Which of these statements is correct ?

Correct answer: D. causation cannot be inferred directly from correlation

  • A. causes and correlations are essentially the same
  • B. correlations always lead to causal explanations
  • C. correlations are one-way causal relationships
  • D. causation cannot be inferred directly from correlation

Explanation

Correlation shows that two variables vary together, but it does not establish that one causes the other. A third factor or reverse direction may explain the relationship, so causal inference requires additional evidence.

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