Question

In: Statistics and Probability

Weights​ (kg) of poplar trees were obtained from trees planted in a rich and moist region....

Weights​ (kg) of poplar trees were obtained from trees planted in a rich and moist region. The trees were given different treatments identified in the accompanying table. Use a

0.05 significance level to test the claim that the four treatment categories yield poplar trees with the same mean weight. Is there a treatment that appears to be most​ effective?

No TreatmentNo Treatment

FertilizerFertilizer

IrrigationIrrigation

Fertilizer and IrrigationFertilizer and Irrigation

1.13

0.82

0.07

0.91

0.52

0.82

0.62

1.45

0.53

0.38

0.08

1.04

0.08

0.42

0.87

1.59

1.23

1.08

0.89

1.11

Determine the null and alternative hypotheses.

Upper H 0H0​:

mu 1 greater than mu 2 greater than mu 3 greater than mu 4μ1>μ2>μ3>μ4

mu 1 not equals mu 2 not equals mu 3 not equals mu 4μ1≠μ2≠μ3≠μ4

mu 1 equals mu 2 equals mu 3 equals mu 4μ1=μ2=μ3=μ4

At least two of the population means are equal.At least two of the population means are equal.

Not all of the population means are equal.Not all of the population means are equal.

Exactly two of the population means are equal.Exactly two of the population means are equal.

Upper H 1H1​:

At least two of the population means are equal.At least two of the population means are equal.

mu 1 equals mu 2 equals mu 3 equals mu 4μ1=μ2=μ3=μ4

At least one of the four population means is different from the others.At least one of the four population means is different from the others.

Exactly two of the population means are different from the others.Exactly two of the population means are different from the others.

mu 1 greater than mu 2 greater than mu 3 greater than mu 4μ1>μ2>μ3>μ4

mu 1 not equals mu 2 not equals mu 3 not equals mu 4μ1≠μ2≠μ3≠μ4

Find the F test statistic.

Fequals=nothing

​(Round to four decimal places as​ needed.)

Find the​ P-value using the F test statistic.

​P-valueequals=nothing

​(Round to four decimal places as​ needed.)

What is the conclusion for this hypothesis​ test?

A.

RejectReject

Upper H 0H0.

There is

sufficientsufficient

evidence to warrant rejection of the claim that the four different treatments yield the same mean poplar weight.

B.

RejectReject

Upper H 0H0.

There is

insufficientinsufficient

evidence to warrant rejection of the claim that the four different treatments yield the same mean poplar weight.

C.

Fail to rejectFail to reject

Upper H 0H0.

There is

insufficientinsufficient

evidence to warrant rejection of the claim that the four different treatments yield the same mean poplar weight.

D.

Fail to rejectFail to reject

Upper H 0H0.

There is

sufficientsufficient

evidence to warrant rejection of the claim that the four different treatments yield the same mean poplar weight.

Is there a treatment that appears to be most​ effective?

A.

The​ 'No Treatment' method seems to be most effective.

B.

The​ 'Irrigation' method seems to be most effective.

C.

The 'Fertilizer and Irrigation'The 'Fertilizer and Irrigation'

method seems to be most effective.

D.

The​ 'Fertilizer' method seems to be most effective.

E.

No one treatmentNo one treatment

method seems to be most effective.

Solutions

Expert Solution

One-way ANOVA: No Treatment, Fertilizer, Irrigation, ... and Irrigation

Method

Null hypothesis All means are equal
Alternative hypothesis Not all means are equal
Significance level α = 0.05

Equal variances were assumed for the analysis.

Factor Information

Factor Levels Values
Factor 4 No Treatment, Fertilizer, Irrigation, Fertilizer and Irrigation

Analysis of Variance

Source DF Adj SS Adj MS F-Value P-Value
Factor 3 1.406 0.4686 3.3171 0.0468
Error 16 2.260 0.1413
Total 19 3.666

Model Summary

S R-sq R-sq(adj) R-sq(pred)
0.375859 38.35% 26.79% 3.67%

Means

Factor N Mean StDev 95% CI
No Treatment 5 0.698 0.477 (0.342, 1.054)
Fertilizer 5 0.704 0.297 (0.348, 1.060)
Irrigation 5 0.506 0.408 (0.150, 0.862)
Fertilizer and Irrigation 5 1.220 0.287 (0.864, 1.576)

Pooled StDev = 0.375859

Tukey Pairwise Comparisons

Tukey Simultaneous Tests for Differences of Means

Difference of Levels Difference
of Means
SE of
Difference
95% CI T-Value Adjusted
P-Value
Fertilizer - No Treatment 0.006 0.238 (-0.675, 0.687) 0.03 1.000
Irrigation - No Treatment -0.192 0.238 (-0.873, 0.489) -0.81 0.850
Fertilizer and Irrigation - No Treatment 0.522 0.238 (-0.159, 1.203) 2.20 0.167
Irrigation - Fertilizer -0.198 0.238 (-0.879, 0.483) -0.83 0.838
Fertilizer and Irrigation - Fertilizer 0.516 0.238 (-0.165, 1.197) 2.17 0.174
Fertilizer and Irrigation - Irrigation 0.714 0.238 (0.033, 1.395) 3.00 0.038

Tukey Simultaneous 95% CIs

1)

H0​: μ1=μ2=μ3=μ4

H1: At least one of the four population means is different from the others.

2)

F= 3.3171

p-value = 0.0468

since p-value is less than 0.05

Reject H0. There is sufficient evidence to warrant rejection of the claim that the four different treatments yield the same mean poplar weight.

Is there a treatment that appears to be most​ effective?

The 'Fertilizer and Irrigation' method seems to be most effective. which is concluded from Tukey's simultaneous intervals.


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