Decide whether to act, validate, or redesign when a survey score moves on weak response quality.
SIGNAL QUALITY NPS rose five points, but response rate was very low and responses were concentrated after one high-touch event. What is the strongest response? Treat the movement as directional, inspect segment and verbatim context, and improve sample design before making broad claims. Strong move. It uses the signal without overstating what the evidence can support. Celebrate the jump publicly because positive momentum matters more than methodological caution. Weaker move. It converts fragile evidence into a company narrative that may later collapse. Ignore the result entirely because any low-response survey is useless by definition. Weaker move. Low-quality data may still…
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