TikTok (Google Play) Review Analysis

App: com.zhiliaoapp.musically · Source: Google Play · Window: 2025-09-01 → 2026-03-31
Peak Reviews (Month)
2025-10: 19,592
Highest monthly review volume in the selected window.
Rating Drift
-0.10 (-2.6%)
Avg rating moved from 3.82 in 2025-09 to 3.72 in 2026-03.
Low-rating Spike (≤2★ share)
2026-01: 38.6%
Month where the proportion of ≤2★ reviews is highest.
Dominant Low-rating Language
en
Top low-rating terms: good, account, bad, please, don, now, even, nice
Reviews
99853
Avg rating
3.68
Median rating
5
Low-rating (≤2★)
30152
30.2%
Languages
51
Reviews/day
549

Weekly Volume & Rating Trend

Rating Distribution (Monthly)

Daily Volume (with 7-day average)

Top Languages

Monthly Growth Trajectory

Semantic Visualization: Word Cloud

TF-IDF prioritized keywords from low-rating reviews (≤2★), with stop-word + high-frequency term filtering.
Word cloud

Negative Review Reasons (Focused Months)

Summarized from low-rating reviews (≤2★) for October 2025 and January 2026.

October 2025

Low-rating count: 5,243

Share of month: 26.8%

Likely reasons: good, account, bad, please, nice, don, now, tok

January 2026

Low-rating count: 6,874

Share of month: 38.6%

Likely reasons: account, good, now, bad, new, please, even, don