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Test Statistic for Regression Slope

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A researcher is testing for a significant linear relationship between hours spent studying (x) and exam scores (y). A regression analysis using a sample of size n = 25 yields an estimated slope β̂ = 2.5 with a standard error SE(β̂) = 0.8. What is the appropriate test statistic for this significance test?

A

t = 2.5/0.8 = 3.125

B

z = 2.5/0.8 = 3.125

C

χ² = 25(2.5/0.8)² = 244.14

D

F = (2.5/0.8)² = 9.77

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