Bumble - Customer Review Analysis

๐—ช๐—ต๐˜† I worked on Bumble Inc.?
I chose Bumble for this analysis because:
๐Ÿญ. ๐—จ๐—ป๐—ถ๐—พ๐˜‚๐—ฒ ๐—ช๐—ผ๐—บ๐—ฒ๐—ป-๐—™๐—ถ๐—ฟ๐˜€๐˜ ๐—”๐—ฝ๐—ฝ๐—ฟ๐—ผ๐—ฎ๐—ฐ๐—ต: Bumble disrupts traditional norms by empowering women to make the first move, creating a safer space for users.
๐Ÿฎ. ๐——๐—ถ๐˜ƒ๐—ฒ๐—ฟ๐˜€๐—ฒ ๐—จ๐˜€๐—ฒ ๐—–๐—ฎ๐˜€๐—ฒ๐˜€: Bumble isnโ€™t just about datingโ€”it supports friendships (BFF) and professional networking (Bizz), making it a versatile platform.
๐Ÿฏ. ๐— ๐—ผ๐—ป๐—ฒ๐˜๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐— ๐—ผ๐—ฑ๐—ฒ๐—น: Bumbleโ€™s freemium model, premium subscriptions, and in-app purchases offer valuable insights into aligning technical features with monetization strategies.
 

๐— ๐˜† ๐—”๐—ฝ๐—ฝ๐—ฟ๐—ผ๐—ฎ๐—ฐ๐—ต
Hereโ€™s how I conducted the analysis:
๐Ÿญ. ๐—š๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐—น ๐—ฆ๐—ฒ๐—ป๐˜๐—ถ๐—บ๐—ฒ๐—ป๐˜ ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜€๐—ถ๐˜€: I analyzed Play Store reviews to gauge customer sentiment.
๐Ÿฎ. ๐—ช๐—ผ๐—ฟ๐—ฑ ๐—–๐—น๐—ผ๐˜‚๐—ฑ๐˜€: Created word clouds to identify recurring themes and the essence of user feedback.
๐Ÿฏ. ๐—จ๐˜€๐—ฒ๐—ฟ ๐—˜๐—ป๐—ด๐—ฎ๐—ด๐—ฒ๐—บ๐—ฒ๐—ป๐˜ ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜€๐—ถ๐˜€: Worked on understanding patterns of user interaction with the app.
๐Ÿฐ. ๐—–๐—ผ๐—ฟ๐—ฒ ๐—œ๐˜€๐˜€๐˜‚๐—ฒ ๐—œ๐—ฑ๐—ฒ๐—ป๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: Focused on key problems and barriers faced by customers.
๐Ÿฑ. ๐—ฃ๐—ผ๐˜€๐—ถ๐˜๐—ถ๐˜ƒ๐—ฒ & ๐—ก๐—ฒ๐—ด๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ฅ๐—ฒ๐˜ƒ๐—ถ๐—ฒ๐˜„ ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜€๐—ถ๐˜€: Summarized the top 5 positive and negative reviews to identify strengths and areas of improvement.

๐—ง๐—ต๐—ฒ ๐—ฅ๐—ฒ๐˜€๐˜‚๐—น๐˜?
With these insights, I was able to uncover key pain points and barriers users face while using Bumble

24 Nov 2024

Keywords
Kaggle
Customer Review Analysis
Sentiment Analysis
Product Management
Python