In: Statistics and Probability
PROBLEM #2: (Multiple Choice) Choose the correct answer. Suppose the systolic blood pressure is roughly a linear function of the urinary sodium content and the slope is β1. For the test H0: vs. β1 = 0 vs Ha: vs. β1 > 0
you reject the H0. Which of the following statements
is true.
⑴ You can not make a Type I error.
⑵ You can not make a right decision.
⑶ You can not make a Type II error.
⑷ None of the above.
Answer: ⑴ You can not make a Type I error.
The null and alternative hypotheses for a hypotheses test about the slope are :
H0 :
β1 = 0
Ha : β1 > 0.
This can be used to test whether or not systolic blood pressure and urinary sodium content are linearly related. The slope β1, directly tells us about the link between the mean systolic blood pressure and urinary sodium content. When the true population slope does not equal 0, the variables systolic blood pressure and urinary sodium content are linearly related. When the slope is 0, there is not a linear relationship because the mean systolic blood pressure does not change when the value of urinary sodium content is changed.
As it is given that the systolic blood pressure is roughly a linear function of the urinary sodium content with slope is β1 , by rejecting null hypothesis we are making a correct decision. So there are no chance of making type I error, as type I error is only made when null hypothesis is true and we are rejecting it.