Review Analytics for Beginners: Understanding Customer Feedback Patterns

Good analytics answer three questions

1. what is changing
2. why it is changing
3. what we should do next

If your review analytics stop at charts, you still have work to do.

The metrics that matter most

1. rating trend and review volume
2. topic and sentiment patterns
3. response coverage, source, and speed
4. campaign sends, reminders, clicks, feedback, and matched reviews
5. location-level differences if you operate more than one site

Use analytics to prioritise

The point of analytics is not to admire the dashboard. It is to decide what to fix first, where to coach the team, which campaigns are working, and whether recent changes actually moved the needle.