model for e-learning , 2013, Comput. Educ..

[181]  Hyojoo Son,et al.  Toward an understanding of construction professionals' acceptance of mobile computing devices in South Korea: An extension of the technology acceptance model , 2012 .

[182]  Jianxin Li,et al.  CyberGuarder: A virtualization security assurance architecture for green cloud computing , 2012, Future Gener. Comput. Syst..

[183]  Jun Sun,et al.  Understanding SaaS adoption from the perspective of organizational users: A tripod readiness model , 2015, Comput. Hum. Behav..

[184]  K. Bollen A New Incremental Fit Index for General Structural Equation Models , 1989 .

[185]  M. Stone Cross‐Validatory Choice and Assessment of Statistical Predictions , 1976 .

[186]  Woan-Yuh Jang,et al.  Determinants of the Adoption of Enterprise Resource Planning within the Technology-Organization-Environment Framework: Taiwan's Communications Industry , 2008, J. Comput. Inf. Syst..

[187]  Sadie Creese,et al.  An overview of insider attacks in cloud computing , 2015, Concurr. Comput. Pract. Exp..

[188]  A. Scupola,et al.  The Adoption of Internet Commerce by SMEs in the South of Italy: An Environmental, Technological and Organizational Perspective , 2003 .