Question

In: Advanced Math

Cholesterol is an established risk factor for developing heart disease.   Among older age groups, men tend...

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.  

  1. Test whether, in this age group, there is a significant difference between the cholesterol for men and women.   In particular:
  1. State the null and alternate hypothesis
  2. Calculate the test statistic
  3. State the p-value (accurate to four decimal places)
  4. Should the null hypothesis be rejected?
  5. What do you conclude regarding the cholesterol of men and women under the age of 30?
  1. Find a 90% confidence interval for the mean cholesterol for women under 30 using the sample provided.   Show your workings and provide answers accurate to four decimal places.
  2. Would the 90% confidence interval for the mean cholesterol for men under 30 be wider or narrower than your answer in b). Explain, without calculating the confidence interval.CholesterolGender
    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

Solutions

Expert Solution

  1. Test whether, in this age group, there is a significant difference between the cholesterol for men and women.   In particular:
  1. State the null and alternate hypothesis
  2. Calculate the test statistic
  3. State the p-value (accurate to four decimal places)
  4. Should the null hypothesis be rejected?
  5. What do you conclude regarding the cholesterol of men and women under the age of 30?
  1. Find a 90% confidence interval for the mean cholesterol for women under 30 using the sample provided.   Show your workings and provide answers accurate to four decimal places.
  2. Would the 90% confidence interval for the mean cholesterol for men under 30 be wider or narrower than your answer in b). Explain, without calculating the confidence interval.CholesterolGender

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.


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