Do products where we respond to negative reviews within 48 hours see subsequent average ratings improve by at least 0.3 stars over the next 30 days?
Measure whether engaging with negative reviews improves future review sentiment and average ratings.
Metrics & KPIs
Required Data
Data Sources
Works with tools like
How Bruin answers this
Bruin AI Data Analyst
Do products where we respond to negative reviews within 48 hours see subsequent average ratings improve by at least 0.3 stars over the next 30 days?
Bruin connects to your Reviews/UGC, E-commerce Platform and runs the analysis automatically.
It tracks Average rating change, response rate, time to response and delivers the answer in seconds, in Slack, Discord, Teams, Google Chat, WhatsApp, Telegram, email, or your browser.
Related use cases
High Return Rate Categories
Which product categories have return rates above 20% and what are the top 3 return reasons?
Customer ExperiencePost-Purchase Support Ticket Surge
Has the number of 'where is my order' support tickets increased by more than 20% compared to the same period last month?
Customer ExperienceNPS Score Trend by Channel
Has our NPS score dropped below 40 on any sales channel in the last 3 months, and which channel showed the steepest decline?
Bruin for e-commerce
Use cases across every team in your e-commerce business, from conversion funnels to inventory, marketing to customer lifetime value. One AI that speaks your data.
Get this answer in seconds
Connect your data, ask the question, get the answer. No SQL needed.