Early adopters often differ from the median user, creating inflated success signals. Small samples swing wildly, tempting premature conclusions. Survivorship hides quiet failures when only enthusiastic stories get retold. Counter these risks with minimum sample thresholds, error bars on charts, and deliberate outreach to non-users. Celebrate the questions that slow you down when certainty is thin, because careful pacing today prevents painful backtracking tomorrow.
Collect only what is necessary to improve guidance and outcomes. Prefer aggregated or anonymized data, and disclose clearly when feedback includes identifiable information. Offer opt-out paths without penalty. Store data with least privilege and auditable access. Document retention schedules so information does not linger longer than needed. Transparent practices build goodwill, increasing participation in surveys and experiments that ultimately sharpen the guides for everyone.
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