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Test Statistic for Regression Slope
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A researcher wants to test whether there is a significant linear relationship between hours spent studying (x) and exam scores (y). The regression analysis yields β̂ = 2.5, SE(β̂) = 0.8, and n = 25. What is the appropriate test statistic for determining if there is a significant linear relationship?

A

t = 2.5/0.8 = 3.125

B

z = 2.5/0.8 = 3.125

C

F = (2.5/0.8)² = 9.77

D

χ² = 25(2.5/0.8)² = 244.14

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