Ao, L., Bansal, R., Pruthi, N., & Khaskheli, M. B. (2023). Impact of social media influencers on customer engagement and purchase intention: A meta-analysis. Sustainability, 15(3), 1–15. https://doi.org/10.3390/su15032744
Ayobami Raji, M., Bukola Olodo, H., Tolulope Oke, T., & Afua Addy, W. (2024) E-commerce and consumer behavior: A review of AI-powered personalization and market trends. GSC Advanced Research and Reviews, 18(3), 66–77.https://doi.org/10.30574/gscarr.2024.18.3.0090
Belanche, D., Casaló, L. V., Flavián, M., & Ibanes-Sánchez, S. (2021). Understanding influencer marketing: The role of congruence between influencers, products and consumers. Journal of Business Research, 132, 186–195. https://doi.org/10.1016/j.jbusres.2021.03.067
Berlian, M. (2022). Analysis of segmenting, targeting and positioning strategies on consumer purchase decisions in the digital era. International Journal of Economics, Business and Accounting Research, 6(4), Article 7061. https://doi.org/10.29040/ijebar.v6i4.7061
Brzozowska, K., & Rollnik-Sadowska, E. (2024). Czynniki determinujące decyzje zakupowe konsumentów z pokolenia Z [Determinants of purchase decisions of Generation Z consumers]. Academy of Management, 8(3), 188–212. https://doi.org/10.24427/az-2024-0044
Buffon, C. Z., Elshennawy, A., & Cudney, E. A. (2024). The evolution into customer 4.0: A systematic literature review. Journal of Management and Engineering Integration, 17(2), 1–9. https://doi.org/10.62704/10057/28460
Butler, P., & Peppard, J. (1998). Consumer purchasing on the Internet: Processes and prospects. European Management Journal, 16(5), 600–610. https://doi.org/10.1016/S0263-2373(98)00036-X
Chowdhury, S., Faruque, M., Sharmin, S., Talukder, T., Mahmud, M., Dastagir, G., & Akter, S. (2024). The impact of social media marketing on consumer behavior: A study of the fashion retail industry. Open Journal of Business and Management, 12, 1666–1699. https://doi.org/10.4236/ojbm.2024.123090
Dash, G., Kiefer, K., & Paul, J. (2021). Marketing-to-Millennials: Marketing 4.0, customer satisfaction and purchase intention. Journal of Business Research, 122, 608–620. https://doi.org/10.1016/j.jbusres.2020.10.016
Ding, K., Yun Gong, X., Huang, T., & Chong Choo, W. (2024). Recommend or not: A comparative analysis of customer reviews to uncover factors influencing explicit online recommendation behavior in peer-to-peer accommodation. European Research on Management and Business Economics, 30(1), 1–18. https://doi.org/10.1016/j.iedeen.2023.100236
Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50.
Giza, W., & Wilk, B. (2021). Revolution 4.0 and its implications for consumer behaviour. Entrepreneurial Business and Economics Review, 9(4), 195–206. https://doi.org/10.15678/EBER.2021.090412
Goodrich, K., & de Mooij, M. (2013). How ‘social’ are social media? A cross-cultural comparison of online and offline purchase decision influences. Journal of Marketing Communications, 20(1–2), 103–116. https://doi.org/10.1080/13527266.2013.797773
Grant, R., Clarke, R. J., & Kyriazis, E. (2010). Research needs for assessing online value creation in complex consumer purchase process behavior. Journal of Retailing and Consumer Services, 17(1), 53–60. https://doi.org/10.1016/j.jretconser.2009.09.004
Grewal, D., Hulland, J., Kopalle, P. K., & Karahanna, E. (2020). The future of technology and marketing: A multidisciplinary perspective. Journal of the Academy of Marketing Science, 48, 1–8. https://doi.org/10.1007/s11747-019-00711-4
Hamdani, N. A., Muladi, R., & Maulani, G. A. F. (2022). Digital marketing impact on consumer decision-making process. In Proceedings of the 6th Global Conference on Business, Management, and Entrepreneurship (GCBME 2021) (pp. 153–158). Atlantis Press.
Hanaysha, J. R. (2022). Impact of social media marketing features on consumer’s purchase decision in the fast-food industry: Brand trust as a mediator. International Journal of Information Management Data Insights, 2(2), 1–10 https://doi.org/10.1016/j.jjimei.2022.100102
Hasan, M., & Sohail, M. S. (2020). The influence of social media marketing on consumers’ purchase decision: Investigating the effects of local and nonlocal brands. Journal of International Consumer Marketing, 33(3), 350–367. https://doi.org/10.1080/08961530.2020.1795043
Ilieva, G., Yankova, T., Ruseva, M., Dzhabarova, Y., Klisarova-Belcheva, S., & Bratkov, M. (2024). Social media influencers: Customer attitudes and impact on purchase behaviour. Information, 15(6), Article 359. https://doi.org/10.3390/info15060359
Javaid, M., Haleem, A., Singh, R. P., Suman, R., & Gonzalez, E. S. (2022). Understanding the adoption of Industry 4.0 technologies in improving environmental sustainability. Sustainable Operations and Computers, 3, 203–217. https://doi.org/10.1016/j.susoc.2022.01.008
Khan, S., Tomar, S., Fatima, M., & Khan, M. Z. (2022). Impact of artificial intelligent and industry 4.0 based products on consumer behaviour characteristics: A meta-analysis-based review. Sustainable Operations and Computers, 3, 218–225. https://doi.org/10.1016/j.susoc.2022.01.009
Kijek, T., Angowski, M., & Skrzypek, A. (2019). Millennials use of social media in product innovation purchasing processes. Journal of Computer Information Systems, 60(1), 9–17. https://doi.org/10.1080/08874417.2019.1604104
Kuncoro, H. A. D. P., & Kusumawati, N. (2021). A study of customer preference, customer perceived value, sales promotion, and social media marketing towards purchase decision of sleeping product in Generation Z. Advanced International Journal of Business, Entrepreneurship and SMEs, 3(9), 265–276.
Liao, S.-H., Widowati, R., & Hsieh, Y.-C. (2021). Investigating online social media users’ behaviors for social commerce recommendations. Technology in Society, 66, Article 101655. https://doi.org/10.1016/j.techsoc.2021.101655
Liyanaarachchi, G., Mifsud, M., & Viglia, G. (2024). Virtual influencers and data privacy: Introducing the multi-privacy paradox. Journal of Business Research, 176, Article 114584. https://doi.org/10.1016/j.jbusres.2024.114584
Ma, Z., Gao, Q., & Chen, Y. (2022). Post-purchase trust in e-commerce: A theoretical framework and a text mining-based assessment method. International Journal of Human–Computer Interaction, 39(8), 1643–1661. https://doi.org/10.1080/10447318.2022.2065046
Marzec, D. (2022). Znaczenie influencer marketingu w kształtowaniu decyzji współczesnych konsumentów. Media i Społeczeństwo, 16(1), 154–174. https://orcid.org/10.53052/MiS.2022.16.10
Mason, A. N., Narcum, J., & Mason, K. (2021). Social media marketing gains importance after Covid-19. Cogent Business & Management, 8(1), Article 1870797. https://doi.org/10.1080/23311975.2020.1870797
Matiukaite, K., Sciukauske, I., & Usas, A. (2024). The impact of e-WOM aspects on consumer purchase intentions. Polish Journal of Management Studies, 30(2), 162–180. https://doi.org/10.17512/pjms.2024.30.2.10
Mensah, K., Dankwah, J. B., Mensah, G., & Masope-Crabbe, J. A. (2021). Choice, purchase decision and post-purchase dissonance: The social media perspective. Information Management and Business Review, 13(3), 1–13. https://doi.org/10.22610/imbr.v13i3(I).3209
Miklošík, A. (2015). Changes in purchasing decision-making process of consumers in the digital era. European Journal of Science and Theology, 11(6), 167–176
Morić, Z., Dakic, V., Djekic, D., & Regvart, D. (2024). Protection of personal data in the context of e-commerce. Journal of Cybersecurity and Privacy, 4(3), 731–761. doi.org/10.3390/jcp4030034
Mucundorfeanu, M., Balaban, D. C., & Mauer, M. (2024). Exploring the effectiveness of digital manipulation disclosures for Instagram posts on source credibility and authenticity of social media influencers. International Journal of Advertising, 44(1), 131–163. https://doi.org/10.1080/02650487.2024.2381973
Muda, M., & Hamzah, M. I. (2021). Should I suggest this YouTube clip? The impact of UGC source credibility on eWOM and purchase intention. Journal of Research in Interactive Marketing, 15(3), 441–459. https://doi.org/10.1108/JRIM-04-2020-0072
Nasir, A. V. A., Keserel, A. C., Surgit, O. E., & Nalbant, M. (2012). Segmenting consumers based on social media advertising perceptions: How does purchase intention differ across segments? Telematics and Informatics, 64, Article 101687. https://doi.org/10.1016/j.tele.2021.101687
Nowacki, F. (2014). Marketing 4.0–nowa koncepcja w obliczu przemian współczesnego konsumenta. Marketing i Rynek, 6(21), 11–19.
Obukhovich, S., Sipilä, J., & Tarkiainen, A. (2024). Post-purchase effects of impulse buying: A review and research agenda. Journal of Consumer Behaviour, 23(3), 1512–1527. https://doi.org/10.1002/cb.2287
Palalic, R., Ramadani, V., Mariam Gilani, S., Gërguri-Rashiti, S., & Dana, L. (2021).
Social media and consumer buying behavior decision: What entrepreneurs should know? Management Decision, 59(6), 1249–1270. https://doi.org/10.1108/MD-10-2019-1461
Pan, M., Blut, M., Ghiassaleh, A., & Lee, Z. W. Y. (2025). Influencer marketing effectiveness: A meta-analytic review. Journal of the Academy of Marketing Science, 53, 52–78. https://doi.org/10.1007/s11747-024-01052-7
Poh, S. Hasan, D. G., & Sudiyono K. A. (2024). The power of social commerce: TikTok’s impact on Gen Z consumer purchasing behaviour. Journal Manajemen dan Bisnis, 23(2), 501–515. https://doi.org/10.24123/jmb.v23i2.835
Pop, R. A., Săplăcan, Z., Dabija, D. C., & Alt, M. A. (2021). The impact of social media influencers on travel decisions: The role of trust in consumer decision journey. Current Issues in Tourism, 25(5), 823–843. https://doi.org/10.1080/13683500.2021.1895729
Praditsuwan, N., & Karnreungsiri, I. (2018). Consumer purchasing process in digital market: A case study of small and medium enterprises in Thailand. Asian Administration & Management Review, 1(2), 56–70.
Rahmawati, T., & Nur, A. (2021). Consumer behavior in industrial era 4.0 to avoid market failure. Jurnal Bisnis dan Akuntansi, 23(1), 1–12. https://doi.org/10.34208/jba.v23i1.871
Reddy, K. S., & Azeem, B. A. (2022). Impact of social media marketing on online impulse buying behaviour. Journal of Management and Science, 12(1), 94–98. https://doi.org/10.26524/jms.12.18
Riaz, M. U., Guang, L. X., Zafar, M., Shahzad, F., Shahbaz, M., & Lateef, M. (2020). Consumers’ purchase intention and decision-making process through social networking sites: A social commerce construct. Behaviour & Information Technology, 40(1), 99–115. https://doi.org/10.1080/0144929X.2020.1846790
Roszkowska, E. (2001). Typy zachowań konsumenta na rynku – ujęcie w teorii kompleksów reguł. In A. F. Bocian (Ed.), Rozwój regionalny cele i metody (pp. 143–158). Wydawnictwo Uniwersytu w Białymstoku.
Sabila, A. S., & Albari, A. (2023). The role of social media marketing communication on the Instagram platform in growing consumer buying intention. Journal of Business and Management Review, 4(5), 374–389. https://doi.org/10.47153/jbmr45.6962023
Sağtaş, S. (2022). The effect of social media marketing on brand equity and consumer purchasing intention. Journal of Life Economics, 9(1), 21–31. https://doi.org/10.15637/jlecon.9.1.02
Sanak-Kosmowska, K., & Wiktor, J. W. (2020). Empirical identification of latent classes in the assessment of information asymmetry and manipulation in online advertising. Sustainability, 12(20), Article 8693. https://doi.org/10.3390/su12208693
Shrestha, A., Karki, A., Bhushan, M., Joshi, S., & Gurung, S. (2023). Effects of social media marketing on consumer buying behavior. New Perspective: Journal of Business and Economics, 6(1), 74–82. https://doi.org/10.3126/npjbe.v6i1.58916
Singh, P., Sharma, B. K., Arora, L., & Bhatt, V. (2023). Measuring social media impact on impulse buying behavior. Cogent Business & Management, 10(3), Article 2262371. https://doi.org/10.1080/23311975.2023.2262371
Skrzypek, A. (2021). Digitalny klient nowej ery – Klient 4.0. Problemy Jakości, (7–8), 24–30. https://doi.org/10.15199/46.2021.7–8.4
Sriram, K. V., Namitha, K., P., & Kamath, G. B. (2021). Social media advertisements and their influence on consumer purchase intention. Cogent Business & Management, 8(1), Article 2000697. https://doi.org/10.1080/23311975.2021.2000697
Suganda, U. K., & Arrifianti, I. (2023). Analysis of the drivers of consumer purchasing decisions in the digital era: The role of social media marketing, e-service quality, and payment safety. Quantitative Economics and Management Studies, 4(1), 1–11
Suherlan, S., & Okombo, M., O. (2023). Technological innovation in marketing and its effect on consumer behaviour. Technology and Society Perspectives, 1(2), 94–103. https://doi.org/10.61100/tacit.v1i2.57
Suri, A., Huang, B., & Sénécal, S. (2023). This product seems better now: How social media influencers’ opinions impact consumers’ post-failure responses. International Journal of Electronic Commerce, 27(3), 297–323. https://doi.org/10.1080/10864415.2023.2226898
Świeczak, W. (2017). The impact of modern technology on changing marketing actions in organisations. Marketing 4.0. Marketing Instytucji Naukowych i Badawczych, 4(26), 161–186. https://doi.org.10.14611/minib.26.12.2017.08
Szakal, A. C., Brătucu, G., Ciobanu, E., Chițu, I. B., Mocanu, A. A., & Ialomițianu, G. (2024). Exploring influencing marketing-consumer insights and creators’perspectives. Sustainability, 16(5), Article 1845. https://doi.org/10.3390/su16051845
Tresa Sebastian, A., Lal, B., Anupama, J., Varghese, J., Agnus Tom, A., Rajkumar, E., Allen, J. G., Jeyavel, S., Pandey, V., Wajid, M., & Romate, J. (2021). Exploring the opinions of the YouTube visitors towards advertisements and its influence on purchase intention among viewers. Cogent Business & Management, 8(1), Article 1876545. https://doi.org/10.1080/23311975.2021.1876545
Varghese, S., & Agrawal, M. (2012). Impact of social media on consumer buying behavior. Saudi Journal of Business and Management Studies, 6(3), 51–55. https://doi.org/10.36348/sjbms.2021.v06i03.001
Wellman, M. L., Stoldt, R., Tully, M., & Ekdale, B. (2020). Ethics of authenticity: Social media influencers and the production of sponsored content. Journal of Media Ethics, 35(2), 68–82. https://doi.org/10.1080/23736992.2020.1736078
Wereda, W., & Woźniak, J. (2019). Building relationships with customer 4.0 in the era of marketing 4.0: The case study of innovative enterprises in Poland. Social Sciences, 8(6), Article 177. https://doi.org/10.3390/socsci8060177
Wolniak, R., & Grebski, W. (2023). The customization and personalization of product in Industry 4.0. Scientific Papers of Silesian University of Technology Organization and Management Series, (180), 737–752. https://doi.org.10.29119/1641-3466.2023.180.38
Xie, M. (2021). A study on the mechanism of information sharing between customer involvement and new product development. E3S Web of Conferences, 235, Article 03038. https://doi.org/10.1051/e3sconf/202123503038
Yang, P., Sheng, H., Yang, C., & Feng, Y. (2024). How social media promotes impulsive buying: Examining the role of customer inspiration. Industrial Management & Data Systems, 124(2), 698–723. https://doi.org/10.1108/IMDS-05-2023-0343
Yogesh, F., & Yesha, M. (2014). Effect of social media on purchase decision. Pacific Business Review International, 6(11), 45–51.
Zhang, J. Z., & Chang, C. W. (2021). Consumer dynamics: Theories, methods, and emerging directions. Journal of the Academy of Marketing Science, 49, 166–196. https://doi.org/10.1007/s11747-020-00720-8