In: Statistics and Probability
Project Title : Does drinking caffeine affect students' performance on tests?
Let me make the question first, then we will dive into the hypothesis.
Question: 1 year back, a team of researchers conducted an experiment among the college going students. In that experiment they assessed whether drinking coffee has any performance on the tests they give. They found out that 53% of the students who had a habit of drinking coffee scored higher in their tests. But in recent times, a new group of researchers are not believing this result percentage. So they conducted again taking a sample of 300 students and they found that the percentage stands at 49 % Now use critical value approach to test the hypothesis at the 1 % significance level.
Answer: Here the hypothesis is H0 : p = 0.53 , H1: p < 0.53
here p is the proportion of college students.
Now the researcher conducted a survey taking a sample size of 300. so here n = 300
under the null hypothesis the Z statistics is given by:
Z = ( p1 - p ) / [{p * (1-p)} / n ] where p1 is 0.46
The calculated Z value is -2.4292
But at 1% significance level, the Z crictical is - 2.33. Hence we reject the Null hypothesis