A Bibliometric Analysis of Research Trends on Data Privacy Concerns and Consumer Purchase Decision-Making in TikTok Social Commerce

Authors

DOI:

https://doi.org/10.52152/RCR.V13.S5

Keywords:

TikTok Social Commerce, Data Privacy Concerns, Consumer Trust, Purchase Decision-Making, Algorithmic Transparency

Abstract

The rise of TikTok as a dominant social commerce platform has transformed online consumer behavior, leveraging algorithm-driven engagement and interactive features such as influencer marketing and live-stream shopping. This study aims to conduct a bibliometric and meta-analysis of existing research on data privacy concerns and consumer purchase behavior in TikTok social commerce. It seeks to identify key research trends, examine theoretical frameworks, and assess the relationship between privacy concerns, trust, and purchase decisions. A systematic bibliometric analysis was conducted using databases such as Web of Science, Scopus, Google Scholar, and IEEE Xplore. Citation analysis, keyword co-occurrence, and co-citation networks were examined. A meta-analysis of empirical studies was performed to measure the effect sizes of privacy concerns on consumer trust and purchase behavior. The study finds that privacy concerns significantly affect consumer trust, which in turn mediates purchase decisions. Algorithmic transparency and ethical marketing strategies enhance consumer confidence. Research trends indicate increasing scholarly interest in regulatory compliance and AI-driven personalization in TikTok commerce. This study provides a comprehensive synthesis of existing literature, integrating Privacy Calculus Theory, Social Exchange Theory, and Social Commerce Engagement Theory. It offers practical insights for platform developers, regulators, and marketers to enhance consumer trust while ensuring ethical data practices in TikTok social commerce.

References

Agustian Anhar, D., & Kurniawan, S. (2024). Ketidakpastian Hukum dalam Kembalinya Tiktok Shop Sebagai Platform Social Commerce di Indonesia. Maret, 6(3), 8963.

Aldaaja, Y., Odeh, M., Badrakhan, S. S., Sabri, M., Abdelrahim, Y., Samara, G., & Alsabatin, H. (2025). Quantifying the managerial and practical benefits of cloud computing on information security in higher education institutions. Applied Mathematics and Information Sciences, 19(1), 15-24. https://doi.org/10.18576/amis/190102

Aljabari, M., Althuwaini, S., Al Qudah, O., & Bouguerra, A. (2024). The impact of e-marketing orientation and learning capacity on online SME performance in Jordan: The moderating role of technological orientation. Asian Development Policy Review, 12(3), 226-237. https://doi.org/10.55493/5008.v12i3.5125

Al-Ramahi, N. M., Odeh, M., Alrabie, Z., & Qozmar, N. (2022). The TOEQCC framework for sustainable adoption of cloud computing at higher education institutions in the Kingdom of Jordan. Sustainability (Switzerland), 14(19). https://doi.org/10.3390/su141912744

Anel, J. I., Català, P., Serra, M., & Domenech, B. (2022). New matrix methodology for algorithmic transparency in assembly line balancing using a genetic algorithm. Operations Research Perspectives, 9. https://doi.org/10.1016/j.orp.2022.100223

Anggraeny, N., Verdi, A., Dewita, N. A. P., & Prawira, I. F. A. (2024). Studi literatur: Potensi kerugian akibat social commerce Tiktok shop. Innovative: Journal Of Social Science Research, 4(1), 3109-3117.

Baird, S. (2023). Social media for personal finances: A new trend for millennials and Gen Z. Payments System Research Briefing, 1-6.

Behnam, M., Hollebeek, L. D., Clark, M. K., & Farabi, R. (2021). Exploring customer engagement in the product vs. service context. Journal of Retailing and Consumer Services, 60, 102456. https://doi.org/https://doi.org/10.1016/j.jretconser.2021.102456

Cagno, E., Accordini, D., Neri, A., Negri, E., & Macchi, M. (2024). Digital solutions for workplace safety: An empirical study on their adoption in Italian metalworking SMEs. Safety Science, 177. https://doi.org/10.1016/j.ssci.2024.106598

Chaokromthong, K., & Sintao, N. (2021). Sample size estimation using Yamane and Cochran and Krejcie and Morgan and green formulas and Cohen statistical power analysis by G*Power and comparisions. Apheit International Journal, 10(2), 76-86.

Chen, Z., Yu, S., Chen, F., Wang, F., Liu, X., & Deng, R. H. (2024). Lightweight privacy-preserving cross-cluster federated learning with heterogeneous data. IEEE Transactions on Information Forensics and Security, 19, 7404-7419. https://doi.org/10.1109/TIFS.2024.3435476

Chokpitakkul, N., Anantachart, S., & Hamilton, M. A. (2020). Toward A process model of consumer brand evaluation and promotion: Drivers of word of mouth for Thai small and medium enterprises. ABAC Journal, 40(4), 78-97.

Chuah, S. H. W., Tseng, M. L., Wu, K. J., & Cheng, C. F. (2021). Factors influencing the adoption of sharing economy in B2B context in China: Findings from PLS-SEM and fsQCA. Resources, Conservation and Recycling, 175. https://doi.org/10.1016/j.resconrec.2021.105892

de Oliveira Santini, F., Ladeira, W. J., Pinto, D. C., Herter, M. M., Sampaio, C. H., & Babin, B. J. (2020). Customer engagement in social media: A framework and meta-analysis. Journal of the Academy of Marketing Science, 48(6), 1211-1228. https://doi.org/10.1007/s11747-020-00731-5

Du, J. (2024). Exploring gender bias and algorithm transparency: Ethical considerations of AI in HRM. Journal of Theory and Practice of Management Science, 4(03), 36-43. https://doi.org/10.53469/jtpms.2024.04(03).06

Duggan, S. N. (2022). The rise of social commerce: An examination of consumer purchase motivation on Tiktok (Bachelor's thesis, The University of Arizona, Tucson, AZ). Retrieved from http://hdl.handle.net/10150/665749

Egorova, N., & Koroleva, E. (2020). Lending to Russian small businesses: From a traditional to a partnership-based banking model. HSE Economic Journal, 24(2), 191-214. https://doi.org/10.17323/1813-8691-2020-24-2-191-214

Grimmelikhuijsen, S. (2023). Explaining why the computer says no: Algorithmic transparency affects the perceived trustworthiness of automated decision-making. Public Administration Review, 83(2), 241-262. https://doi.org/10.1111/puar.13483

Habenstein, D. (2021). Count me in!—Permission marketing in German professional football. German Journal of Exercise and Sport Research, 51(3), 320-332. https://doi.org/10.1007/s12662-021-00728-4

Hoque, M. A., Rasiah, R., Furuoka, F., & Kumar, S. (2021). Technology adoption in the apparel industry: Insight from literature review and research directions. Research Journal of Textile and Apparel, 25(3), 292-307. https://doi.org/10.1108/RJTA-08-2020-0090

Ibrahim, A. M. A., & Abdullah, N. S. (2023). Antecedents of software-as-a-service adoption for small and medium enterprise in developing countries. In K. Arai (Ed.), Lecture Notes in Networks and Systems (pp. 249-256). https://doi.org/10.1007/978-3-031-18344-7_16

Jaloliddin, R. (2023). Digitalization in global trade: Opportunities and challenges for investment. Global Trade and Customs Journal, 18(10), 391-395. https://doi.org/10.54648/gtcj2023043

Kim, K. Y., Lopez, C., & Drayer, J. (2023). Do consumers care about credibility? Examining corporate credibility and price on sport ticket purchase decision making. Sport Management Review, 26(3), 471-493. https://doi.org/10.1080/14413523.2022.2127073

Kwangsawad, A., & Jattamart, A. (2022). Overcoming customer innovation resistance to the sustainable adoption of chatbot services: A community-enterprise perspective in Thailand. Journal of Innovation and Knowledge, 7(3), 100211. https://doi.org/10.1016/j.jik.2022.100211

Langer, M., & König, C. J. (2023). Introducing a multi-stakeholder perspective on opacity, transparency and strategies to reduce opacity in algorithm-based human resource management. Human Resource Management Review, 33(1), 100881. https://doi.org/10.1016/j.hrmr.2021.100881

Leong, L. Y., Hew, T. S., Ooi, K. B., Hajli, N., & Tan, G. W. H. (2024). Revisiting the social commerce paradigm: the social commerce (SC) framework and a research agenda. Internet Research, 34(4), 1346-1393. https://doi.org/10.1108/INTR-08-2022-0657

Li, H., Chen, Q., Zhong, Z., Gong, R., & Han, G. (2022). E-word of mouth sentiment analysis for user behavior studies. Information Processing and Management, 59(1), 102784. https://doi.org/10.1016/j.ipm.2021.102784

Lim, W. M., Rasul, T., Kumar, S., & Ala, M. (2022). Past, present, and future of customer engagement. Journal of Business Research, 140, 439-458. https://doi.org/10.1016/j.jbusres.2021.11.014

Matosas-López, L. (2024). Can customer engagement in social media be used as a predictor of operating revenue in SMEs?. Journal of Open Innovation: Technology, Market, and Complexity, 10(4). https://doi.org/10.1016/j.joitmc.2024.100380

Mbete, G. S., & Tanamal, R. (2020). Effect of easiness, service quality, price, trust of quality of information, and brand image of consumer purchase decision on shopee online purchase. Jurnal Informatika Universitas Pamulang, 5(2). https://doi.org/10.32493/informatika.v5i2.4946

Mlambo, V. H., Thusi, X., Shoba, M., Mlambo, H., Mnguni, H., & Mbongwa, L. (2024). Harnessing digital technology for economic development in Africa. In Contributions of Africa’s Indigenous Knowledge to the Wave of Digital Technology: Decolonial Perspectives (pp. 232-259). https://doi.org/10.4018/978-1-6684-7851-6.ch009

Muflih, M., & Ratna, S. (2022). Business development and optimization of SMEs’ growth through digital marketing. International Journal of EBusiness and EGovernment Studies, 14(2), 307-328. https://doi.org/10.34109/ijebeg. 202214135

Muharam, H., Chaniago, H., Endraria, E., & Harun, A. Bin. (2021). E-service quality, customer trust and satisfaction: Market place consumer loyalty analysis. Jurnal Minds: Manajemen Ide Dan Inspirasi, 8(2), 237-254.

Nugraha, D. N. S., Hermina, N., Nurani, N., Sukma, A., & Nursjanti, F. (2021). The use of language in social media and legal protection for global product marketing strategy. Review of International Geographical Education Online, 11(6), 599-605. https://doi.org/10.48047/rigeo.11.06.75

Nur, Z. R. F., Rabbiana, I. N. N., Diba, T., & Fitroh, F. (2023). TikTok shop: Unveiling the evolution from social media to social commerce and its computational impact on digital marketing. Journal of Computer Science and Engineering (JCSE), 4(2), 88-96. https://doi.org/10.36596/jcse.v4i2.512

Pollák, F., Markovič, P., Vavrek, R., & Konečný, M. (2022). Return to the new normal: Empirical analysis of changes in E-consumer behavior during the COVID-19 pandemic. Behavioral Sciences, 12(3). https://doi.org/10.3390/bs12030085

Rizqy Syailendra, M., & Fasawwa Putri, I. (2023). Tinjauan Hukum Mengenai Perlindungan UMKM serta Efektivitas Permendag No. 31 Tahun 2023 terhadap Social Commerce Tiktok Shop. Innovative: Journal of Social Science Research, 3, 5087-5100.

Saktiawan, B., Permatasari, H. I., & Wulandari, T. R. (2023). The influence of brand image on purchase intention in social commerce TikTok shop: The role of trust. Sebelas Maret Business Review, 8(1), 10. https://doi.org/10.20961/smbr.v8i1.75851

Sarkis-Onofre, R., Catalá-López, F., Aromataris, E., & Lockwood, C. (2021). How to properly use the PRISMA Statement. Systematic Reviews, 10(1). https://doi.org/10.1186/s13643-021-01671-z

Scells, H., Zuccon, G., & Koopman, B. (2021). A comparison of automatic Boolean query formulation for systematic reviews. Information Retrieval Journal, 24(1), 3-28. https://doi.org/10.1007/s10791-020-09381-1

Schmeckpeper, K., Roberts, S., Ouellet, M., Malencia, M., Jain, D., Gosrich, W., & Bromberg, V. (2021). Algorithm transparency through the Fair Credit Reporting Act (FCRA). Journal of Science Policy & Governance, 18(4). https://doi.org/10.38126/jspg180415

Setyadi, B., Helmi, S., & Santoso, A. (2024). Unraveling the influence of product advertising on consumer buying interest: Exploring product knowledge, product quality, and mediation effects. Cogent Business and Management, 11(1). https://doi.org/10.1080/23311975.2024.2349253

Sharabati, A. A. A., Ali, A. A. A., Allahham, M. I., Hussein, A. A., Alheet, A. F., & Mohammad, A. S. (2024). The impact of digital marketing on the performance of SMEs: An analytical study in light of modern digital transformations. Sustainability (Switzerland), 16(19). https://doi.org/10.3390/su16198667

Sharma, A. P. (2021). Consumers’ purchase behaviour and green marketing: A synthesis, review and agenda. International Journal of Consumer Studies, 45(6), 1217-1238. https://doi.org/10.1111/ijcs.12722

Shen, B., Tan, W., Guo, J., Zhao, L., & Qin, P. (2021). How to promote user purchase in metaverse? A systematic literature review on consumer behavior research and virtual commerce application design. Applied Sciences (Switzerland), 11(23), 1-29. https://doi.org/10.3390/app112311087

Shin, D., Lim, J. S., Ahmad, N., & Ibahrine, M. (2024). Understanding user sensemaking in fairness and transparency in algorithms: Algorithmic sensemaking in over-the-top platform. AI and Society, 39(2), 477-490. https://doi.org/10.1007/s00146-022-01525-9

Siagian, A. O., Martiwi, R., & Indra, N. (2020). Kemajuan Pemasaran Produk Dalam Memanfaatkan Media Sosial Di Era Digital. Jurnal Pemasaran Kompetitif, 3(3). https://doi.org/10.32493/jpkpk.v3i3.4497

Siradhana, N. K., & Arora, R. G. (2024). Examining the influence of artificial intelligence implementation in HRM practices using T-O-E model. Vision. https://doi.org/10.1177/09722629241231458

Skwara, F. (2023). Effects of mental accounting on purchase decision processes: A systematic review and research agenda. Journal of Consumer Behaviour, 22(5), 1265-1281. https://doi.org/10.1002/cb.2193

Sohn, Y. S., & Ko, M. T. (2021). The impact of planned vs. unplanned purchases on subsequent purchase decision making in sequential buying situations. Journal of Retailing and Consumer Services, 59, 102419. https://doi.org/10.1016/j.jretconser.2020.102419

Song, H. J., Ruan, W. J., & Jeon, Y. J. J. (2021). An integrated approach to the purchase decision making process of food-delivery apps: Focusing on the TAM and AIDA models. International Journal of Hospitality Management, 95, 102943. https://doi.org/10.1016/j.ijhm.2021.102943

Sriviboon, C., Bousri, A., & Santaweesuk, W. (2024). Impact of perceived price, appearance, and brand attachment on future purchase intentions: A case study of OTOP and SME products in Thailand. International Journal of Advanced and Applied Sciences, 11(12), 155-161. https://doi.org/10.21833/ijaas.2024.12.017

Subramaniam, R., Palakeel, P., Arunmozhi, M., Sridharan, M., & Marimuthu, U. (2024). Factors driving business intelligence adoption: An extended technology-organization-environment framework. Indonesian Journal of Electrical Engineering and Computer Science, 34(3), 1893-1903. https://doi.org/10.11591/ijeecs.v34.i3.pp1893-1903

Sulistyowati, T. (2024). Trends and patterns in online purchase decision research a literature review and bibliometric analysis. ECOBISMA (Jurnal Ekonomi, Bisnis dan Manajemen), 11(2), 1-11.

Tan, G. M., & Tai, P. H. (2024). Digital globalization, privacy, and data governance. Science of Law, 2024(1), 43-55.

Tandy, J., & Sari, R. (2023, February). Instagram vs TikTok: Which engage best for consumer brand engagement for social commerce and purchase intention?. In 2023 International Conference on Computer Science, Information Technology and Engineering (ICCoSITE) (pp. 557-561). https://doi.org/10.1109/ICCoSITE57641.2023.10127760

Tang, Y., & Ning, X. (2023). Understanding user misrepresentation behavior on social apps: The perspective of privacy calculus theory. Decision Support Systems, 165, 113881. https://doi.org/10.1016/j.dss.2022.113881

Thesia, F. A. B., & Aruan, D. T. H. (2023). The effect of social presence on the trust and repurchase of social commerce Tiktok shop users. Journal of Social Research, 2(10), 3776-3785. https://doi.org/10.55324/josr.v2i10.1471

Thomas, A., & Gupta, V. (2021). Social capital theory, social exchange theory, social cognitive theory, financial literacy, and the role of knowledge sharing as a moderator in enhancing financial well-being: From Bibliometric Analysis to a conceptual framework model. Frontiers in Psychology, 12, 1-16. https://doi.org/10.3389/fpsyg.2021.664638

Uuskoski, M., Kärkkäinen, H., & Menon, K. (2020, July). Rapid sales growth mechanisms and profitability for investment product manufacturing SMEs through pay-per-X business models. In F. Nyffenegger, J. Ríos, L. Rivest, & A. Bouras (Eds.), IFIP International Conference on Product Lifecycle Management (pp. 402-415). https://doi.org/10.1007/978-3-030-62807-9_32

Valdés, R. (2024). A comparative analysis of ethnic networks and internationalization of Latin American Agri-SMEs: The case of Argentina, Brazil, and Chile. Agriculture (Switzerland), 14(11). https://doi.org/10.3390/agriculture14111918

Virgananda, M. A., Budi, I., Kamrozi, & Suryono, R. R. (2023). Purchase intention and sentiment analysis on Twitter related to social commerce. International Journal of Advanced Computer Science and Applications, 14(7), 543-550. https://doi.org/10.14569/IJACSA.2023.0140760

Wang, Y., & (William) Feng, D. (2022). Identity performance and self-branding in social commerce: A multimodal content analysis of Chinese wanghong women’s video-sharing practice on TikTok. Discourse, Context and Media, 50, 100652. https://doi.org/10.1016/j.dcm.2022.100652

Wickens, C. D., & Carswell, C. M. (2021). Information processing. In Handbook of human factors and ergonomics (pp. 114-158). https://doi.org/10.1002/9781119636113.ch5

Widodo, M. S. (2024). Exploring consumers’ impulse buying behavior on social commerce platforms: The role of fear of missing out (A study on Tiktok livestream-selling). In 20th International Symposium on Management (INSYMA 2023) (pp. 377-384). https://doi.org/10.2991/978-94-6463-244-6_56

Wistedt, U. (2024). Consumer purchase intention toward POI-retailers in cross-border E-commerce: An integration of technology acceptance model and commitment-trust theory. Journal of Retailing and Consumer Services, 81. https://doi.org/10.1016/j.jretconser.2024.104015

Wu, M., Andreev, P., Benyoucef, M., & Hood, D. (2024). Unlocking B2B buyer intentions to purchase: Conceptualizing and validating inside sales purchases. Decision Support Systems, 179, 114165. https://doi.org/10.1016/j.dss.2023.114165

Wu, Y. (2023). Data governance and human rights: An algorithm discrimination literature review and bibliometric analysis. Journal of Humanities, Arts and Social Science, 7(1), 128-154. https://doi.org/10.26855/jhass.2023.01.018

Yoesoep, E. R. (2022). Social media marketing mediated changes in consumer behavior from E-commerce to social commerce. International Journal of Economics and Management Research, 1(3), 227-242. https://doi.org/10.55606/ijemr.v1i3.152

Zamil, A. M. A., Adwan, A. Al., & Areiqat, A. Y. (2021). Buying intentions factors and growing S-commerce in Kingdom of Saudi Arabia (KSA). Academy of Accounting and Financial Studies Journal, 25(Special Issue 2), 1-17.

Zerilli, J., Bhatt, U., & Weller, A. (2022). How transparency modulates trust in artificial intelligence. Patterns, 3(4), 100455. https://doi.org/10.1016/j.patter.2022.100455

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2025-08-11

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