In: Statistics and Probability
The following data are from an experiment designed to investigate the perception of corporate ethical values among individuals who are in marketing. Three groups are considered: management, research and advertising (higher scores indicate higher ethical values).
a. Compute the values identified below (to 2 decimal, if necessary).
Use .05 to test for a significant difference in perception among the three groups. Calculate the value of the test statistic (to 2 decimals). Using .05 , determine where differences between the mean perception scores occur. Calculate Fisher's LSD value (to 2 decimals).
|
Marketing Managers | Marketing Research | Advertising | |
8 | 5 | 6 | |
7 | 5 | 7 | |
6 | 4 | 6 | |
7 | 4 | 5 | |
8 | 5 | 6 | |
6 | 4 | 6 | |
Total(yi) | 42 | 27 | 36 |
Averages y̅i | 7 | 4.5 | 6 |
Treatment Effect | 7 - 5.833 = 1.167 | 4.5 - 5.833 = -1.333 | 6 - 5.833 = 0.167 |
Sum of Squares | Degree of freedom | Mean Square | F0 = MST / MSE | P value | |
Treatment | 18.999 | 2 | 9.5 | 19 | < 0.01 |
Error | 7.5 | 15 | 0.5 | ||
Total | 26.499 | 17 |
Overall total = 105
Overall mean Y̅.. = 105 / 18 = 5.833
Y̅ .. is overall mean
y̅i . is treatment mean
SS total = ΣΣ(Yij - & Y̅..)2 = 26.499
SS treatment = ΣΣ(Yij - & y̅i.)2 = 18.999
SS error = Σ(y̅i. - & Y̅..)2 = 7.5
MS treatment = ΣΣ(Yij - & y̅i.)2 / a - 1 =
9.5
MS error = Σ(y̅i. - & Y̅..)2 / N - a = 0.5
Part a)
SST = 19.00
SSE = 7.50
MST = 9.50
MSE = 0.50
To Test :-
H0 :- µ1 = µ2 = µ3 = 0
H0 :- µ1 = µ2 = µ3 ≠ 0
Test Statistic :-
f = MS treatment / MS error = 19.00
Test Criteria :-
Reject null hypothesis if f > f(α , a-1 , N-a )
Critical value f(0.05, 2 , 15 ) = 3.682 (From F table)
Since 19 > 3.682, we reject H0
conclusion = Treatment means differs
Decision based on P value
Reject null hypothesis if P value < α = 0.05
Since P value = 0 < 0.05, hence we reject the null
hypothesis
Conclusion :- Treatment means differs
Fisher's Least significant Difference ( LSD Method )
The pair of means µi. and µj. would be declared significantly
different if
> LSD
t(α/2 , N-a ) = 2.131 ( Critical value from t table )
LSD =
= 0.87 Since the design is balanced n1 = n1 = n3 = n
= | 7 - 4.5 | = 2.5
= | 7 - 6 | = 1
= | 4.5 - 6 | = 1.5
Since | 7 - 4.5 | > 0.87, we conclude that the population means
µ1. and µ2. differ.
Since | 7 - 6 | > 0.87, we conclude that the population means
µ1. and µ3. differ.
Since | 4.5 - 6 | > 0.87, we conclude that the population means
µ2. and µ3. differ.