In: Statistics and Probability
Race/Ethnicity |
White, non-Hispanic |
Hispanic |
Black |
Asian/Pacific Islander |
American Indian/Alaskan Native |
Population Distribution |
75.6% |
9.1% |
10.8% |
3.8% |
0.7% |
Participants in Clinical Trials |
3,855 |
60 |
316 |
54 |
12 |
Does the distribution of participants in clinical trials correspond to the population distribution, given that…
a.
b.
null hypothesis:Ho:distribution Distribution in trails is same as distribution in population. |
Alternate hypothesis:Ha:distribution Distribution in trails is not same as distribution in population. |
degree of freedom =categories-1= | 4 |
for 0.05 level and 4 df :crtiical value X2 = | 9.4877 |
for 0.01 level and 4 df :crtiical value X2 = | 13.2767 |
applying chi square goodness of fit test: |
relative | observed | Expected | residual | Chi square | |
category | frequency(p) | Oi | Ei=total*p | R2i=(Oi-Ei)/√Ei | R2i=(Oi-Ei)2/Ei |
1 | 0.756 | 3855.000 | 3248.53 | 10.64 | 113.221 |
2 | 0.091 | 60.000 | 391.03 | -16.74 | 280.234 |
3 | 0.108 | 316.000 | 464.08 | -6.87 | 47.248 |
4 | 0.038 | 54.000 | 163.29 | -8.55 | 73.144 |
5 | 0.007 | 12.000 | 30.08 | -3.30 | 10.866 |
total | 1.000 | 4297 | 4297 | 524.7132 | |
test statistic X2 = | 524.713 |
a)
since test statistic is higher than critical value at 0.05 level we reject null and conclude that distribution of participants in clinical trials differs from to the population distribution,
b)
since test statistic is higher than critical value at 0.01 level we reject null and conclude that distribution of participants in clinical trials differs from to the population distribution,
c)
we have sufficient evidence to conclude that distribution is different and specially Hispanic race has highest difference,