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A linear regression model gave the following results:
Test (at 1% significance) whether is significantly different from zero, given that its standard error = 0.16 and give the value of the test statistic and the conclusion._
A
0.667, is not significantly different from zero
B
0.4169, is not significantly different from zero
C
0.667, is significantly different from zero
D
4.169, is significantly different from zero
Explanation:
To test whether the regression coefficient β is significantly different from zero, we use a t-test:
Given:
Step 1: Calculate the slope coefficient β
Step 2: Calculate the test statistic
Step 3: Determine critical value For a two-tailed test at 1% significance level with n-2 = 16 degrees of freedom:
Step 4: Make conclusion Since |t| = 4.169 > 2.921, we reject the null hypothesis H₀: β = 0.
Conclusion: β is significantly different from zero at the 1% significance level.
The correct answer is D: 4.169, β is significantly different from zero._