Minitab printout for the Temperature/Water Example:

Correlations: Temperature (F), Water Consumption (oz)
Pearson correlation of Temperature (F) and Water Consumption (oz) = 0.963

P-Value = 0.001


Interpretation

The P-value refers to the two-tailed correlation test of hypothesis.

r, rho, is the population correlation coefficient for the paired variables.

The test statistic depends on r, the sample correlation coefficient.  

The test statistic formula is     where the degrees of freedom, df = n-2 and n is the number of pairs of data.

 

The P-value is the observed significance level of the test.  If the observed significance level is less than the chosen significance level (alpha), then the researcher should reject the null hypothesis in favor of the alternative.  Otherwise, there is not enough evidence to reject the null hypothesis.

See the Correlation Terms for review and additional information about correlation coefficient hypothesis testing.

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