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The slope coefficient. If the 10% critical value for the t-test is 1.70, what is the likely value of the p-value corresponding to your slope coefficient if you wanted to test whether the slope is different from 0?
A
0.0132
B
0.0164
C
0.0192
D
0.0186
Explanation:
This is a two-tailed hypothesis test for whether the slope coefficient is different from zero. The critical t-value for a 10% significance level (two-tailed) is given as 1.70.
From the confidence interval information provided:
Using the lower bound of the confidence interval formula: β̂ - Cₜ × SEE_β̂ = 0.30 Where Cₜ = 1.70 (critical value)
Solving for the standard error: 0.95 - 1.70 × SEE_β̂ = 0.30 1.70 × SEE_β̂ = 0.95 - 0.30 = 0.65 SEE_β̂ = 0.65 / 1.70 = 0.3824
The t-statistic is calculated as: t = β̂ / SEE_β̂ = 0.95 / 0.3824 ≈ 2.484
For a two-tailed test, the p-value is: p-value = 2 × P(T > |t|) = 2 × P(T > 2.484)
Looking up 2.484 in the t-distribution table (with appropriate degrees of freedom, though not specified, but typically large enough for normal approximation): P(T > 2.484) ≈ 0.0066
Thus, p-value = 2 × 0.0066 = 0.0132
This matches option A. The calculation shows that with a t-statistic of approximately 2.484, the p-value would be around 0.0132, which is less than 0.05 but greater than 0.01, indicating statistical significance at the 5% level but not at the 1% level.