Which of the following p-values would signify that a sample correlation…

2023

Which of the following p-values would signify that a sample correlation coefficient is significant at 1% level of significance?

Answer: A. 0.005ConceptIn hypothesis testing, the significance level α is the maximum probability of a Type I error that the researcher accepts before examining the data. The…

  1. A.

    0.005

  2. B.

    0.02

  3. C.

    0.99

  4. D.

    0.95

Show answer & explanation

Correct answer: A

Concept

In hypothesis testing, the significance level α is the maximum probability of a Type I error that the researcher accepts before examining the data.

The p-value measures how unusual the observed result, or a more extreme result, would be if the null hypothesis were true. A result is statistically significant when p < α.

Application

  1. Here, α = 1% = 0.01.

  2. Compare each offered p-value with 0.01: only 0.005 is smaller than 0.01.

  3. Therefore, the sample correlation coefficient is significant at the 1% level for p = 0.005.

Contrast and cross-check

  • 0.02 represents 2%, which is above the 1% threshold.

  • 0.99 represents 99%, which is far above the 1% threshold.

  • 0.95 represents 95%, which is also far above the 1% threshold.

Cross-check: 0.005 ÷ 0.01 = 0.5 < 1, confirming that 0.005 lies below α. Hence, the required p-value is 0.005.

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