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Ecosystem Response. In the online paper "Changes in Lake Ice: Ecosystem Response to Global Change" (Teaching Issues and Experiments in Enology, time. echoed net, Vol, 3), R. Bohanan et al. questioned whether there is evidence for global warming in long-term data on changes in dates of ice cover in three Wisconsin Lakes. The following table gives data, for a sample of eight years, on the number of days that ice stayed on two lakes in Madison. Wisconsin-Lak Mendota and Lake Monona.

a. Obtain a normal probability plot and boxplot of the paired differences.

b. Based on your results from part (a), is performing a paired t-test.

c. At the 10ra significance level, do the data provide sufficient evidence to conclude that a difference exists in the mean length of time that ice stays on these two lakes?

Short Answer

Expert verified

a) The graphs can be obtained using software like Minitab. There are no outliers.

b) Yes

c) There is sufficient proof that a difference exists in the mean length of time that ice stays on the two lakes.

Step by step solution

01

Part (a) Step 1: Given Information

n= Sample Size=8

c=Confidence level =90%=0.90

02

Part(b) Step 2: Explanation

Here, the difference among each pair of values is needed to calculate as follows,

Normal Probability plot

Box-plot

03

Part(b) Step 1: Given Information

To calculate on the basis of results from part (a), t-procedures are justifiable to use or not.

04

Part(b) Step 2: Explanation

If the model in the normal probability plot is roughly linear, the population is said to have a normal distribution.

However, because the resulting graph does not show a strong curvature or outliers, it is safe to assume that the data came from a normal population. As a result, the t-procedure can be used on the given data.

05

Part(c) Step 1: Given Information

To conclude at 10%significance level, do the data provide sufficient evidence to conclude that a difference exists in the mean length of time that ice stays on the two lakes.

The mean of males is different from the mean of females.

This claim could be either a null hypothesis or an alternate hypothesis.

H0:μd=0

Hα:μd≠0

06

Part(c) Step 2: Explanation

d¯=Sample Mean=12+7+1+0-11+0-11+0+6-48≈1.375

Sd= Sample standard deviation

=(12-1375)2+…+(-4-1.375)28-1≈7.09

Determine the critical value usingdf=n-1=8-1=7

Determine the test statistic as follows:

t=d¯-μdsdn=1.375-07.098≈0.549

The null hypothesis is rejected if the P-value is less than the significance level.

Because the P-value exceeds the significance level, the answer fails to reject the null hypothesis.

There is insufficient evidence to conclude that there is a difference in the average length of time that ice remains on the two lakes.

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Most popular questions from this chapter

The formula for the pooled variance, sp2, is given on page 407 Show that, if the sample sizes, n1 and n2, are equal, then sp2 is th mean of s12 and s22.

The intent is to employ the sample data to perform a hypothesis test to compare the means of the two populations from which the data were obtained. In each case, decide which of the procedures should be applied.

Paired: n=18.

Acute Postoperative Days. Refer to Example 10.6(page 420). The researchers also obtained the following data on the number of acute postoperative days in the hospital using the dynamic and static systems.

At the 5%significance level, do the data provide sufficient evidence to conclude that the mean number of acute postoperative days in the hospital is smaller with the dynamic system than with the static system? (Note: x_{1}=7.36,s_{1}=1.22,x_{2}=10.50and s_{2}=4.59.)

In each of Exercises 10.75-10.80, we have provided summary statistics for independent simple random samples from two populations. In each case, use the non pooled t-test and the non pooled t-interval procedure to conduct the required hypothesis test and obtain the specified confidence interval,

x¯1=20,s1=4,n1=10,x¯2=23,s2=5,n2=15.

a. Left-tailed test, α=0.05.

b. 90%confidence interval.

Suppose that you want to perform a hypothesis test to compare the means of two populations, using a paired sample. For each part, decide whether you would use the pairedt -test, the paired Wilcoxon signed-rank test, or neither of these tests if preliminary data analyses of the sample of paired differences suggest that the distribution of the paired-difference variable is

a. approximately normal.

b. highly skewed; the sample size is 20.

c. symmetric bimodal.

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