Question

In: Statistics and Probability

Melanism in Moths. Melanism is the process by which animals produce melanin to darken body tissues...

Melanism in Moths. Melanism is the process by which animals produce melanin to darken body tissues and produce color variation. Researchers at Oxford University suspected increased levels of pollution in London may be influencing the evolution of Lepidoptera, a species of moth native to the area that took on one of two distinct camouflage schemes: "light" and "dark." They surveyed a sample of dark and light moths on birch trees and labelled each "conspicuous" if it was visible from 30 yards away or "inconspicuous" if it was not. The table below shows the number of moths of each color that were conspicuous and inconspicuous. Use this data to investigate the researchers' theory that increased levels of pollution might provide an advantage to "dark" moths over "light" ones.

Conspicuous Inconspicuous Total
Dark 7 340 347
Light 132 16 148
Total 139 356 495

Conduct a test for the stated null and alternative hypotheses. Use ?α = and round numeric answers to four decimal places.

?0H0: The variables use of color and detectability are independent.

??HA: The variables use of color and detectability are not independent.

1. Calculate the test statistic for this hypothesis test.  ? z t X^2 F  =

2. Calculate the degrees of freedom for this hypothesis test.

3. Report the p-value for this hypothesis test out to four decimal places.

p-value =

4. Based on the p-value, we have:
A. very strong evidence
B. some evidence
C. extremely strong evidence
D. little evidence
E. strong evidence
F. Reject ?0H0
that the null model is not a good fit for our observed data.

Solutions

Expert Solution

Result:

Melanism in Moths. Melanism is the process by which animals produce melanin to darken body tissues and produce color variation. Researchers at Oxford University suspected increased levels of pollution in London may be influencing the evolution of Lepidoptera, a species of moth native to the area that took on one of two distinct camouflage schemes: "light" and "dark." They surveyed a sample of dark and light moths on birch trees and labelled each "conspicuous" if it was visible from 30 yards away or "inconspicuous" if it was not. The table below shows the number of moths of each color that were conspicuous and inconspicuous. Use this data to investigate the researchers' theory that increased levels of pollution might provide an advantage to "dark" moths over "light" ones.

Conspicuous

Inconspicuous

Total

Dark

7

340

347

Light

132

16

148

Total

139

356

495

Conduct a test for the stated null and alternative hypotheses. Use ?α = and round numeric answers to four decimal places.

H0: The variables use of color and detectability are independent.

HA: The variables use of color and detectability are not independent.

1. Calculate the test statistic for this hypothesis test.  ? X^2   = 390.3773

2. Calculate the degrees of freedom for this hypothesis test. DF= 1

3. Report the p-value for this hypothesis test out to four decimal places.

P value = 0.0000

4. Based on the p-value, we have:
C. extremely strong evidence
F. Reject H0
that the null model is not a good fit for our observed data.

Chi-Square Test

Observed Frequencies

Column variable

Calculations

Conspicuous

Inconspicuous

Total

fo-fe

Dark

7

340

347

-90.4404

90.4404

Light

132

16

148

90.4404

-90.4404

Total

139

356

495

Expected Frequencies

Column variable

0

Conspicuous

Inconspicuous

Total

(fo-fe)^2/fe

Dark

97.4404

249.5596

347

83.9433

32.7756

Light

41.5596

106.4404

148

196.8130

76.8455

Total

139

356

495

Data

Level of Significance

0.05

Number of Rows

2

Number of Columns

2

Degrees of Freedom

1

Results

Critical Value

3.8415

Chi-Square Test Statistic

390.3773

p-Value

0.0000

Reject the null hypothesis


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