Online customer ratings, interactive live streaming sessions, and consumer text reviews directly shape buying behavior in modern social commerce environments
The Evolving Landscape of Social Commerce
Digital commerce has transitioned from basic e-commerce transactions into interactive social commerce environments where social interaction, content creation, and shopping merge within a single platform
Because online shoppers cannot physically inspect or try on apparel items prior to payment, digital information cues are critical for reducing purchase uncertainty
Research Methodology
The research team at IBM ASMI used a quantitative associative research design to evaluate the relationship between three digital information features and consumer purchasing decisions
Data collection occurred via online questionnaires using a 5-point Likert scale
Key Statistical Findings
The empirical results show that all three independent variables—online reviews, ratings, and live streaming—exert a statistically significant positive effect on purchase decisions for 3Second products on TikTok Shop
- Numerical Ratings ($B = 0.421, p = 0.013$): Numerical ratings generated the highest regression coefficient among the variables tested
. Aggregated star ratings serve as quick visual signals that allow consumers to evaluate product quality rapidly when comparing multiple fashion items . - Live Streaming ($B = 0.348, p = 0.003$): Live streaming recorded the strongest statistical test value ($t = 3.101$) and the lowest p-value
. Real-time product demonstrations and direct host interactions provide visual clarity that addresses remaining product doubts . - Online Reviews ($B = 0.329, p = 0.038$): Written reviews from prior buyers significantly assist product evaluation by providing detailed accounts of actual customer experiences, though their relative impact was lower than ratings and live broadcasts
. - Simultaneous Impact ($F = 32.805, p < 0.001$): The complete linear model explained 63.7% of the variation in consumer purchase decisions ($R^2 = 0.637$), proving that these three digital features work collectively to drive transactions
.
Real-World Impact and Business Implications
The findings provide practical guidance for fashion brands, online retailers, and digital marketers operating on social commerce platforms like TikTok Shop
To maximize sales conversions, retailers should actively encourage post-purchase feedback to build a rich repository of detailed customer reviews
"Online reviews provide experiential information, ratings offer aggregated evaluations, and live streaming provides interactive product information. These features complement one another to support consumer purchase decisions."
— Muhammad Kasyfi Fadli, Institut Bisnis dan Multimedia Asmi
Author Profile
Muhammad Kasyfi Fadli, S.M. is a researcher and academic affiliate at Institut Bisnis dan Multimedia Asmi (IBM ASMI) specializing in digital marketing, consumer behavior, and social commerce dynamics
Source Information
Article Title: The Effects of Online Reviews, Ratings, and Live Streaming on Purchase Decisions: Evidence from 3Second Consumers on TikTok ShopJournal Name: Jurnal Multidisplin Madani (MUDIMA)
Publication Year: 2026 (Vol. 6, No. 8, pp. 1154–1160)
Official DOI:
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