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鈥淚 can鈥檛 get through my day without coffee鈥 is a common statement from many students. Assumed benefits include keeping students awake during lectures and making them more alert for exams and tests. Students in a statistics class designed an experiment to measure memory retention with and without drinking a cup of coffee one hour before a test. This experiment took place on two different days in the same week (Monday and Wednesday). Ten students were used. Each student received no coffee or one cup of coffee, one hour before the test on a particular day. The test consisted of a series of words flashed on a screen, after which the student had to write down as many of the words as possible. On the other day, each student received a different amount of coffee (none or one cup). (a) One of the researchers suggested that all the subjects in the experiment drink no coffee before Monday鈥檚 test and one cup of coffee before Wednesday鈥檚 test. Explain to the researcher why this is a bad idea and suggest a better method of deciding when each subject receives the two treatments.

(b) The data from the experiment are provided in the table below. Set up and carry out an appropriate test to determine whether there is convincing evidence that drinking coffee improves memory.

Short Answer

Expert verified

a). Students are likely to perform better on Wednesday's test than on Monday's test due to experience.

b). There is sufficient evidence to support the claim that drinking coffee improves memory.

Step by step solution

01

Part (a) Step 1: Given Information

02

Part (a) Step 2: Explanation

Students are likely to perform better on Wednesday's test than on Monday's test due to experience and thus it would be better to randomly assign each student to drink coffee before the test either on Monday or on Wednesday.

03

Part (b) Step 1: Given Information

04

Part (b) Step 2: Explanation 

Determine the difference in the score for each student:

05

Part (b) Step 3: Calculate the mean and standard deviation

The mean is the sum of all values divided by the number of values:

x=-1-1-1+0-1-2-2+0+0-210

=-1

nis the number of values in the data set.

The variance is the sum of squared deviations from the mean divided by n-1:

localid="1650365466814" s2=(-1-(-1))2+.+(-2-(-1))210-1

0.6

The standard deviation is the square root of the variance:

localid="1650365483106" s=0.6

0.8165

06

Part (b) Step 4: Compute the test statistics

H0:=0

Ha:<0

Determine the value of the test statistic:

localid="1650365512177" t=x-0s/n

=-1-00.8165/10

=-3.873

The P-value is the probability of obtaining the value of the test statistic, or a value more extreme. The P-value is the number (or interval) in the column title of Table B containing the t-value in the row localid="1650365551205" n-1=10-1

=9 :

0.001<P<0.0025

If the P-value is smaller than the significance level, then the null hypothesis is rejected.

P<0.05=5%RejectH0

There is sufficient evidence to support the claim that drinking coffee improves memory.

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Most popular questions from this chapter

Stating hypotheses State the appropriate null and alternative hypotheses in each of the following cases.

(a) The average height of 18-year-old American women is 64.2inches. You wonder whether the mean height of this year's female graduates from a large local high school (over 3000students) differs from the national average. You measure an SRS of 48female graduates and find that X=63.1inches.

(b) Mr. Starnes believes that less than 75%of the students at his school completed their math homework last night. The math teachers inspect the homework assignments from a random sample of students at the school to help Mr. Starnes test his claim.

- Check conditions for carrying out a test about a population proportion or mean.

- Interpret P-values in context.

The reason we use tprocedures instead of zprocedures when carrying out a test about a population mean is that

(a) zcan be used only for large samples.

(b)zrequires that you know the population standard deviation .

(c) zrequires you to regard your data as an SRS from the population.

(d) zapplies only if the population distribution is perfectly Normal.

(e) zcan be used only for confidence intervals.

Power A drug manufacturer claims that fewer than 10% of patients who take its new drug for treating Alzheimer's disease will experience nausea. To test this claim, a significance test is carried out of

H0:p=0.10Ha:p<0.10

You learn that the power of this test at the 5 % significance level against the alternative p=0.08 is 0.64.

(a) Explain in simple language what "power =0.64" means in this setting.

(b) You could get higher power against the same alternative with the same by changing the number of measurements you make. Should you make more measurements or fewer to increase power? Explain.

(c) If you decide to use =0.01in place of =0.05, with no other changes in the test, will the power increase or decrease? Justify your answer.

(d) If you shift your interest to the alternative p= 0.07 with no other changes, will the power increase or decrease? Justify your answer.

A college professor suspects that students at his school are getting less than 8 hours of sleep a night, on average. To test his belief, the professor asks a random sample of 28 students, 鈥淗ow much sleep did you get last night?鈥 Here are the data (in hours): 96868866.56794345611636610784.5977

Do these data provide convincing evidence in support of the professor鈥檚 suspicion? Carry out a significance test at the a=0.05level to help answer this question.

The most important condition for sound conclusions from statistical inference is that

(a) the data come from a well-designed random sample or randomized experiment

(b) the population distribution be exactly Normal.

(c) the data contain no outliers.

(d) the sample size be no more than 10%of the population size.

(c) the sample size be at least 30.

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