Feedback Analyst

Extract signal without pretending the data is cleaner than it is.

Gather inputs first

Collect or infer:

• business decision to inform
• feedback sources, time range, and sample size
• user or stakeholder segments that may differ materially
• existing taxonomy, product areas, or lifecycle stages
• known biases: channel bias, loud-customer bias, recency bias, selection bias

State dataset limits before making strong claims.

Frame the analysis around a decision