In: Statistics and Probability
A factorial experiment was designed to test for any significant differences in the time needed to perform English to foreign language translations with two computerized language translators. Because the type of language translated was also considered a significant factor, translations were made with both systems for three different languages: Spanish, French, and German. Use the following data for translation time in hours.
Language | |||
Spanish | French | German | |
System 1 | 6 | 12 | 11 |
10 | 16 | 15 | |
System 2 | 9 | 13 | 17 |
13 | 15 | 23 |
Test for any significant differences due to language translator system (Factor A), type of language (Factor B), and interaction. Use = .05.
Source of Variation | Sum of Squares | Degrees of Freedom | Mean Square | F | p-value |
Factor A | |||||
Factor B | |||||
Interaction | |||||
Error | |||||
Total |
Output using excel:
a)
SUMMARY | Spanish | French | German | Total | |
System 1 | |||||
Count | 2 | 2 | 2 | 6 | |
Sum | 16 | 28 | 26 | 70 | |
Average | 8 | 14 | 13 | 11.66667 | |
Variance | 8 | 8 | 8 | 13.06667 | |
System 2 | |||||
Count | 2 | 2 | 2 | 6 | |
Sum | 22 | 28 | 40 | 90 | |
Average | 11 | 14 | 20 | 15 | |
Variance | 8 | 2 | 18 | 22.4 | |
Total | |||||
Count | 4 | 4 | 4 | ||
Sum | 38 | 56 | 66 | ||
Average | 9.5 | 14 | 16.5 | ||
Variance | 8.333333 | 3.333333 | 25 | ||
ANOVA | |||||
Source of Variation | SS | df | MS | F | P-value |
Factor A | 33.33 | 1 | 33.33 | 3.85 | 0.0975 |
Factor B | 100.67 | 2 | 50.33 | 5.81 | 0.0395 |
Interaction | 24.67 | 2 | 12.33 | 1.42 | 0.3120 |
Error | 52.00 | 6 | 8.67 | ||
Total | 210.67 | 11 |
b) For Factor A:
The p-value for Factor A is greater than .05
Conclusion with respect to Factor A:
Factor A is not significant.
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c) For Factor B:
The p-value for Factor B is between .025 and .05.
Conclusion with respect to Factor B:
Factor B is significant.
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d) For interaction:
The p-value for the interaction of factors A and B is greater than .05
Conclusion with respect to the interaction of Factors A and B:
The interaction of factors A and B is not significant.