Question:

To study the effect of $X_1$ and $X_2$ on Y, the following regression model is estimated using a large sample:
$ Y = a + \beta_1 X_1 + \beta_2X_2 + ∈ $
The OLS estimates and standard errors are presented below:
$a$$\beta_1$$\beta_2$
Estimates2.30.391.8
Standard errors1.150.131


Given the above information, which of the following is CORRECT?

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Updated On: Oct 1, 2024
  • $a$ is statistically significant at 1% level, $\beta_1$ is statistically significant at 5% level, and $\beta_2$ is statistically significant at 10% level
  • $a$ is statistically significant at 1% level, $\beta_1$ is statistically significant at 10% level, and $\beta_2$ is statistically significant at 5% level
  • $a$ is statistically significant at 5% level, $\beta _1$ is statistically significant at 1% level, and $\beta _2$ is statistically significant at 10% level
  • $a$ is statistically significant at 5% level, $\beta_1$ is statistically significant at 10% level, and $\beta_2$ is statistically significant at 5% level
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The Correct Option is C

Solution and Explanation

The correct answer is (C): $a$ is statistically significant at 5% level, $\beta _1$ is statistically significant at 1% level, and $\beta _2$ is statistically significant at 10% level
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