In: Statistics and Probability
Solution
Let X = score of the large class
Y = score of the small class
Let mean and standard deviation of X be respectively µ1 and σ1 and those of Y be µ2 andσ2, where we assume σ12 = σ22 = σ2, say and σ2 is unknown.
Hypotheses:
Null: H0: µ1 = µ2 Vs Alternative: HA: µ1 ≠ µ2
Test Statistic:
t = (Xbar - Ybar)/[s√{(1/n1) + (1/n2)}]
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.
Calculations
Summary of Excel calculations is given below:
n1 |
50 |
n2 |
32 |
Xbar |
72 |
Ybar |
75 |
s1 |
5 |
s2 |
4 |
s2 |
21.5125 |
s |
4.6382 |
tcal |
2.8571 |
α |
0.01 |
p-value |
0.0054 |
Distribution, Significance Level, α and p-value:
Under H0, t ~ tn1 + n2 - 2. Hence, for level of significance α%,
p-value = P(tn1 + n2 - 2 > | tcal |)
Using Excel Function: Statistical TDIST, this is found to be as shown in the above table.
Decision:
Since p-value < α, H0 is rejected.
Conclusion:
There is not sufficient evidence to suggest that the two classes have the mean and hence we conclude that large class and small class differ in their mean score. Answer 1
As shown in the table above, p-value = 0.0054 Answer 2
DONE