In: Statistics and Probability
health insurance benefits vary by the size of the company (Atlanta Business chronicle, December 31, 2010). 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 com- panies have 100 to 999 employees, and large companies have 1000 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.
a. Conduct a test of independence to determine whether
health insurance coverage is independent of the size of the
company. What is the p-value? using a .05 level of significance,
what is your conclusion?
b. a newspaper article indicated employees of small
companies are more likely to lack health insurance
Size of the Company Health Insurance Small
Medium Large
Yes 36 65 88 No 14 10 12
Contingency Table | ANSWERS | |||||
Health Insurance | ||||||
Size of Company | Yes | No | TOTALS | H0: | ||
Small | Ha: | |||||
Medium | ||||||
Large | P-VALUE | |||||
TOTALS | Conclusion: | |||||
Expected Frequency Table | ||||||
Health Insurance | ||||||
Size of Company | Yes | No | TOTALS | Percentages | ||
Small | Small | |||||
Medium | Medium | |||||
Large | Large | |||||
TOTALS | ||||||
Test Statistic Calculation | ||||||
Health Insurance | ||||||
Size of Company | Yes | No | TOTALS | |||
Small | ||||||
Medium | ||||||
Large | ||||||
TOTALS | ||||||
The frequency table of the health insurance status is:
Small | Medium | Large | Total | |
Yes | 36 | 65 | 88 | 189 |
No | 14 | 10 | 12 | 36 |
Total | 50 | 75 | 100 | 225 |
The hypothesis under the problem are:
H0: Health insurance coverage is independent of the size of the company.
H1: Health insurance coverage is dependent on the size of the company
The expected frequency table is given as:
Small | Medium | Large | Total | |
Yes | 42 | 63 | 84 | 189 |
No | 8 | 12 | 16 | 36 |
Total | 50 | 75 | 100 | 225 |
The test statistic under the null hypothesis is:
with 2 degrees of freedom
chi = 6.94
p-value = 0.031
Since the p-value is less than 0.05 we reject the null hypothesis at 5% level of significance and conclude that the health insurance coverage is dependent on the size of the company.
b) It can be seen that the expected number of employees of the small companies is 42 and the actual number of employees who have insurance is 36. There is difference of 6 employees which is almost 16.67% and thus, the claim of the article is valid small companies are more likely to lack health insurance.