Question

In: Statistics and Probability

The Wind Mountain archaeological site is in southwest New Mexico. Prehistoric Native Americans called Anasazi once...

The Wind Mountain archaeological site is in southwest New Mexico. Prehistoric Native Americans called Anasazi once lived and hunted small game in this region. A stemmed projectile point is an arrowhead that has a notch on each side of the base. Both stemmed and stemless projectile points were found at the Wind Mountain site. A random sample of n1 = 55 stemmed projectile points showed the mean length to be x1 = 3.00 cm, with sample standard deviation s1 = 0.80 cm. Another random sample of n2 = 41 stemless projectile points showed the mean length to be x2 = 2.70 cm, with s2 = 0.90 cm. Do these data indicate a difference (either way) in the population mean length of the two types of projectile points? Use a 5% level of significance.

What are we testing in this problem?

difference of meanspaired difference    single proportiondifference of proportionssingle mean

What is the level of significance?


State the null and alternate hypotheses.

H0: μ1 = μ2; H1: μ1μ2H0: μ1μ2; H1: μ1 = μ2    H0: μ1μ2; H1: μ1 < μ2H0: μ1μ2; H1: μ1 > μ2


What sampling distribution will you use? What assumptions are you making?

The standard normal. We assume that both population distributions are approximately normal with unknown population standard deviations.The Student's t. We assume that both population distributions are approximately normal with known population standard deviations.    The Student's t. We assume that both population distributions are approximately normal with unknown population standard deviations.The standard normal. We assume that both population distributions are approximately normal with known population standard deviations.


What is the value of the sample test statistic? (Test the difference μ1μ2. Round your answer to three decimal places.)


Estimate the P-value.

P-value > 0.5000.250 < P-value < 0.500    0.100 < P-value < 0.2500.050 < P-value < 0.1000.010 < P-value < 0.050P-value < 0.010


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


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.


Interpret your conclusion in the context of the application.

There is sufficient evidence at the 0.05 level to conclude that there is a difference in mean length of the two types of projectile points.There is insufficient evidence at the 0.05 level to conclude that there is a difference in mean length of the two types of projectile points.    

Solutions

Expert Solution

What are we testing in this problem?

difference of means

What is the level of significance?

5% or 0.05

State the null and alternate hypotheses.

H0: μ1 = μ2; H1: μ1 ≠ μ2

What sampling distribution will you use? What assumptions are you making?

The Student's t. We assume that both population distributions are approximately normal with unknown population standard deviations.

What is the value of the sample test statistic?

n1 = 55 , = 3.00 , s1 = 0.80

n2 = 41 , = 2.70 , s2 = 0.90

1 = 2 = [Equal variance]

N( 1 , ^2 / 55)

N( 2 , ^2 / 41)

( - ) N( 1 - 2 , ^2 / 55 + ^2 / 41)

population standard deviation is estimated by pooled standard deviation.

= Sp = pooled standard deviation

Pooled variance,

Sp2 = ( (n1-1) S1 2 + (n2-1) S2 2 ) / (n1+n2-2)

=( 54* .8*.8 + 40 *.9 * .9 ) / 94

= .7123

Sp = .844

So, ( ( - ) - ( 1 - 2 ) ) / Sp t n1+n2 -2

This is two smaple two tail t test.

Test statistic , t = ( - ) / Sp = ( 3- 2.7) / .844 = 1.722 (sample statistic)

Estimate the P-value.

t /2=0.025 , 94 = 1.984

t /2=0.05 , 94 = 1.660

our test staistic lie in between these 2 value , so 0.050 < P-value < 0.1000

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


Will you reject or fail to reject the null hypothesis? Are the data statistically significant at level α?

Since p value is grater than 0.05 , At the α = 0.05 level, we fail to reject the null hypothesis and conclude the data are not statistically significant. (last option).

Interpret your conclusion in the context of the application.

There is insufficient evidence at the 0.05 level to conclude that there is a difference in mean length of the two types of projectile points.   

I answered all the subparts.

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