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 | 31 | 19 | 50 | ||
Medium | 63 | 12 | 75 | ||
Large | 86 | 14 | 100 |
Small | % |
Medium | % |
Large | % |
Part a
Solution:
Here, we have to use chi square test for independence of two categorical variables.
Null hypothesis: H0: Employee health insurance coverage is independent of the size of the company.
Alternative hypothesis: Ha: Employee health insurance coverage is not independent of the size of the company.
We are given level of significance = α = 0.05
Test statistic formula is given as below:
Chi square = ∑[(O – E)^2/E]
Where, O is observed frequencies and E is expected frequencies.
E = row total * column total / Grand total
We are given
Number of rows = r = 3
Number of columns = c = 2
Degrees of freedom = df = (r – 1)*(c – 1) = 2*1 = 2
α = 0.05
Critical value = 5.991465
(by using Chi square table or excel)
Calculation tables for test statistic are given as below:
Observed Frequencies |
|||
Health Insurance |
|||
Size of company |
Yes |
No |
Total |
Small |
31 |
19 |
50 |
Medium |
63 |
12 |
75 |
Large |
86 |
14 |
100 |
Total |
180 |
45 |
225 |
Expected Frequencies |
|||
Health Insurance |
|||
Size of company |
Yes |
No |
Total |
Small |
40 |
10 |
50 |
Medium |
60 |
15 |
75 |
Large |
80 |
20 |
100 |
Total |
180 |
45 |
225 |
Calculations |
|
(O - E) |
|
-9 |
9 |
3 |
-3 |
6 |
-6 |
(O - E)^2/E |
|
2.025 |
8.1 |
0.15 |
0.6 |
0.45 |
1.8 |
Chi square = ∑[(O – E)^2/E] = 13.125
Test statistic = Chi square = 13.13
P-value = 0.001412
(By using Chi square table or excel)
The p-value is less than .005.
P-value < α = 0.05
So, we reject the null hypothesis
Conclusion:
There is insufficient evidence to conclude that Employee health insurance coverage is independent of the size of the company.
Part b
Required percentages are given as below:
Size of company |
No |
Total |
Prop. |
Percentage |
Small |
19 |
50 |
19/50 = 0.38 |
38% |
Medium |
12 |
75 |
12/75 = 0.16 |
16% |
Large |
14 |
100 |
14/100 = 0.14 |
14% |
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 da...
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). Th 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...
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 smal, 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...
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, mediurm, 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...
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...
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Health insurance benefits vary by the size of the company (the Henry J. Kaiser Family Foundation website, June 23, 2016). The sample data below show the number of companies providing health insurance for small, medium, and large companies. For the 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 1000 or more employees. The questionnaire sent to 225 employees asked whether or not the...
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