In: Statistics and Probability
Cooking and Whashing Up Minutes
Sex Sample Size Mean Standard Deviation
Men 1219 23 32
Women 733 37 16
Solution
Part (a)
Let X =time spent on house work by women.
Y = time spent on house work by men.
Let (µ1, σ1) and (µ2, σ2) be the mean and SD of X and Y respectively.
Claim:
Women tend to spend more time on house work than men. Answer 1
Hypotheses:
Null: H0: µ1 = µ2 Vs Alternative: HA: µ1 > µ2 Answer 2
Part (b)
Critical Value, p-value and rejection region
Under H0, t ~ tn1 + n2 - 2. Hence, for level of significance α%,
Critical Value = upper α% point of tn1 + n2 - 2 = upper 2.5% point of t1950 = 1.6456 Answer 3
p-value = P(tn1 + n2 - 2 > tcal) = P(t1950 > 11.1431) < 0.05 [actual value = 1.52E-27] Answer 4
[The above are found Using Excel Function: Statistical TINV and TDIST]
Rejection region:
Reject H0 if tcal > tcrit, or equivalently since p-value < α Answer 5
Part (c)
Test statistic = (Xbar - Ybar)/[s√{(1/n1) + (1/n2)}] = 11.0431 Answer 6
where
s2 = {(n1 – 1)s12 + (n2 – 1)s22}/(n1 + n2 – 2);
Xbar and Ybar are sample averages and s1,s2 are sample standard deviations based on n1 observations on X and n2 observations on Y respectively.
Part (d)
Decision: reject H0 Answer 7
Interpretation: There is sufficient evidence to support the claim and hence we conclude that
Women tend to spend more time on house work than men. Answer 8
Part (e)
100(1 - α) % Confidence Interval for (μ1 - μ2) is:
(Xbar – Ybar) ± MoE,
where
MoE{(t2n – 2, α/2)(s)√{(1/n1) + (1/n2)}
Thus,
99% confidence interval for the difference in the mean time spent on housework by women and men = [11.18, 16.81] Answer 9
Details of calculations
Given |
n1 |
733 |
n2 |
1219 |
|
Xbar |
37.0000 |
|
Ybar |
23 |
|
s1 |
32.0000 |
|
s2 |
16.0000 |
|
s^2 |
544.2954 |
|
s |
23.3301 |
|
α |
0.01 |
|
tα/2 |
2.5784 |
|
MoE |
2.8115 |
|
Lower Bound |
11.1885 |
|
Upper Bound |
16.8115 |
Done