In: Statistics and Probability
In an effort to promote a new product, a marketing firm asks participants to rate the effectiveness of ads that varied by length (short, long) and by type of technology (static, dynamic, interactive). Higher ratings indicated greater effectiveness.
| Source of Variation | SS | df | MS | F |
|---|---|---|---|---|
| Length | 5 | |||
| Technology | ||||
| Length × Technology | 154 | |||
| Error | 570 | 114 | ||
| Total | 819 |
(a) Complete the F-table and make a decision to retain or reject the null hypothesis for each hypothesis test. (Assume experimentwise alpha equal to 0.05.)
|
Source of Variation |
SS | df | MS | F |
|---|---|---|---|---|
| Length | 5 | |||
| Technology | ||||
| Length × Technology |
154 | |||
| Error | 570 | 114 | ||
| Total | 819 |

NULL HYPOTHESIS H0: 
ALTERNATIVE HYPOTHESIS HA: 
F= M.S(LENGTH)/M.S(ERROR)
= 5/5= 1
P VALUE (F= 1, DF1=1 AND DF2= 114) = 0.3711
P value >0.05 henec not significant at0.05.
CONCLUSION: SINCE P VALUE NOT SIGNIFICANT AT 0.05 LEVEL OF SIGNIFICANCE DO NOT REJECT NULL HYPOTHESIS H0.
NULL HYPOTHESIS H0: 
ALTERNATIVE HYPOTHESIS HA: At least one mean is not equal.
alpha= 0.05
F= M.S(TECHNOLOGY)/M.S(ERROR)
= 45/5= 9
P VALUE (F= 9, DF1=2 AND DF2= 114) =0.00023
P value <0.05 henec significant at0.05.
CONCLUSION: SINCE P VALUE SIGNIFICANT AT 0.05 LEVEL OF SIGNIFICANCE REJECT NULL HYPOTHESIS H0. Therefore at least one mean is different.
NULL HYPOTHESIS H0: There is no interaction between length and technology.
ALTERNATIVE HYPOTHESIS HA: There is interaction between length and technology.
alpha= 0.05
F= M.S(LENGTHXTECHNOLOGY)/M.S(ERROR)
= 77/5= 14.2
P VALUE (F= 15.4, DF1=2 AND DF2= 114) =0.00000
P value <0.05 henec significant at0.05.
CONCLUSION: SINCE P VALUE IS SIGNIFICANT THEREFORE WE REJECT NULL HYPOTHESIS AND COCNLUDE THAT THERE IS AN INTERACTION BETWEEN LENGTH AND TECHNOLOGY.