
Financial Risk Manager Part 1
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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._
Explanation:
Explanation
To test whether the regression coefficient β is significantly different from zero, we use a t-test:
Given:
- S_xx = 12.0
- S_xy = 8.0
- n = 18
- Standard error of β = 0.16
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:
- t_critical ≈ 2.921
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._