Step 1 :The null hypothesis for this test is that the proportion of subjects who experienced headaches is equal to 8%, or p = 0.08. This is represented by option C. $\mathrm{H}_{0}: \mathrm{p}=0.08$. Given the p-value of 0.9587490161, which is greater than the significance level of 0.05, we fail to reject the null hypothesis. This is because the p-value is not less than or equal to the significance level, α. Therefore, the correct answer is B. Fail to reject the null hypothesis because the P-value is greater than the significance level, α. Finally, since we failed to reject the null hypothesis, there is not sufficient evidence to support the claim that less than 8% of treated subjects experienced headaches. This is represented by option C. There is not sufficient evidence to support the claim that less than $8 \%$ of treated subjects experienced headaches.