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. 0.005 — ConceptIn hypothesis testing, the significance level α is the maximum probability of a Type I error that the researcher accepts before examining the data. The…
- A.
0.005
- B.
0.02
- C.
0.99
- 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
Here, α = 1% = 0.01.
Compare each offered p-value with 0.01: only 0.005 is smaller than 0.01.
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.