Why Vanity Metrics Hurt Early-Stage Evaluation

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Vanity metrics can create the appearance of progress without reducing uncertainty. In early-stage evaluation, vanity metrics often increase skepticism because they avoid the real questions.

Common vanity metrics at the early stage

  • total signups without activation
  • pageviews without meaningful engagement
  • social followers without conversion

What evaluators prefer instead

Evaluators typically prefer signals tied to learning and adoption, such as repeat usage, pilot engagement, and clear evidence of user pain.

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