Rothamsted Experimental Station (England) has studied wheat production since 1852. Each year, many small plots of...

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Rothamsted Experimental Station (England) has studied wheatproduction since 1852. Each year, many small plots of equal sizebut different soil/fertilizer conditions are planted with wheat. Atthe end of the growing season, the yield (in pounds) of the wheaton the plot is measured. For a random sample of years, one plotgave the following annual wheat production (in pounds).

4.294.234.143.813.873.794.094.42
3.893.874.123.094.862.905.013.39

Use a calculator to verify that, for this plot, the samplevariance is s2 ≈ 0.310.

Another random sample of years for a second plot gave the followingannual wheat production (in pounds).

3.523.913.553.553.733.724.134.01
3.594.293.783.193.843.913.664.35

Use a calculator to verify that the sample variance for thisplot is s2 ≈ 0.091.

Test the claim that the population variance of annual wheatproduction for the first plot is larger than that for the secondplot. Use a 1% level of significance.

(a) What is the level of significance?

State the null and alternate hypotheses.

Ho: σ12 =σ22; H1:σ12 >σ22Ho:σ12 >σ22; H1:σ12 =σ22    Ho:σ22 =σ12; H1:σ22 >σ12Ho:σ12 =σ22; H1:σ12 ≠σ22



(b) Find the value of the sample F statistic. (Use 2decimal places.)


What are the degrees of freedom?

dfN
dfD

What assumptions are you making about the originaldistribution?

The populations follow independent chi-square distributions. Wehave random samples from each population.The populations followindependent normal distributions. We have random samples from eachpopulation.    The populations follow dependentnormal distributions. We have random samples from eachpopulation.The populations follow independent normaldistributions.


(c) Find or estimate the P-value of the sample teststatistic. (Use 4 decimal places.)

p-value > 0.1000.050 < p-value <0.100    0.025 < p-value <0.0500.010 < p-value < 0.0250.001 <p-value < 0.010p-value < 0.001


(d) Based on your answers in parts (a) to (c), will you reject orfail to reject the null hypothesis?

At the α = 0.01 level, we reject the null hypothesisand conclude the data are not statistically significant.At theα = 0.01 level, we reject the null hypothesis and concludethe data are statistically significant.    Atthe α = 0.01 level, we fail to reject the null hypothesisand conclude the data are not statistically significant.At theα = 0.01 level, we fail to reject the null hypothesis andconclude the data are statistically significant.


(e) Interpret your conclusion in the context of theapplication.

Fail to reject the null hypothesis, there is sufficient evidencethat the variance in annual wheat production is greater in thefirst plot.Reject the null hypothesis, there is insufficientevidence that the variance in annual wheat production is greater inthe first plot.    Reject the null hypothesis,there is sufficient evidence that the variance in annual wheatproduction is greater in the first plot.Fail to reject the nullhypothesis, there is insufficient evidence that the variance inannual wheat production is greater in the first plot.

Answer & Explanation Solved by verified expert
3.8 Ratings (535 Votes)

s.n. x x-mean (x-mean)2
1 4.29 0.304 0.093
2 4.23 0.244 0.060
3 4.14 0.154 0.024
4 3.81 -0.176 0.031
5 3.87 -0.116 0.013
6 3.79 -0.196 0.038
7 4.09 0.104 0.011
8 4.42 0.434 0.189
9 3.89 -0.096 0.009
10 3.87 -0.116 0.013
11 4.12 0.134 0.018
12 3.09 -0.896 0.802
13 4.86 0.874 0.765
14 2.9 -1.086 1.179
15 5.01 1.024 1.049
16 3.39 -0.596 0.355
sum= 63.77 0.000 4.648
n= 16
mean= 3.986

s2=sum((x-mean)2/(n-1))=4.648/(16-1)=0.310

s.n. x x-mean (x-mean)2
1 3.52 -0.276 0.076
2 3.91 0.114 0.013
3 3.55 -0.246 0.060
4 3.55 -0.246 0.060
5 3.73 -0.066 0.004
6 3.72 -0.076 0.006
7 4.13 0.334 0.112
8 4.01 0.214 0.046
9 3.59 -0.206 0.042
10 4.29 0.494 0.244
11 3.78 -0.016 0.000
12 3.19 -0.606 0.367
13 3.84 0.044 0.002
14 3.91 0.114 0.013
15 3.66 -0.136 0.018
16 4.35 0.554 0.307
sum= 60.73 0.000 1.372
n= 16
mean= 3.796

s2=sum((x-mean)2/(n-1))=1.372/(16-1)=0.091

(a) level of significance(alpha)=0.01 (1%)

Ho: σ12 = σ22; H1: σ12 > σ22

(b) F=s12/s22= 0.310/0.091=3.41

dfN=(n1-1)=16-1=15

dfD=(n2-1)=16-1=15

(c) right choice is 0.010 < p-value < 0.025

p-value=P(F>3.407)=0.0117

(d) At the α = 0.01 level, we fail to reject the null hypothesis and conclude the data are not statistically significant.

since p-value=0.0117 is more than alpha=0.01

(e) Fail to reject the null hypothesis, there is insufficient evidence that the variance in annual wheat production is greater in the first plot.


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