In: Statistics and Probability
Health insurance benefits vary by the size of the company. The sample data below show the number of companies providing health insurance for small, medium, and large companies. For purposes of this study, small companies are companies that have fewer than 100 employees. Medium-sized companies have 100 to 999 employees, and large companies have 1,000 or more employees.
The questionnaire sent to 225 employees asked whether or not the employee had health insurance and then asked the employee to indicate the size of the company.
Health Insurance | Size of the Company | ||
---|---|---|---|
Small | Medium | Large | |
Yes | 36 | 65 | 88 |
No | 14 | 10 | 12 |
(a)
Conduct a test of independence to determine whether health insurance coverage is independent of the size of the company.
State the null and alternative hypotheses.
H0: Having health insurance is independent
of the size of the company.
Ha: Having health insurance is not independent
of the size of the company.H0: Having health
insurance is independent of the size of the company.
Ha: The proportion of companies with health
insurance benefits is equal for small, medium and large
companies. H0: Having
health insurance is not independent of the size of the
company.
Ha: Having health insurance is independent of
the size of the company.H0: Having health
insurance is not independent of the size of the company.
Ha: The proportion of companies with health
insurance benefits is not equal for small, medium and large
companies.
Find the value of the test statistic. (Round your answer to three decimal places.)
What is the p-value? (Round your answer to four decimal places.)
p-value =
Using a 0.05 level of significance, what is your conclusion?
Reject H0. We conclude health insurance coverage is independent of the size of the company.Reject H0. We conclude health insurance coverage is not independent of the size of the company. Do not reject H0. We cannot conclude health insurance coverage and the size of the company are not independent.Do not reject H0. We cannot conclude health insurance coverage is independent of the size of the company.
(b)
A newspaper article indicated employees of small companies are more likely to lack health insurance coverage. Use percentages based on the above data to support this conclusion. (Round your answers to the nearest integer.)
For small companies, % do not provide health insurance. For medium companies, % do not provide health insurance. For large companies, % do not provide health insurance. These percentages support the conclusion that small companies are ---Select--- less equally more likely to provide health insurance coverage when compared to medium and large companies.
H0: Having health insurance is independent
of the size of the company.
Ha: Having health insurance is not independent
of the size of the company.
Applying chi square test of independence: |
Expected | Ei=row total*column total/grand total | small | medium | large | Total |
Yes | 42.0000 | 63.0000 | 84.0000 | 189 | |
No | 8.0000 | 12.0000 | 16.0000 | 36 | |
total | 50 | 75 | 100 | 225 | |
chi square χ2 | =(Oi-Ei)2/Ei | small | medium | large | Total |
Yes | 0.857 | 0.063 | 0.190 | 1.1111 | |
No | 4.500 | 0.333 | 1.000 | 5.8333 | |
total | 5.3571 | 0.3968 | 1.1905 | 6.9444 | |
test statistic X2 = | 6.944 |
p value = | 0.0310 |
Reject H0. We conclude health insurance coverage is not independent of the size of the company
b) For small companies 28.0 % do not provide health insurance. For medium companies, 13.3 % do not provide health insurance. For large companies 12 % do not provide health insurance. These percentages support the conclusion that small companies are less ikely to provide health insurance coverage when compared to medium and large companies.