1) Abed, S. S., Dwivedi, Y. K., & Williams, M. D. (2015). Social media as a bridge to e-commerce adoption
in SMEs: A systematic literature review. The Marketing Review, 15(1), 39–57.
2) Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision
Processes, 50(2), 179–211.
3) Alvarado-Karste, D., & Kidwell, B. (2021). The rivalry effect: The influence of emotional intensity and
confrontational interactions on purchase intentions. Advances in Consumer Research, 49, 507–509.
4) Appel, G., Grewal, L., Hadi, R., & Stephen, A. T. (2020). The future of social media in marketing.
Journal of the Academy of Marketing Science, 48(1), 79–95.
5) Arora, A., Srivastava, A., & Bansal, S. (2019). Business competitive analysis using promoted post
detection on social media. Journal of Retailing and Consumer Services, 54.
6) Balaban, D. C., Szambolics, J., & Chirică, M. (2022). Parasocial relations and social media influencers’
persuasive power: Exploring the moderating role of product involvement. Acta Psychologica, 230,
103731.
7) Brown, D., Fiorella, S., & Sadri, A. (2019). The power of social media influencers: Insights from brand
partnerships. Journal of Marketing Research, 56(1), 117–138.
8) Bunčić, S. (2026). The role of user-generated content in social commerce: A systematic review.
Sustainability, 18(3), 1601.
9) Chetioui, Y., Butt, I., & Lebdaoui, H. (2021). Facebook advertising, eWOM and consumer purchase
intention: Evidence from a collectivistic emerging market. Journal of Global Marketing, 34(3), 220–237.
10) Cheung, C. M. K., & Thadani, D. R. (2012). The impact of electronic word-of-mouth communication:
A literature analysis and integrative model. Decision Support Systems, 54(1), 461–470.
11) Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). Lawrence Erlbaum
Associates.
12) DataReportal. (2024). Digital 2024: Global overview report.
https://datareportal.com/reports/digital2024-global-overview-report
13) DataReportal. (2025). Digital 2025: Romania.
https://datareportal.com/reports/digital-2025-romania
14) Davis, F. D. (1989). Perceived usefulness, perceived ease of use, and user acceptance of information
technology. MIS Quarterly, 13(3), 319–340.
15) De Veirman, M., Cauberghe, V., & Hudders, L. (2017). Marketing through Instagram influencers: The
impact of number of followers and product divergence on brand attitude. International Journal of
Advertising, 36(5), 798–828.
16) Deloitte. (2023). Global marketing trends 2023.
https://www2.deloitte.com/content/dam/insights/articles/us175825_gmt2023/pdf/DI_GMT-2023.pdf
17) Deloitte. (2024). Global retail outlook 2024.
https://www2.deloitte.com/content/dam/Deloitte/pl/Documents/Reports/Global-Retail-Outlook2024.pdf
18) Dwivedi, Y. K., Ismagilova, E., Rana, N. P., & Raman, R. (2021). Social media adoption, usage and
impact in business-to-business (B2B) context: A state-of-the-art literature review. Information Systems
Frontiers, 1–23.
19) Fitriani, N., Setiawan, D., Anni Aryani, Y., & Arifin, T. (2023). Does social media affect performance
in e-commerce business? The role of customer management. Journal of Open Innovation: Technology,
Market, and Complexity, 9(4).
20) Gefen, D., Karahanna, E., & Straub, D. W. (2003). Trust and TAM in online shopping: An integrated
model. MIS Quarterly, 27(1), 51–90.
21) Golden, M. (2011). Social media strategies for professionals and their firms: The guide to establishing
credibility and accelerating relationships. John Wiley & Sons.
22) Hajli, N. (2015). Social commerce constructs and consumer’s intention to buy. International Journal of
Information Management, 35(2), 183–191.
23) Han, J., & Balabanis, G. (2024). Meta-analysis of social media influencer impact: Key antecedents and
theoretical foundations. Psychology & Marketing, 41(2), 394–426.
24) Hennig-Thurau, T., Gwinner, K. P., Walsh, G., & Gremler, D. D. (2004). Electronic word-of-mouth via
consumer-opinion platforms: What motivates consumers to articulate themselves on the Internet? Journal
of Interactive Marketing, 18(1), 38–52.
25) Hollebeek, L. D., Glynn, M. S., & Brodie, R. J. (2014). Consumer brand engagement in social media:
Conceptualization, scale development and validation. Journal of Interactive Marketing, 28(2), 149–165.
26) Horton, D., & Wohl, R. R. (1956). Mass communication and para-social interaction: Observations on
intimacy at a distance. Psychiatry, 19(3), 215–229.
27) Hudders, L., De Jans, S., & De Veirman, M. (2021). The commercialization of social media stars: A
literature review and conceptual framework on the strategic use of social media influencers. International
Journal of Advertising, 40(3), 327–375.
28) Kaplan, A. M., & Haenlein, M. (2010). Users of the world, unite! The challenges and opportunities of
social media. Business Horizons, 53(1), 59–68.
29) Katz, E., Blumler, J. G., & Gurevitch, M. (1973). Uses and gratifications research. Public Opinion
Quarterly, 37(4), 509–523.
30) Kaur, P., Stoltzfus, J., & Yellapu, V. (2018). Descriptive statistics. International Journal of Academic
Medicine, 4(1), 60–63.
31) Kotler, P., Kartajaya, H., & Setiawan, I. (2017). Marketing 4.0: Moving from traditional to digital. John
Wiley & Sons.
32) Leavy, P. (2017). Research design: Quantitative, qualitative, mixed methods, arts-based, and communitybased participatory research approaches. The Guilford Press.
33) Lindermann, J. (2004). Brands and brand valuation. Interbrand.
34) Liu, X., & Zheng, X. (2024). The persuasive power of social media influencers in brand credibility and
purchase intention. Humanities and Social Sciences Communications, 11, 15.
35) Lou, C., & Yuan, S. (2019). Influencer marketing: How message value and credibility affect consumer
trust of branded content on social media. Journal of Interactive Advertising, 19(1), 58–73.
36) Mamonov, S., & Benbunan-Fich, R. (2017). Exploring factors affecting social e-commerce service
adoption: The case of Facebook Gifts. International Journal of Information Management, 37(6), 590–
600.
37) Maslow, A. H. (1943). A theory of human motivation. Psychological Review, 50(4), 370–396.
38) McHugh, M. L. (2013). The Chi-square test of independence. Biochemia Medica, 23(2), 143–149.
39) Mehrabian, A., & Russell, J. A. (1974). An approach to environmental psychology. MIT Press.
40) MerchantPro. (2024). eCommerce insights 2024.
https://cdn.merchantpro.com/files/content/MerchantPro_eCommerce_Insights_2024.pdf
41) Momen, M. A., Sultana, S., & Haque, A. K. M. A. (2020). Web-based marketing communication to
develop brand image and brand equity of higher educational institutions: A structural equation modelling
approach. Global Knowledge, Memory and Communication, 69(3), 151–169.
42) Ohanian, R. (1990). Construction and validation of a scale to measure celebrity endorsers’ perceived
expertise, trustworthiness, and attractiveness. Journal of Advertising, 19(3), 39–52.
43) Oliveira, P., & Sullivan, A. (2003). Creating and managing brand value. Interbrand.
44) Papadopoulos, T., Baltas, K. N., & Balta, M. E. (2020). The use of digital technologies by small and
medium enterprises during COVID-19: Implications for theory and practice. International Journal of
Information Management, 55.
45) Romanian Association for Online Commerce. (2023). European e-commerce report 2023.
46) Schouten, A. P., Janssen, L., & Verspaget, M. (2020). Celebrity vs. influencer endorsements in
advertising: The role of identification, credibility, and product-endorser fit. International Journal of
Advertising, 39(2), 258–281.
47) Sharma, N., Fatima, J., Sharma, S., & Amin, S. Z. (2024). Omnichannel shopping habit development.
International Journal of Consumer Studies, 48(4), e13072.
48) Sokolova, K., & Kefi, H. (2020). Instagram and YouTube bloggers promote it, why should I buy? How
credibility and parasocial interaction influence purchase intentions. Journal of Retailing and Consumer
Services, 53, 101742.
49) Tiutiu, M., Nemțeanu, S., Dabija, D. C., & Pelau, C. (2025). The impact of online customer service and
store features on consumer experience and willingness to revisit their preferred online store. Humanities
and Social Sciences Communications, 12(1), 78.
50) Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D. (2003). User acceptance of information
technology: Toward a unified view. MIS Quarterly, 27(3), 425–478.
51) Vrontis, D., Makrides, A., Christofi, M., & Thrassou, A. (2021). Social media influencer marketing: A
systematic review, integrative framework and future research agenda. International Journal of Consumer
Studies, 45(4).
52) Wang, C., & Zhang, P. (2012). The evolution of social commerce: The people, management, technology,
and information dimensions. Communications of the Association for Information Systems, 31, 105–127.
53) Wang, H. F., & Xie, J. X. (2020). A review of social media commerce research. American Journal of
Industrial and Business Management, 10, 793–803.
54) Wang, J., & Oh, J. I. (2023). Factors influencing consumers’ continuous purchase intentions on TikTok:
An examination from the uses and gratifications (U&G) theory perspective. Sustainability, 15(13).
55) Wiktor, J. W., & Sanak-Kosmowska, K. (2021). The competitive function of online advertising: An
empirical evaluation of companies’ communication strategies in a digital world. Procedia Computer
Science, 192, 4158–4168.
56) Yadav, M., & Rahman, Z. (2018). The influence of social media marketing activities on customer loyalty.
Benchmarking: An International Journal, 25(9), 3882–3905.
57) Zhou, X., Huang, Y., & Inoue, Y. (2024). Parasocial interactions and parasocial relationships on
Instagram: An in-depth analysis of fashion and beauty influencers. Heliyon, 10(21), e39708.