Question

In: Statistics and Probability

Gentle Ben is a Morgan horse at a Colorado dude ranch. Over the past 8 weeks,...

Gentle Ben is a Morgan horse at a Colorado dude ranch. Over the past 8 weeks, a veterinarian took the following glucose readings from this horse (in mg/100 ml).

95 86 81 107 99 109 85 90

The sample mean is x ≈ 94.0. Let x be a random variable representing glucose readings taken from Gentle Ben. We may assume that x has a normal distribution, and we know from past experience that σ = 12.5. The mean glucose level for horses should be μ = 85 mg/100 ml.† Do these data indicate that Gentle Ben has an overall average glucose level higher than 85? Use α = 0.05.

(a) What is the level of significance?


State the null and alternate hypotheses. Will you use a left-tailed, right-tailed, or two-tailed test?

H0: μ = 85; H1: μ ≠ 85; two-tailed

H0: μ = 85; H1: μ > 85; right-tailed  

  H0: μ = 85; H1: μ < 85; left-tailed

H0: μ > 85; H1: μ = 85; right-tailed


(b) What sampling distribution will you use? Explain the rationale for your choice of sampling distribution.

The Student's t, since we assume that x has a normal distribution with known σ.The standard normal, since we assume that x has a normal distribution with unknown σ.    The standard normal, since we assume that x has a normal distribution with known σ.The Student's t, since n is large with unknown σ.


Compute the z value of the sample test statistic. (Round your answer to two decimal places.)


(c) Find (or estimate) the P-value. (Round your answer to four decimal places.)


Sketch the sampling distribution and show the area corresponding to the P-value.


(d) Based on your answers in parts (a) to (c), will you reject or fail to reject the null hypothesis? Are the data statistically significant at level α?

At the α = 0.05 level, we reject the null hypothesis and conclude the data are statistically significant

.At the α = 0.05 level, we reject the null hypothesis and conclude the data are not statistically significant.   

At the α = 0.05 level, we fail to reject the null hypothesis and conclude the data are statistically significant

.At the α = 0.05 level, we fail to reject the null hypothesis and conclude the data are not statistically significant.


(e) State your conclusion in the context of the application.

There is sufficient evidence at the 0.05 level to conclude that Gentle Ben's glucose is higher than 85 mg/100 ml.

There is insufficient evidence at the 0.05 level to conclude that Gentle Ben's glucose is higher than 85 mg/100 ml.    

Solutions

Expert Solution

(a) What is the level of significance?

Level of significance = α = 0.05

State the null and alternate hypotheses.

H0: μ = 85; H1: μ > 85; right-tailed  

(b) What sampling distribution will you use?

The standard normal, since we assume that x has a normal distribution with known σ.

Compute the z value of the sample test statistic.

The test statistic formula is given as below:

Z = (Xbar - µ)/[σ/sqrt(n)]

From given data, we have

µ = 85   

Xbar = 94

σ = 12.5

n = 8

Z = (94 – 85)/[12.5/sqrt(8)]

Z = 2.0365

Test statistic = 2.04

(c) Find (or estimate) the P-value.

P-value = 0.0209

(by using z-table or excel)

Sketch the sampling distribution and show the area corresponding to the P-value.


(d) Based on your answers in parts (a) to (c), will you reject or fail to reject the null hypothesis? Are the data statistically significant at level α?

P-value < α = 0.05

So, we reject the null hypothesis

At the α = 0.05 level, we reject the null hypothesis and conclude the data are statistically significant

(e) State your conclusion in the context of the application.

There is sufficient evidence at the 0.05 level to conclude that Gentle Ben's glucose is higher than 85 mg/100 ml.


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