In: Statistics and Probability
With double-digit annual percentage increases in the cost of
health insurance, more and more workers are likely to lack health
insurance coverage (USA Today, January 23, 2004). The
following sample data provide a comparison of workers with and
without health insurance coverage for small, medium, and large
companies. For the purposes of this study, small companies are
companies that have fewer than 100 employees. Medium companies have
100 to 999 employees, and large companies have 1000 or more
employees. Sample data are reported for 50 employees of small
companies, 75 employees of medium companies, and 100 employees of
large companies.
Health Insurance
Size of Company yes no total
Small 35 15 50
Medium 67 8 75
Large 87 13 100
a.) Conduct a test of independence to determine whether employee health insurance coverage is independent of the size of the company. Use = .05. Compute the value of the test statistic (to 2 decimals).
b.) the p-value is _____________
c.) What is your conclusion _________________
d.) The USA Today article indicated employees of small companies are more likely to lack health insurance coverage. Calculate the percentages of employees without health insurance based on company size (to the nearest whole number).
Small _____ %
Medium ______ %
Large ______ %
Based on the percentages above what do you conclude ___________________
a)
Applying chi square test of independence: |
Expected | Ei=row total*column total/grand total | yes | No | Total |
small | 42.000 | 8.000 | 50.00 | |
medium | 63.000 | 12.000 | 75.00 | |
large | 84.000 | 16.000 | 100.00 | |
total | 189.00 | 36.00 | 225.00 | |
chi square χ2 | =(Oi-Ei)2/Ei | yes | No | Total |
small | 1.167 | 6.125 | 7.2917 | |
medium | 0.254 | 1.333 | 1.5873 | |
large | 0.107 | 0.563 | 0.6696 | |
total | 1.5278 | 8.0208 | 9.549 | |
test statistic X2 = | 9.55 |
b)
p value = | 0.008 or less than 0.01 |
we can conclude that employee health insurance coverage is dependent of the size of the company
d)
small | 30% |
medium | 11% |
large | 13% |
small companies have a higher percentage of no coverage than large and medium companies |