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  • To only focus on the p-value.
  • To urgently explain that while statistically significant, the absolute increase is only 5 percentage points, which might be less impressive than the relative increase, and to frame findings transparently.
  • To ignore the absolute difference.
  • To assume all significant findings are large.
  • To accept the questionnaire as is.
  • To urgently advise that an unvalidated instrument can lead to unreliable and invalid data, compromising the study's conclusions, and to recommend using a validated tool.
  • To only focus on the sample size.
  • To assume the questionnaire is good.
  • To immediately celebrate the program's success.
  • To urgently explain that this is a misleading metric and that a proper comparison with unvaccinated individuals or a calculation of vaccine effectiveness is critically needed.
  • To ignore the unvaccinated group.
  • To assume correlation implies effectiveness.
  • To assume the correlation is accurate.
  • To urgently explain that measurement error can attenuate (reduce) the observed correlation, potentially masking a stronger true relationship.
  • To ignore the measurement error.
  • To only focus on the correlation coefficient.
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