Build a Segment Pivot That Does Not Lie
Construct a segment comparison that avoids duplicate counting and mix-shift errors.
worked-trail before-after common-trap-callout Compare NPS between enterprise and SMB without letting high-ticket accounts dominate the result. Set the grain, aggregate to that grain, then compare segment rates or averages. Ticket-level survey rows answer "what was the average survey response across tickets," not "what is the average customer sentiment." Step 1 Define grain = one account's latest valid survey in the period. This matches the question: customer sentiment by segment. Step 2 Deduplicate ticket surveys to one row per account. The account with 44 tickets no longer contributes 44 times. Step 3 Compute NPS by segment and include denominator: Enterprise n=132,…
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