In a market research study, members of a consumer test panel are asked to rate the visual appeal (on a 1 to 10 scale) of the texture of dashboard plastic trim in a mockup of a new fuel cell car. The manufacturer is testing four finish textures. Panelists are assigned randomly to evaluate each texture. The test results are shown below. Each cell shows the average rating by panelists who evaluated each texture. Research question: Is mean rating affected by age group and/or by surface type?
Mean Ratings of Dashboard Surface Texture |
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Age Group | Shiny | Satin | Pebbled | Pattern |
Youth (under 21) | 6.6 | 6.7 | 5.6 | 4.6 |
Adult (21 to 39) | 5.3 | 5.8 | 6.0 | 5.6 |
Middle-Age (40 to 61) | 4.2 | 5.5 | 6.0 | 5.5 |
Senior (62 and over) | 3.7 | 4.0 | 6.1 |
4.1 |
(b) Fill in the missing data. (Round your SS values to 3 decimal places, F values to 2 decimal places, and other answers to 4 decimal places.)
Table of Means | |||
Mean | n | Std. Dev | |
Shiny | |||
Satin | |||
Pebbled | |||
Pattern | |||
Youth (Under 21) | |||
Adult (21 to 39) | |||
Middle-Age (40 to 61) | |||
Senior (62 and over) | |||
Total | |||
ANOVA Table | |||||
Source | SS | df | MS | F | p-value |
Rows (Age Group) | |||||
Columns (Surface) | |||||
Error | |||||
Total |
applying one way ANOVA on above data:
SUMMARY | mean | n | std dev | |
Shiny | 4.95 | 4 | 1.2871 | |
Satin | 5.5 | 4 | 1.1225 | |
Pebbled | 5.925 | 4 | 0.2217 | |
Pattern | 4.95 | 4 | 0.7234 | |
Youth (under 21) | 5.875 | 4 | 0.9845 | |
Adult (21 to 39) | 5.675 | 4 | 0.2986 | |
Middle-Age (40 to 61) | 5.3 | 4 | 0.7703 | |
Senior (62 and over) | 4.475 | 4 | 1.0966 |
Source of Variation | SS | df | MS | F | P-value |
Rows | 4.592 | 3 | 1.5306 | 2.34 | 0.1411 |
Columns | 2.687 | 3 | 0.8956 | 1.37 | 0.3126 |
Error | 5.876 | 9 | 0.6528 | ||
Total | 13.154 | 15 |
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