In: Advanced Math
Cholesterol is an established risk factor for developing heart disease. Among older age groups, men tend to have lower cholesterol than women on average but the same is not necessarily true for younger age groups. The data provided is a sample of cholesterol levels from blood tests among university students under the age of 30. The gender of each student is also recorded.
174 | Female |
177 | Female |
178 | Female |
178 | Female |
179 | Female |
180 | Female |
180 | Female |
182 | Female |
182 | Female |
182 | Female |
183 | Female |
184 | Female |
184 | Female |
185 | Female |
185 | Female |
185 | Female |
186 | Female |
187 | Female |
188 | Female |
188 | Female |
189 | Female |
189 | Female |
190 | Female |
190 | Female |
190 | Female |
191 | Female |
192 | Female |
192 | Female |
193 | Female |
193 | Female |
194 | Female |
195 | Female |
195 | Female |
195 | Female |
197 | Female |
197 | Female |
197 | Female |
197 | Female |
198 | Female |
198 | Female |
198 | Female |
199 | Female |
199 | Female |
201 | Female |
202 | Female |
174 | Male |
180 | Male |
181 | Male |
182 | Male |
186 | Male |
187 | Male |
187 | Male |
188 | Male |
188 | Male |
188 | Male |
188 | Male |
189 | Male |
189 | Male |
189 | Male |
190 | Male |
190 | Male |
191 | Male |
191 | Male |
192 | Male |
192 | Male |
193 | Male |
193 | Male |
194 | Male |
194 | Male |
194 | Male |
194 | Male |
195 | Male |
195 | Male |
196 | Male |
196 | Male |
196 | Male |
197 | Male |
198 | Male |
198 | Male |
198 | Male |
199 | Male |
199 | Male |
199 | Male |
200 | Male |
202 | Male |
203 | Male |
204 | Male |
204 | Male |
205 | Male |
207 | Male |
a)
i) Null Hypothesis : there is no significant difference between the cholesterol for men and women.
alternate hypothesis : there is a significant difference between the cholesterol for men and women.
H0 :
H1 :
ii)
Descriptive Statistics
Sample | N | Mean | StDev | SE Mean |
Male | 45 | 193.22 | 6.97 | 1.0 |
Female | 45 | 189.29 | 7.33 | 1.1 |
test statistic
pooled std dev
Estimation for Difference
Difference |
Pooled StDev |
3.933 | 7.156 |
test statistic t = 2.607
degrees of freedom = 45+45-2 = 88
iii) p-value = 0.0107
iv) since p-value is less than 0.05, we reject null hypothesis
v) Since we reject null hypothesis we conclude that there is a significant difference between the cholesterol for men and women.
b) 90% CI , for one sample alpha = 0.05
90% CI for Womens data
Sample | N | Mean | StDev | SE Mean |
Female | 45 | 189.289 | 7.335 | 1.1 |
t0.05,29 = 1.6802
90% CI =
90% CI = (187.4518, 191.1262)
c) Since standard deviation of Men is less than Female and the confidence level and sample size being constant the Men's will have narrower confidence interval compared to female 90% CI.