Math Problem Statement

he Pearson correlation coefficient for a relationship between two variables from a data sample of n=9 was found to be r≈−0.676 . Is this relationship statistically significant at the α=0.05 level? Critical Values of the Pearson Correlation Coefficient n α=0.05 α=0.01 4 0.950 0.990 5 0.878 0.959 6 0.811 0.917 7 0.754 0.875 8 0.707 0.834 9 0.666 0.798 10 0.632 0.765 11 0.602 0.735 12 0.576 0.708

Solution

To determine if the relationship between the two variables is statistically significant at the α=0.05\alpha = 0.05 level, we need to compare the absolute value of the Pearson correlation coefficient r|r| with the critical value for n=9n = 9.

Given:

  • Sample size n=9n = 9
  • Pearson correlation coefficient r0.676r \approx -0.676
  • Critical value for n=9n = 9 at α=0.05\alpha = 0.05 is 0.6660.666

The absolute value of rr is r=0.676|r| = 0.676.

Since 0.6760.676 is greater than the critical value 0.6660.666 at the α=0.05\alpha = 0.05 level, the correlation coefficient is statistically significant.

Therefore, the relationship between the two variables is statistically significant at the α=0.05\alpha = 0.05 level.

Would you like more details or have any questions?

Here are 5 questions you might ask:

  1. How is the Pearson correlation coefficient calculated?
  2. What does it mean for a correlation to be statistically significant?
  3. Can the Pearson correlation coefficient be used for non-linear relationships?
  4. How do different sample sizes affect the critical values of the Pearson correlation coefficient?
  5. What are some limitations of using the Pearson correlation coefficient?

Tip: The closer the absolute value of the Pearson correlation coefficient is to 1, the stronger the linear relationship between the variables.

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Math Problem Analysis

Mathematical Concepts

Statistics
Pearson correlation coefficient
Statistical significance

Formulas

Pearson correlation coefficient formula

Theorems

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Suitable Grade Level

Advanced College