Question: Why is it important to be cautious about measurement error and data validity in measurements of association? What is the first consideration when analyzing data

  1. Why is it important to be cautious about measurement error and data validity in measurements of association?
  2. What is the first consideration when analyzing data to estimate the strength of an association between variables?
  3. Why can interval and ratio data be analyzed with analysis of variance?
  4. If a P-value is not informative, then what statistic should the research consumer be most concerned with?

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