
Explanation:
To determine if the slope coefficient is significantly different from zero, we perform a t-test.
1. Calculate the test statistic: The test statistic () is calculated as:
2. Determine the critical value: The sample size () is 2 years of monthly returns, so . The degrees of freedom for a simple linear regression are . For a two-tailed test at a 5% level of significance (), the critical t-value for is approximately 2.074.
3. Conclusion: Since the calculated test statistic (2.12) is greater than the critical value (2.074), we reject the null hypothesis. We conclude that the slope coefficient is significantly different from zero.
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Q.1 An analyst performs a regression of a stock’s return on the overall market return using a sample of 2 years of monthly returns. He estimates the slope coefficient to be 0.55 with a standard error of 0.26. The analyst then performs a hypothesis test at a 5% level of significance to determine if the slope coefficient is significantly different from zero. Which of the following correctly describes the test statistic and result of this test?
A
The test statistic is 2.12, and the null hypothesis is rejected to conclude that the slope coefficient is different from zero
B
The test is 2.12, and the null hypothesis cannot be rejected to conclude that the slope coefficient is different from zero
C
The test is 0.47, and the null hypothesis cannot be rejected to conclude that the slope coefficient is different from zero
D
The test is 0.47, and the null hypothesis is rejected to conclude that the slope coefficient is different from zero
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