From Awareness To Adoption: Behavioral Of ICT Adoption To Quality Reporting
DOI:
https://doi.org/10.24912/ja.v29i2.2824Abstract
This article provides further knowledge on the adoption of ICT as an efficient and effective provider of accounting information through factors within the technology-organization and environment (TOE) framework. Data were collected using a survey from 129 owners and financial managers of SMEs under an SME association in Banyumas, Central Java. The results showed that ICT adoption in SMEs through the TOE framework is driven by technology playing a major role in driving ICT adoption, while environmental factors can be a constraint. Meanwhile, the contribution of organizational factors tends to be insignificant in this context. The proposed model will be useful for IS vendors in making investment decisions and devising marketing programs that appeal to non-adopters. This is because non-adopters face more adoption challenges than adopters and tend to be less loyal.
References
Abed, S. S. (2020). Social Commerce Adoption Using TOE Framework: An Empirical Investigation Of Saudi Arabian SMEs. International Journal of Information Management, 53, 102118. https://doi.org/10.1016/j.ijinfomgt.2020.102118.
Adarkwah, M. A. (2021). “I’m Not Against Online Teaching, But What About Us?”: ICT in Ghana post Covid-19. Education and Information Technologies, 26(2), 1665–1685. https://doi.org/10.1007/s10639-020-10331-z.
Addo, K., & Agyepong, P. K. (2020). The Effects of Information and Communication Technology on Health Service Delivery at Tafo Government Hospital. E-Health Telecommunication Systems and Networks, 09(03), 33–48. https://doi.org/10.4236/etsn.2020.93003.
Addy, M. N., Kwofie, T. E. E., Agbonani, D. M., & Essegbey, A. E. (2024). Using the TOE theoretical framework to study the adoption of BIM-AR in a developing country: the case of Ghana. Journal of Engineering, Design and Technology, 22(6), 1913–1935. https://doi.org/10.1108/JEDT-02-2022-0096.
Agostini, L., & Nosella, A. (2020). The Adoption Of Industry 4.0 Technologies In SMEs: Results Of An International Study. Management Decision, 58(4), 625–643. https://doi.org/10.1108/MD-09-2018-0973.
Akbar, A., Hussain, A., Shahzad, A., Mohelska, H., & Hassan, R. (2022). Environmental And Technological Factor Diffusion With Innovation And Firm Performance: Empirical Evidence From Manufacturing SMEs. Frontiers in Environmental Science, 10. https://doi.org/10.3389/fenvs.2022.960095.
Alaskar, T. H., Mezghani, K., & Alsadi, A. K. (2021). Examining The Adoption Of Big Data Analytics In Supply Chain Management Under Competitive Pressure: Evidence From Saudi Arabia. Journal of Decision Systems, 30(2–3), 300–320. https://doi.org/10.1080/12460125.2020.1859714.
AlBar, A. M., & Hoque, Md. R. (2019). Factors Affecting Cloud ERP Adoption In Saudi Arabia: An Empirical Study. Information Development, 35(1), 150–164. https://doi.org/10.1177/0266666917735677.
Almulla, M. A. (2022). Developing a Validated Instrument to Measure Students’ Active Learning and Actual Use of Information and Communication Technologies for Learning in Saudi Arabia’s Higher Education. Frontiers in Psychology, 13. https://doi.org/10.3389/fpsyg.2022.915087.
Al-Rahmi, W. M., Alzahrani, A. I., Yahaya, N., Alalwan, N., & Kamin, Y. Bin. (2020). Digital Communication: Information and Communication Technology (ICT) Usage for Education Sustainability. Sustainability, 12(12), 5052. https://doi.org/10.3390/su12125052.
Al-Shboul, M. A. (2019). Incentives and Obstacles Influencing Faculty Members’ Use of Information and Communication Technology (ICT). Modern Applied Science, 13(3), 66. https://doi.org/10.5539/mas.v13n3p66.
AL-Shboul, M. A. (2019). Towards Better Understanding Of Determinants Logistical Factors in SMEs for Cloud ERP Adoption In Developing Economies. Business Process Management Journal, 25(5), 887–907. https://doi.org/10.1108/BPMJ-01-2018-0004.
Alsulami, A., Hamid, S., & Ghani, N. A. (2024). Organisational Factors Influencing Data Analytics Adoption in SMEs. Journal of Cases on Information Technology, 26(1), 1–17. https://doi.org/10.4018/JCIT.356673.
Anning-Dorson, T. (2021). Organisational Culture And Leadership As Antecedents To Organisational Flexibility: Implications For SME Competitiveness. Journal of Entrepreneurship in Emerging Economies, 13(5), 1309–1325. https://doi.org/10.1108/JEEE-08-2020-0288.
Bag, S., Rahman, M. S., Gupta, S., & Wood, L. C. (2023). Understanding And Predicting The Determinants Of Blockchain Technology Adoption And SMEs’ Performance. The International Journal of Logistics Management, 34(6), 1781–1807. https://doi.org/10.1108/IJLM-01-2022-0017.
Buabeng-Andoh, C. (2019). Factors that Influence Teachers’ Pedagogical Use of ICT in Secondary Schools: A Case of Ghana. Contemporary Educational Technology, 10(3), 272–288. https://doi.org/10.30935/cet.590099.
Bvuma, S., & Marnewick, C. (2020). An Information And Communication Technology Adoption Framework For Small, Medium And Micro-Enterprises Operating In Townships South Africa. The Southern African Journal of Entrepreneurship and Small Business Management, 12(1). https://doi.org/10.4102/sajesbm.v12i1.318.
Chandra, S., Shirish, A., & Srivastava, S. C. (2020). Theorizing Technological Spatial Intrusion For ICT Enabled Employee Innovation: The Mediating Role Of Perceived Usefulness. Technological Forecasting and Social Change, 161, 120320. https://doi.org/10.1016/j.techfore.2020.120320.
Daoud, Y., & Kammoun, A. (2024). Analysing and Forecasting E‐Commerce Adoption Drivers Among SMEs: A Machine Learning Approach. Human Behavior and Emerging Technologies, 2024(1). https://doi.org/10.1155/2024/7747136.
El-Haddadeh, R., Weerakkody, V., Osmani, M., Thakker, D., & Kapoor, K. K. (2019). Examining Citizens' Perceived Value Of Internet Of Things Technologies Facilitating Public Sector Services Engagement. Government Information Quarterly, 36(2), 310–320. https://doi.org/10.1016/j.giq.2018.09.009.
Eze, S. C., Awa, H. O., Chinedu-Eze, V. C., & Eniola, A. (2023). Can Location Factors Moderate The Effects Of The Demographic Composition Of SME’s Owner Managers On The Rate Of Mobile Marketing Technology (MMT) Adoption? PLOS ONE, 18(8), e0289734. https://doi.org/10.1371/journal.pone.0289734.
Fabrizio, C. M., Kaczam, F., de Moura, G. L., da Silva, L. S. C. V., da Silva, W. V., & da Veiga, C. P. (2022). Competitive Advantage And Dynamic Capability In Small And Medium-Sized Enterprises: A Systematic Literature Review And Future Research Directions. Review of Managerial Science, 16(3), 617–648. https://doi.org/10.1007/s11846-021-00459-8.
Fuchs, K. (2022). Using An Extended Technology Acceptance Model To Determine Students’ Behavioral Intentions Toward Smartphone Technology In The Classroom. Frontiers in Education, 7. https://doi.org/10.3389/feduc.2022.972338.
Gannon, M., Rasoolimanesh, S. M., & Taheri, B. (2021). Assessing the Mediating Role of Residents' Perceptions Toward Tourism Development. Journal of Travel Research, 60(1), 149–171. https://doi.org/10.1177/0047287519890926.
Ghobakhloo, M., Iranmanesh, M., Vilkas, M., Grybauskas, A., & Amran, A. (2022). Drivers And Barriers Of Industry 4.0 Technology Adoption Among Manufacturing SMEs: A Systematic Review And Transformation Roadmap. Journal of Manufacturing Technology Management, 33(6), 1029–1058. https://doi.org/10.1108/JMTM-12-2021-0505.
Hair, J. F., Hult, G. T. M., Ringle, C. M., Sarstedt, M., Danks, N. P., & Ray, S. (2021). Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R. Springer International Publishing. https://doi.org/10.1007/978-3-030-80519-7.
Hasani, T., Rezania, D., Levallet, N., O’Reilly, N., & Mohammadi, M. (2023). Privacy Enhancing Technology Adoption And Its Impact On SMEs’ Performance. International Journal of Engineering Business Management, 15. https://doi.org/10.1177/18479790231172874.
Hussein Alghushami, A., Zakaria, N. H., & Mat Aji, Z. (2020). Factors Influencing Cloud Computing Adoption in Higher Education Institutions of Least Developed Countries: Evidence from Republic of Yemen. Applied Sciences, 10(22), 8098. https://doi.org/10.3390/app10228098.
J. Makiwa, P., & A. Steyn, A. (2020). A Framework For Stimulating Adoption Of ICT in SMEs In Developing Countries: The Case Of Zimbabwe. African Journal of Gender, Society and Development (Formerly Journal of Gender, Information and Development in Africa), 9(3), 137–158. https://doi.org/10.31920/2634-3622/2020/9n3a6.
Jere, J. N., & Ngidi, N. (2020). A Technology, Organisation And Environment Framework Analysis Of Information And Communication Technology Adoption By Small And Medium Enterprises In Pietermaritzburg. SA Journal of Information Management, 22(1). https://doi.org/10.4102/sajim.v22i1.1166.
Kaabachi, S., Ben Mrad, S., & O’Leary, B. (2019). Consumer’s Initial Trust Formation In IOB’s Acceptance. International Journal of Bank Marketing, 37(2), 507–530. https://doi.org/10.1108/IJBM-12-2017-0270.
Karim, M. S., Nahar, S., & Demirbag, M. (2022). Resource-Based Perspective on ICT Use and Firm Performance: A Meta-analysis Investigating the Moderating Role of Cross-Country ICT Development Status. Technological Forecasting and Social Change, 179, 121626. https://doi.org/10.1016/j.techfore.2022.121626.
Kleinknecht, R., Haq, H. U., Muller, A. R., & Kraan, K. O. (2020). An Attention-Based View Of Short-Termism: The Effects Of Organisational Structure. European Management Journal, 38(2), 244–254. https://doi.org/10.1016/j.emj.2019.09.002.
Kundu, A., Bej, T., & Dey, K. N. (2020). An Empirical Study On The Correlation Between Teacher Efficacy And ICT Infrastructure. The International Journal of Information and Learning Technology, 37(4), 213–238. https://doi.org/10.1108/IJILT-04-2020-0050.
Kwarteng, M. A., Ntsiful, A., Diego, L. F. P., & Novák, P. (2024). Extending UTAUT with competitive pressure for SMEs digitalisation adoption in two European nations: a multi-group analysis. Aslib Journal of Information Management, 76(5), 842–868. https://doi.org/10.1108/AJIM-11-2022-0482.
Lee, D. H. (2022). Linkages Among Extended Service Quality, Distinct Perceived Value And Satisfaction In The Exhibition Trust-Building Process. Asia Pacific Journal of Marketing and Logistics, 34(4), 817–842. https://doi.org/10.1108/APJML-01-2021-0014.
Leicht‐Deobald, U., Huettermann, H., Bruch, H., & Lawrence, B. S. (2021). Organisational Demographic Faultlines: Their Impact on Collective Organizational Identification, Firm Performance, and Firm Innovation. Journal of Management Studies, 58(8), 2240–2274. https://doi.org/10.1111/joms.12747.
Liébana-Cabanillas, F., Molinillo, S., & Japutra, A. (2021). Exploring the Determinants of Intention to Use P2P Mobile Payment in Spain. Information Systems Management, 38(2), 165–180. https://doi.org/10.1080/10580530.2020.1818897.
Lutfi, A., Alshira’h, A. F., Alshirah, M. H., Al-Okaily, M., Alqudah, H., Saad, M., Ibrahim, N., & Abdelmaksoud, O. (2022). Antecedents and Impacts of Enterprise Resource Planning System Adoption among Jordanian SMEs. Sustainability, 14(6), 3508. https://doi.org/10.3390/su14063508.
Malik, S., Chadhar, M., Vatanasakdakul, S., & Chetty, M. (2021). Factors Affecting the Organizational Adoption of Blockchain Technology: Extending the Technology–Organisation–Environment (TOE) Framework in the Australian Context. Sustainability, 13(16), 9404. https://doi.org/10.3390/su13169404.
Maphosa, V., & Maphosa, M. (2022). Factors influencing the adoption of ICT for remote work among Zimbabwean SMEs: A case study of Bulawayo Metropolitan province. International Journal of ADVANCED AND APPLIED SCIENCES, 9(3), 150–158. https://doi.org/10.21833/ijaas.2022.03.017.
Mishra, N. K., Raj, A., Jeyaraj, A., & Gupta, R. (2024). Antecedents and Outcomes of Blockchain Technology Adoption: Meta-Analysis. Journal of Computer Information Systems, 64(3), 342–359. https://doi.org/10.1080/08874417.2023.2205370.
Nair, J., Chellasamy, A., & Singh, B. N. B. (2019). Readiness factors for information technology adoption in SMEs: testing an exploratory model in an Indian context. Journal of Asia Business Studies, 13(4), 694–718. https://doi.org/10.1108/JABS-09-2018-0254.
Neumann, O., Guirguis, K., & Steiner, R. (2024). Exploring artificial intelligence adoption in public organisations: a comparative case study. Public Management Review, 26(1), 114–141. https://doi.org/10.1080/14719037.2022.2048685.
Nguyen, M., Fujioka, J., Wentlandt, K., Onabajo, N., Wong, I., Bhatia, R. S., Bhattacharyya, O., & Stamenova, V. (2020). Using The Technology Acceptance Model To Explore Health Provider And Administrator Perceptions Of The Usefulness And Ease Of Using Technology In Palliative Care. BMC Palliative Care, 19(1), 138. https://doi.org/10.1186/s12904-020-00644-8.
Ni, G., Xu, H., Cui, Q., Qiao, Y., Zhang, Z., Li, H., & Hickey, P. J. (2020). Influence Mechanism of Organisational Flexibility on Enterprise Competitiveness: The Mediating Role of Organizational Innovation. Sustainability, 13(1), 176. https://doi.org/10.3390/su13010176.
Ocloo, C. E., Xuhua, H., Akaba, S., Shi, J., & Worwui-Brown, D. K. (2020). The Determinant Factors of Business to Business (B2B) E-Commerce Adoption in Small- and Medium-Sized Manufacturing Enterprises. Journal of Global Information Technology Management, 23(3), 191–216. https://doi.org/10.1080/1097198X.2020.1792229.
Okundaye, K., Fan, S. K., & Dwyer, R. J. (2019). Impact of information and communication technology in Nigerian small-to-medium-sized enterprises. Journal of Economics, Finance and Administrative Science, 24(47), 29–46. https://doi.org/10.1108/JEFAS-08-2018-0086.
Olayemi, S.-O. O., & Bolanle, A. O. (2020). Performance of Small and Medium Enterprises in Ondo State, Nigeria: Does Application of Information and Communication Technology Make a Difference? International Journal of Academic Research in Business and Social Sciences, 10(3). https://doi.org/10.6007/IJARBSS/v10-i3/7089.
Omrani, N., Rejeb, N., Maalaoui, A., Dabić, M., & Kraus, S. (2024). Drivers of Digital Transformation in SMEs. IEEE Transactions on Engineering Management, 71, 5030–5043. https://doi.org/10.1109/TEM.2022.3215727.
Pearce, A. (2022). The Perceptions of Students and Teachers When Using ICTs for Educational Practices Matter: A Systematic Review. Advances in Science, Technology and Engineering Systems Journal, 7(6), 1–12. https://doi.org/10.25046/aj070601.
Perez, H., Neubauer, N., Marshall, S., Philip, S., Miguel-Cruz, A., & Liu, L. (2022). Barriers and Benefits of Information Communication Technologies Used by Health Care Aides. Applied Clinical Informatics, 13(01), 270–286. https://doi.org/10.1055/s-0042-1743238.
Ragazou, K., Passas, I., Garefalakis, A., & Zopounidis, C. (2023). The Business Intelligence Model Empowers SMEs to Make Better Decisions And Enhance Their Competitive Advantage. Discover Analytics, 1(1), 2. https://doi.org/10.1007/s44257-022-00002-3.
Rasoolimanesh, S. M., Khoo-Lattimore, C., Md Noor, S., Jaafar, M., & Konar, R. (2021). Tourist Engagement And Loyalty: Gender Matters? Current Issues in Tourism, 24(6), 871–885. https://doi.org/10.1080/13683500.2020.1765321.
Rice, R. M., & Pennington, N. (2024). Involuntary Adoption of Information and Communication Technologies During Emergencies: Temporality of Technology Use in Virtual Collaborations. Management Communication Quarterly, 38(3), 651–676. https://doi.org/10.1177/08933189241226717.
Rozmi, A. N. A., N.E., P., Razak, A., Izhar, M., & Imran, A. (2020). Factors Affecting SME Owners in Adopting ICT in Business Using Thematic Analysis. International Journal of Advanced Computer Science and Applications, 11(7). https://doi.org/10.14569/IJACSA.2020.0110727.
Said Mohammad, A., Makame Haji, M., & Salim Suleiman, K. (2023). ICT’s Impact on SMEs in Zanzibar: A 360-Degree Appraisal. International Journal for Global Academic & Scientific Research, 2(3), 10–30. https://doi.org/10.55938/ijgasr.v2i3.58.
Salah, O. H., Yusof, Z. M., & Mohamed, H. (2021). The Determinant Factors For The Adoption Of CRM in the Palestinian SMEs: The moderating effect of firm size. PLOS ONE, 16(3), e0243355. https://doi.org/10.1371/journal.pone.0243355.
Schmidthuber, L., Maresch, D., & Ginner, M. (2020). Disruptive Technologies And Abundance In The Service Sector - Toward A Refined Technology Acceptance Model. Technological Forecasting and Social Change, 155, 119328. https://doi.org/10.1016/j.techfore.2018.06.017.
Shahadat, M. M. H., Nekmahmud, Md., Ebrahimi, P., & Fekete-Farkas, M. (2023). Digital Technology Adoption in SMEs: What Technological, Environmental and Organizational Factors Influence in Emerging Countries? Global Business Review. https://doi.org/10.1177/09721509221137199.
Shaw, N., & Sergueeva, K. (2019). The Non-Monetary Benefits Of Mobile Commerce: Extending UTAUT2 with Perceived Value. International Journal of Information Management, 45, 44–55. https://doi.org/10.1016/j.ijinfomgt.2018.10.024.
Shi, S., Wang, Y., Chen, X., & Zhang, Q. (2020). Conceptualisation Of Omnichannel Customer Experience And Its Impact On Shopping Intention: A Mixed-Method Approach. International Journal of Information Management, 50, 325–336. https://doi.org/10.1016/j.ijinfomgt.2019.09.001.
Shirazi, F., Wu, Y., Hajli, A., Zadeh, A. H., Hajli, N., & Lin, X. (2021). Value Co-Creation In Online Healthcare Communities. Technological Forecasting and Social Change, 167, 120665. https://doi.org/10.1016/j.techfore.2021.120665.
Sivathanu, B. (2019). Adoption of Industrial IoT (IIoT) in Auto-Component Manufacturing SMEs in India. Information Resources Management Journal, 32(2), 52–75. https://doi.org/10.4018/IRMJ.2019040103.
Sun, S., Hall, D. J., & Cegielski, C. G. (2020). Organisational Intention To Adopt Big Data In The B2B Context: An Integrated View. Industrial Marketing Management, 86, 109–121. https://doi.org/10.1016/j.indmarman.2019.09.003.
Tam, H., Chan, A. Y., & Lai, O. L. (2020). Gender stereotyping and STEM education: Girls’ empowerment through effective ICT training in Hong Kong. Children and Youth Services Review, 119, 105624. https://doi.org/10.1016/j.childyouth.2020.105624.
Tarafdar, M., Rets, I., & Hu, Y. (2023). Can ICT enhance workplace inclusion? ICT-enabled workplace inclusion practices and a new agenda for inclusion research in Information Systems. The Journal of Strategic Information Systems, 32(2), 101773. https://doi.org/10.1016/j.jsis.2023.101773.
Ullah, I., & Mirza, B. (2019). Examination Of Knowledge Management And Market Orientation, Innovation And Organisational Performance: Insights From Telecom Sector Of Pakistan. Knowledge Management and E-Learning, 11, 522–551. https://doi.org/10.34105/j.kmel.2019.11.027.
Ur Rahman, R., Ali Shah, S. M., El-Gohary, H., Abbas, M., Haider Khalil, S., Al Altheeb, S., & Sultan, F. (2020). Social Media Adoption and Financial Sustainability: Learned Lessons from Developing Countries. Sustainability, 12(24), 10616. https://doi.org/10.3390/su122410616.
Wendt, C., Adam, M., Benlian, A., & Kraus, S. (2022). Let’s Connect to Keep the Distance: How SMEs Leverage Information and Communication Technologies to Address the COVID-19 Crisis. Information Systems Frontiers, 24(4), 1061–1079. https://doi.org/10.1007/s10796-021-10210-z.
Wong, L.-W., Leong, L.-Y., Hew, J.-J., Tan, G. W.-H., & Ooi, K.-B. (2020). Time to seize the digital evolution: Adoption of blockchain in operations and supply chain management among Malaysian SMEs. International Journal of Information Management, 52, 101997. https://doi.org/10.1016/j.ijinfomgt.2019.08.005.
Yuwono, T., Suroso, A., & Novandari, W. (2024). Information And Communication Technology In SMEs: A Systematic Literature Review. Journal of Innovation and Entrepreneurship, 13(1), 31. https://doi.org/10.1186/s13731-024-00392-6.
Zakariya, N. Y., Aduku, D. J., & Aduku, M. L. (2019). Analysis of Information and Communications Technologies Adoption by Small and Medium-Sized Enterprises in Kogi State. Journal of Asian Business Strategy, 9(2), 148–157. https://doi.org/10.18488/journal.1006.2019.92.148.157.
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