The limitation of this paper mainly lies in the lack
of data and sample statistics. Future research will
focus more on the collection and analysis of the data
itself, specific analysis of what kind of data to make
and what kind of decisions, and how to influence
brands and consumers. Despite the limitations of the
current research, it is hoped that this article will
contribute to the data-driven and positioning theory
of better brands.
REFERENCES
Aaker, D. (2015). Why Uniqlo Is Winning. Marketing
News, 49(1), 24.
Ameyibor, L. E. K., Anabila, P., & Saini, Y. K. (2022).
Brand positioning and business performance of
alcoholic beverage firms in an emerging market
context: the mediation effect of brand equity.
International Journal of Wine Business Research,
34(1), 133–154.
Arindaputri, N. B., & Santoso, S. (2023). Analysis of the
influence of digital marketing, brand image, and price
perception on purchase intention and brand loyalty in
Uniqlo apparel products. International Journal of
Research in Business and Social Science, 12(4), 57–65.
Casidy, R., & Lie, D. S. (2023). The effects of B2B
sustainable brand positioning on relationship outcomes.
Industrial Marketing Management, 109, 245–256.
Cristofaro, M., Giardino, P. L., & Barboni, L. (2025).
Growth hacking: A scientific approach for data-driven
decision making. Journal of Business Research, 186,
115030.
Goestiawan, G., & Anastasia, N. (2025). The green effect:
how brand positioning fuels sustainable purchasing.
Property Management, 43(2), 305–321.
Hadi, R., Melumad, S., & Park, E. S. (2024). The
Metaverse: A new digital frontier for consumer
behavior. Journal of Consumer Psychology, 34(1),
142–166.
Harrell, A. (2024). Clothing With a Conscience: Uniqlo
Stays True to Japanese Roots. WWD, 22–22.
Iyer, P., Rokonuzzaman, M., Paswan, A., & Alhidari, A.
(2023). B2B brand positioning – A capability
(exploration x exploitation) based typology: Cases from
the Middle East. Industrial Marketing Management,
108, 178–189. h
Jukka Kääriäinen, Leila Saari, Maarit Tihinen, Sari
Perätalo, & Timo Koivumäki. (2023). Supporting the
digital transformation of SMEs — trained digital
evangelists facilitating the positioning phase
Supporting the digital transformation of SMEs —
trained digital evangelists facilitating the positioning
phase. International Journal of Information Systems
and Project Management, 11(1).
Kunst, K., & Vatrapu, R. (2019). Understanding electronic
word of behavior: conceptualization of the observable
digital traces of consumers’ behaviors. Electronic
Markets, 29(3), 323–336.
Lascity, M. E. (2022). Anti-Fashion Branding: Framing
Technology in Uniqlo and Allbirds. Fashion Theory,
26(6), 881–898.
Olsen, L. E., Meling Samuelsen, B., Pappas, I., & Warlop,
L. (2022). Broad vs narrow brand positioning: effects
on competitive brand performance. European Journal
of Marketing, 56(3), 799–816.
Shah, D., & Murthi, B. P. S. (2021). Marketing in a data-
driven digital world: Implications for the role and scope
of marketing. Journal of Business Research, 125, 772–
779.
Sleep, S., Gala, P., & Harrison, D. E. (2023). Removing
silos to enable data-driven decisions: The importance of
marketing and IT knowledge, cooperation, and
information quality. Journal of Business Research, 156,
113471.
Szukits, Á. (2022). The illusion of data-driven decision
making – The mediating effect of digital orientation and
controllers’ added value in explaining organizational
implications of advanced analytics. Journal of
Management Control, 33(3), 403–446.
Tang, Y. M., Lau, Y., & Ho, U. L. (2023). Empowering
Digital Marketing with Interactive Virtual Reality
(IVR) in Interior Design: Effects on Customer
Satisfaction and Behaviour Intention. Journal of
Theoretical and Applied Electronic Commerce
Research, 18(2), 889–907.
Xing, P., Jiang, G., Zhao, X., & Wang, M. (2023). Quality
effort strategies of video service supply chain
considering fans preference and data-driven marketing
under derived demand. Electronic Commerce Research
and Applications, 62, 101338.
Zaitsava, M., Marku, E., & Di Guardo, M. C. (2022). Is
data-driven decision-making driven only by data?
When cognition meets data. European Management
Journal, 40(5), 656–670.
Zaczkiewicz, A. (2025). In Focus: Business Insights:
Consumer Behavior: Consumer Index Reveals
Dramatic Shifts In Shopper Behavior. WWD, 25.
Zhang, Q., & Duan, Y. (2024). Digital empowerment and
export quality: The moderate effect of market
segmentation. Finance Research Letters, 63, 105334.