Social Media in Micro, Small, and Medium Enterprises (MSMEs) Adoption of Functional Beverages in Solo Raya Using a Modified Technology-Organization-Environment-Individual (TOE-I) Model
Marisa Novianingtyas
Departement of Agribusiness, Universitas Sebelas Maret, Surakarta 57126, Indonesia
Departement of Agribusiness, Universitas Sebelas Maret, Surakarta 57126, Indonesia
Isti Khomah
Universitas Sebelas Maret
DOI: https://doi.org/10.36956/rwae.v6i3.1884
Received: 23 March 2025 | Revised: 12 May 2025 | Accepted: 16 May 2025 | Published Online: 10 July 2025
Copyright © 2025 Marisa Novianingtyas, Erlyna Wida Riptanti, Isti Khomah. Published by Nan Yang Academy of Sciences Pte. Ltd.
This is an open access article under the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) License.
Abstract
The increasing diversity of functional beverages directly contributes to the high number of micro, small, and medium enterprises (MSMEs), allowing businesses to innovate through digital marketing and social media adoption. Functional beverage MSMEs face customer, social, and competitor pressures while gain relative advantage. Although social media has been adopted, its utilization remains suboptimal. Therefore, this study aims to determine effect of technology, organization, environment, and individual factors on the social media adoption by functional beverage MSMEs in Solo Raya. A descriptive and quantitative methods was employed using a survey of 105 functional beverage producers in Solo Raya. The analysis uses technology-organization-environment (TOE) framework and the individual model. Data were analysed using Structural Equation Modeling with Partial Least Squares (SEM-PLS). The results show that technological, environmental, and individual factors significantly affect social media adoption, while organizational factors have no significant effect. Technology has a significant effect due to ease of use, promotional effectiveness, and relative advantage. Environmental factors, such as customer, social, and competitor pressures, also enable MSMEs to adopt social media in improving competitiveness. Knowledge and experience of individual businesses play an important role in the decision to adopt social media for business.
Keywords: Functional Beverage; MSME; Social Media Adoption; TOE-I Framework
References
[1] Badan Pusat Statistik, 2023. Profil Industri Mikro dan Kecil. Badan Pusat Statistik: Jakarta, Indonesia. Volume 13.
[2] van der Werf, E.T., Busch, M., Jong, M.C., Hoenders, H.J.R., 2021. Lifestyle changes during the first wave of the COVID-19 pandemic: A cross-sectional survey in the Netherlands. BMC Public Health. 21, 1226. DOI: https://doi.org/10.1186/s12889-021-11264-z
[3] Irawan, D., Prabowo, H., Kuncoro, E.A., et al., 2022. Operational resilience as a key determinant of corporate sustainable longevity in the Indonesian jamu industry. Sustainability. 14, 1–11. DOI: https://doi.org/10.3390/su14116431
[4] Hu, L., Olivieri, M., Rialti, R., 2023. Dynamically adapting to the new normal: Unpacking SMEs’ adoption of social media during COVID-19 outbreaks. Journal of Business and Industrial Marketing. 28, 1675–1688. DOI: https://doi.org/10.1108/JBIM-01-2022-0052
[5] Priambada, S., 2015. Factors associated with customer loyalty in Small and Medium Enterprises (SME) in Malang City, Indonesia. Proceedings of the 1st UMM International Conference on Pure and Applied Research (UMM-ICoPAR) 2015; Maiang, Indonesia; 12–13 August 2015. pp. 1–3.
[6] Ammenwerth, E., Iller, C., Mahler, C., 2006. IT-adoption and the interaction of task, technology and individuals: A fit framework and a case study. BMC Medical Informatics and Decision Making. 6, 1–13. DOI: https://doi.org/10.1186/1472-6947-6-3
[7] Pradifera, A.L., Prasilowati, S.L., Ahmadi, S., et al., 2022. The role of the use of social media in analyzing the impact of organizations using the TOE framework on MSMEs in Indonesia. Academy of Entrepreneurship Journal. 28, 4–10.
[8] Cvjetković, M., 2023. Organizational use and adoption of social media through TOE framework: Empirical research on Croatian small and medium-sized enterprises. Management. 28, 73–91. DOI: https://doi.org/10.30924/mjcmi.28.2.6
[9] Lina, L.F., Suwarni, E., 2022. Social commerce adoption to enhance SMEs performance: Technology, organization and environment (TOE) perspectives. Jurnal Aplikasi Bisnis dan Manajemen. 8, 689–696. DOI: https://doi.org/10.17358/jabm.8.3.689
[10] Lukitaningsih, A., Fadhilah, M., Kusumawardhani, R., 2024. Drivers of social media marketing adoption and performance impacts on Indonesian SMEs: An integrated TAM, RDT, and TOE framework. Journal of Ecohumanism. 3, 3231–3246. DOI: https://doi.org/10.62754/joe.v3i8.4963
[11] Fu, C.J., Silalahi, A.D.K., Yang, L.W., et al., 2024. Advancing SME performance: A novel application of the technological-organizational-environment framework in social media marketing adoption. Cogent Business and Management. 11, 1–23. DOI: https://doi.org/10.1080/23311975.2024.2360509
[12] Amegbe, H., Zungu, N.P., Hanu, C., 2023. SMEs social media adoption and financial and non-financial marketing performance. Management Science Letters. 13, 162–174. DOI: https://doi.org/10.5267/j.msl.2023.4.005
[13] Nguyen, T.H., Le, X.C., Vu, T.H.L., 2022. An extended technology-organization-environment (TOE) framework for online retailing utilization in digital transformation: Empirical evidence from Vietnam. Journal of Open Innovation: Technology, Market, and Complexity. 8, 200. DOI: https://doi.org/10.3390/joitmc8040200
[14] Noviaristanti, S., Yunita, S.C., Triono, S.P.H., 2023. Social media usage impacts on SME’s firm performance: Evidence from West Java, Indonesia. Indonesian Journal of Business and Entrepreneurship. 9, 285–294. DOI: https://doi.org/10.17358/ijbe.9.2.285
[15] Siamagka, N., Christodoulides, G., Michaelidou, N., et al., 2015. Determinants of social media adoption by B2B organizations. Industrial Marketing Management. 51, 89–99. DOI: https://doi.org/10.1016/j.indmarman.2015.05.005
[16] Cao, Y., Ajjan, H., Hong, P., et al., 2018. Using social media for competitive business outcomes: An empirical study of companies in China. Journal of Advances in Management Research. 15, 211–235. DOI: https://doi.org/10.1108/JAMR-05-2017-0060
[17] Anh, N.T., Huong, D.T., 2024. Bridging the gap: Unveiling the factors of government support influencing the success of Vietnamese agricultural SMEs post-COVID-19. Research on World Agricultural Economy. 5, 137–148. DOI: https://doi.org/10.36956/rwae.v5i4.1194
[18] Trawnih, A.A., Al-Adwan, A.S., Amayreh, A., et al., 2023. Investigating the adoption of social commerce: A case study of SMEs in Jordan. Interdisciplinary Journal of Information, Knowledge, and Management. 18, 31–58. DOI: https://doi.org/10.28945/5071
[19] Wallace, S.A., Green, K.Y., Cooper, J.T., et al., 2020. An extended TOE framework for cybersecurity-adoption decisions. Communications of the Association for Information Systems. 47, 338–363. DOI: https://doi.org/10.17705/1CAIS.04716
[20] Lutfi, M., Buntuang, P.C.D., Kornelius, Y., et al., 2020. The impact of social distancing policy on small and medium-sized enterprises (SMEs) in Indonesia. Problems and Perspectives in Management. 18, 492–503. DOI: https://doi.org/10.21511/ppm.18(3).2020.40
[21] Tovan, Mutmainah, Almahdali, F., 2022. The effects of human capital on business performance: Study on SMEs in Palu City. Jurnal Sinar Manajemen. 9, 482–488.
[22] Palangan, C.Y., 2023. Analisis faktor-faktor yang memengaruhi adopsi e-commerce oleh UMKM kerajinan DIY. KONSTELASI: Konvergensi Teknologi dan Sistem Informasi. 3, 425–435. DOI: https://doi.org/10.24002/konstelasi.v3i2.8232
[23] Malik, S., Chadhar, M., Chetty, M., 2021. Factors affecting the organizational adoption of blockchain technology: An Australian perspective. Proceedings of the Annual Hawaii International Conference on System Sciences. 2020, 5597–5606. DOI: https://doi.org/10.24251/hicss.2021.680
[24] Nasiri, M., 2023. Shaping digital innovation via digital-related capabilities. Information Systems Frontiers. 25, 1063–1080. DOI: https://doi.org/10.1007/s10796-020-10089-2
[25] Bryan, J.D., Zuva, T., 2021. A review on TAM and TOE framework progression and how these models integrate. Advances in Science, Technology and Engineering Systems Journal. 6, 137–145. DOI: https://doi.org/10.25046/aj060316
[26] Qalati, S.A., Ostic, D., Bansal, R., 2023. Strengthening SME performance through social media adoption and usage. United States of America: IGI Global.
[27] Ullah, F., Qayyum, S., Thaheem, M.J., et al., 2021. Risk management in sustainable smart cities governance: A TOE framework. Technological Forecasting and Social Change. 167, 1–22. DOI: https://doi.org/10.1016/j.techfore.2021.120743
[28] Shahadat, M.M.H., Nekmahmud, M., Ebrahimi, P., et al., 2023. Digital technology adoption in SMEs: What technological, environmental and organizational factors influence SMEs’ ICT adoption in emerging countries? Global Business Review. 1–27. DOI: https://doi.org/10.1177/09721509221137199
[29] Tripopsakul, S., 2018. Social media adoption as a business platform: An integrated TAM–TOE framework. Polish Journal of Management Studies. 18, 350–362. DOI: https://doi.org/10.17512/pjms.2018.18.2.28
[30] Qalati, S.A., Yuan, L.W., Khan, M.A.S., et al., 2021. A mediated model on the adoption of social media and SMEs’ performance in developing countries. Technology in Society. 64, 1–18. DOI: https://doi.org/10.1016/j.techsoc.2020.101513
[31] Bin-nashwan, S.A., Li, J.Z., Jiang, H., et al., 2025. Does AI adoption redefine financial reporting accuracy, auditing efficiency, and information asymmetry? An integrated model of TOE–TAM–RDT and big data governance. Computers in Human Behavior Reports. 17, 1–14. DOI: https://doi.org/10.1016/j.chbr.2024.100572
[32] Boakye, E.A., Zhao, H., Kwame, A.B.N., et al., 2025. Modeling the adoption enablers of blockchain technology-based supply chain financing: An integrative dual DOI–TOE analysis. Journal of the International Council for Small Business. 2025, 1–22. DOI: https://doi.org/10.1080/26437015.2024.2448980
[33] Hughes, L., Dwivedi, Y.K., Misra, S.K., et al., 2019. Blockchain research, practice and policy: Applications, benefits, limitations, emerging research themes and research agenda. International Journal of Information Management. 49, 114–129. DOI: https://doi.org/10.1016/j.ijinfomgt.2019.02.005
[34] Awa, H.O., Ojiabo, O.U., Emecheta, B.C., 2015. Integrating TAM, TPB and TOE frameworks and expanding their characteristic constructs for e-commerce adoption by SMEs. Journal of Science and Technology Policy Management. 6, 76–94. DOI: https://doi.org/10.1108/JSTPM-04-2014-0012
[35] Mansoor, M., Fida, S., Nasir, S., et al., 2011. The impact of job stress on employee job satisfaction: A study on telecommunication sector of Pakistan. Journal of Business Studies Quarterly. 2, 50–56.
[36] Setiyani, L., Rostiani, Y., 2021. Analysis of e-commerce adoption by SMEs using the Technology–Organization–Environment (TOE) model: A case study in Karawang, Indonesia. International Journal of Science, Technology & Management. 2, 1113–1132. DOI: https://doi.org/10.46729/ijstm.v2i4.246
[37] Abed, S.S., 2020. Social commerce adoption using TOE framework: An empirical investigation of Saudi Arabian SMEs. International Journal of Information Management. 53, 102118. DOI: https://doi.org/10.1016/j.ijinfomgt.2020.102118
[38] Ye, X., Ruan, Y., Xia, S., et al., 2025. Adoption of digital intangible cultural heritage: A configurational study integrating UTAUT2 and immersion theory. Humanities and Social Sciences Communications. 12, 1–17. DOI: https://doi.org/10.1057/s41599-024-04222-8
[39] Rahayu, R., Day, J., 2015. Determinant factors of e-commerce adoption by SMEs in developing country: Evidence from Indonesia. Procedia–Social and Behavioral Sciences. 195, 142–150. DOI: https://doi.org/10.1016/j.sbspro.2015.06.423
[40] Dharmawan, M., Rahayu, W., Khomah, I., et al., 2024. Determinants of social media adoption by millennial farmers to improve business performance: Perspectives from the Technology–Organization–Environment (TOE) framework. Research on World Agricultural Economy. 5, 533–554. DOI: https://doi.org/10.36956/rwae.v5i4.1327
[41] Hidayah, A.R.N., Rahayu, E.S., Riptanti, E.W., et al., 2024. Entrepreneurial characteristic effect on business performance of millennial farmers. Scientific Horizons. 27, 138–147. DOI: https://doi.org/10.48077/scihor7.2024.138
[42] Riptanti, E.W., Masyhuri, Suryantini, A., 2022. The sustainability model of dryland farming in food-insecure regions: Structural equation modeling (SEM) approach. International Journal of Sustainable Development and Planning. 17, 2033–2043. DOI: https://doi.org/10.18280/ijsdp.170704
[43] Hair, J.F., Hult, G.T.M., Ringle, C.M., et al., 2021. Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R. Cham: Springer. DOI: https://doi.org/10.1007/978-3-030-80519-7_5
[44] Suriani, N., Risnita, Jailani, M.S., 2023. Konsep populasi dan sampling serta pemilihan partisipan ditinjau dari penelitian ilmiah pendidikan. Jurnal IHSAN: Jurnal Pendidikan Islam. 1, 24–36. DOI: https://doi.org/10.61104/ihsan.v1i2.55
[45] Syahri, A.A., 2014. Statistika pendidikan. SIGMA (Suara Intelektual Gaya Matematika). 6, 121–129.
[46] Harisudin, M., Riptanti, E.W., Setyowati, N., et al., 2023. Determinants of the Internet of Things adoption by millennial farmers. Agriculture and Food. 8, 329–342. DOI: https://doi.org/10.3934/agrfood.2023018
[47] Kline, R.B., 2016. Principles and Practice of Structural Equation Modeling. 4th ed. New York: The Guilford Press.
[48] Purwanto, A., Sudargini, Y., 2021. Partial least squares structural equation modeling (PLS-SEM) analysis for social and management research: A literature review. Journal of Industrial Engineering & Management Research. 2, 114–123.
[49] Efendi, Romi, M.V., Chandra, E., et al., 2023. Determinant analysis of innovative work behavior of hospitality employees in Lake Toba tourism area through employee engagement: A structural equation model approach. Valid Jurnal Ilmiah. 21, 1–12. DOI: https://doi.org/10.53512/valid.v21i1.313
[50] Pardiyono, R., Sri, Y., 2025. Innovation network for micro, small and medium enterprises in Indonesia. Decision Science Letters. 14, 9–18. DOI: https://doi.org/10.5267/j.dsl.2024.12.002
[51] Hair, J.F., Sarstedt, M., Hopkins, L., et al., 2014. Partial least squares structural equation modeling (PLS-SEM): An emerging tool in business research. European Business Review. 26, 106–121. DOI: https://doi.org/10.1108/EBR-10-2013-0128
[52] Effendi, M.I., Sugandini, D., Istanto, Y., 2020. Social media adoption in SMEs impacted by COVID-19: The TOE model. Journal of Asian Finance, Economics and Business. 7, 915–925. DOI: https://doi.org/10.13106/jafeb.2020.vol7.no11.915
[53] Musyaffi, A.M., Johari, R.J., Hendrayati, H., et al., 2025. Exploring technological factors and cloud accounting adoption in MSMEs: A comprehensive TAM framework. International Review of Management and Marketing. 15, 283–292. DOI: https://doi.org/10.32479/irmm.17451
[54] Ghozali, A., 2014. Structural Equation Modeling: Metode Alternatif dengan Partial Least Square (PLS). Semarang: Badan Penerbit Universitas Diponegoro.
[55] Alghamdi, O.A., Agag, G., 2023. Boosting innovation performance through big data analytics powered by artificial intelligence use: An empirical exploration of the role of strategic agility and market turbulence. Sustainability. 15, 1–19. DOI: https://doi.org/10.3390/su151914296
[56] Chin, W.W., 1998. The Partial Least Squares Approach to Structural Equation Modeling. Lawrence Erlbaum Associates: London, UK.
[57] Ali, A.K., Lee, J.-I., 2019. Factors influencing the purchase intention to consume halal certified food in Korea: Evidence from international Pakistani Muslims in South Korea. Journal of the Korean Society of International Agriculture. 31, 322–334. DOI: http://dx.doi.org/10.12719/KSIA.2019.31.4.322
[58] Hair, J.F., Risher, J.J., Sarstedt, M., et al., 2019. When to use and how to report the results of PLS-SEM. European Business Review. 31, 2–24. DOI: https://doi.org/10.1108/EBR-11-2018-0203
[59] Risdiyanto, C.F., Inan, D.I., Wurarah, R.N., et al., 2024. Analysis of supporting and inhibiting factors in switching to adopting mobile banking in West Papua utilizing PLS-SEM and status quo bias perspective. MALCOM: Indonesian Journal of Machine Learning and Computer Science. 4, 637–646. DOI: https://doi.org/10.57152/malcom.v4i2.1289
[60] Woldie, A., Leighton, P., Adesue, A., 2008. Factors influencing small and medium enterprises (SMEs): an exploratory study of owner/manager and firm characteristics. Banks and Bank Systems. 3(1), 1–9.
[61] Suter, I.K., 2013. Pangan fungsional dan prospek pengembangannya. In: Teknologi Pangan Seminar Sehari Dengan Tema “Pentingnya Makanan Alamiah (Natural Food) Untuk Kesehatan Jangka Panjang". 1–17. DOI: https://doi.org/10.1093/ajcn/64.2.255
[62] Indriasari, Y., Risman, Raungku, I., 2023. Sensory characteristic and antioxidant activity of functional drink enriched by butterfly pea flower (Clitoria ternatea L) and Moringa leaf (Moringa oleifera). Agroteknika. 6(1), 103–114. DOI: https://doi.org/10.55043/agroteknika.v6i1.206
[63] Lee, J.Y., Yang, Y.S., Ghauri, P.N., et al., 2022. The impact of social media and digital platforms experience on SME international orientation: the moderating role of COVID-19 pandemic. Journal of International Management. 28, 1–21. DOI: https://doi.org/10.1016/j.intman.2022.100950
[64] Jean, R.B., Kim, D., 2020. Internet and SMEs’ internationalization: the role of platform and website. Journal of International Management. 26, 1–12. DOI: https://doi.org/10.1016/j.intman.2019.100690
[65] Rahayu, R., Day, J., 2015. Determinant factors of e-commerce adoption by SMEs in developing country: evidence from Indonesia. Procedia–Social and Behavioral Sciences. 195, 142–150. DOI: https://doi.org/10.1016/j.sbspro.2015.06.423
[66] Firman, F., Anra, Y., Pratama, R., et al., 2021. Factors affecting intentions and behavior of plagiarism among students in Jambi University: testing the data quality for validity and reliability. SPEKTRUM: Jurnal Pendidikan Luar Sekolah (PLS). 9(4), 462–472. DOI: https://doi.org/10.24036/spektrumpls.v9i4.114281
[67] Aji, T.S., Rumengan, J., Rumengan, A.E., 2019. Determination of discipline of work, ethics, and communication with work satisfaction as an intervening variable on loyalty of housing services and area of Bintan District Settlement using SEM-PLS (Partial Least Square). Zona Manajerial: Program Studi Manajemen Universitas Batam. 9(1), 11–21.
[68] Rahayu, P., Kusnandar, Riptanti, E.W., et al., 2025. Use of information technology in the marketing of agricultural products with the UTAUT approach. Journal of Agricultural Science and Technology. 27(2), 265–280. DOI: https://doi.org/10.22034/JAST.27.2.265
[69] Kock, N., Hadaya, P., 2018. Minimum sample size estimation in PLS-SEM: the inverse square root and gamma-exponential methods. Information Systems Journal. 28(1), 227–261. DOI: https://doi.org/10.1111/isj.12131
[70] Nazir, M.A., Rizwan, H., Zhu, X., 2024. A thematic analysis of factors influencing small and medium enterprise adoption of social media marketing: a TOE framework perspective. Qualitative Market Research. 28(2), 179–205. DOI: https://doi.org/10.1108/QMR-10-2023-0143
[71] Alghamdi, O.A., 2023. The relationship between social CRM adoption and competitive advantage: a study during the COVID-19 outbreak. International Journal of Customer Relationship Marketing and Management. 14(1), 1–21. DOI: https://doi.org/10.4018/IJCRMM.317333
[72] Nawi, N.B.C., Mamun, A.A., Nasir, N.A.B.M., et al., 2017. Acceptance and usage of social media as a platform among student entrepreneurs. Journal of Small Business and Enterprise Development. 24(2), 375–393. DOI: https://doi.org/10.1108/JSBED-09-2016-0136
[73] Rehman, S.U., Jabeen, F., Shahzad, K., et al., 2025. Industry 4.0 technologies and international performance of SMEs: mediated-moderated perspectives. International Entrepreneurship and Management Journal. 21, 1–32. DOI: https://doi.org/10.1007/s11365-024-01048-3
[74] Sugiyantoro, N.L.A., Wijaya, M., Supriyadi, S., 2022. Benefits of WhatsApp as a communication media on small business social networks. The Journal of Society and Media. 6(1), 1–16. DOI: https://doi.org/10.26740/jsm.v6n1.p1-16
[75] Orji, I.J., Kuis-Sarpong, S., Huang, S., et al., 2020. Evaluating the factors that influence blockchain adoption in the freight logistics industry. Transportation Research Part E. 141, 1–26. DOI: https://doi.org/10.1016/j.tre.2020.102025
[76] Chatterjee, S., Kar, A.K., 2020. Why do small and medium enterprises use social media marketing and what is the impact: empirical insights from India. International Journal of Information Management. 53, 1–13. DOI: https://doi.org/10.1016/j.ijinfomgt.2020.102103
[77] Mahirah, L.H., Sisilia, K., Setyorini, R., 2022. Analisis TOE mempengaruhi adopsi media sosial untuk produk UMKM di sentra kreasi Kabupaten Bandung. Jurnal Ilmiah Manajemen, Ekonomi, & Akuntansi (MEA). 6(3), 176–194. DOI: https://doi.org/10.31955/mea.v6i3.2247
[78] Sofiyan, S., Agustina, T., Siahaan, R., et al., 2022. Testing the relationship between employee engagement and employee performance: the urgency of self-efficacy and organizational justice as predictors. KnE Social Sciences. 2022, 425–440. DOI: https://doi.org/10.18502/kss.v7i10.11382
[79] Hidrobo-Morales, J.T., Marcillo-Delgado, J.C., García-Carrillo, A., 2025. Mapping of innovation as instrument for business enhancement: a bibliometric review. Journal of Open Innovation: Technology, Market, and Complexity. 11, 100454. DOI: https://doi.org/10.1016/j.joitmc.2024.100454
[80] Pangesti, S.D., Adyaksana, R.I., 2021. Determinan adopsi e-commerce dan dampaknya pada usaha mikro kecil dan menengah (UMKM). Journal of Business and Information Systems. 3(2), 97–107. DOI: https://doi.org/10.36067/jbis.v3i2.100
[81] Wibowo, A.A., Arianto, R.F., Masrianto, A., et al., 2025. An interpretive method for measuring marketing technology adoption: a content, context, and process. Journal of Lifestyle & SDG’s Review. 5, 1–14.
[82] Qalati, S.A., Ostic, D., Sulaiman, M.A.B.A., et al., 2022. Social media and SMEs’ performance in developing countries: effects of technological-organizational-environmental factors on the adoption of social media. SAGE Open. 12, 1–17. DOI: https://doi.org/10.1177/21582440221094594
[83] Riptanti, E.W., Irianto, H., Mujiyo, 2024. Building “Porang” processing industry using supply chain management method. Scientific Horizons. 27, 113–124. DOI: https://doi.org/10.48077/scihor2.2024.113
[84] Ahmad, S.Z., Bakar, A.R.A., Ahmad, N., 2019. Social media adoption and its impact on firm performance: the case of the UAE. International Journal of Entrepreneurial Behavior & Research. 25(1), 84–111. DOI: https://doi.org/10.1108/IJEBR-08-2017-0299
[85] Ge, C., Lv, W., Wang, J., 2023. The impact of digital technology innovation network embedding on firms’ innovation performance: the role of knowledge acquisition and digital transformation. Sustainability. 15, 1–21.
[86] Shanmugasundaram, M., Tamilarasu, A., 2023. The impact of digital technology, social media, and artificial intelligence on cognitive functions: a review. Frontiers in Cognition. 2, 1–10. DOI: https://doi.org/10.3389/fcogn.2023.1203077