The American Association of Individual Investors (AAII) On-Line Discount Broker Survey polls members on their experiences with discount brokers. As part of the survey, members were asked to rate the quality of the speed of execution with their broker as well as provide an overall satisfaction rating for electronic trades. Possible responses (scores) were no opinion (0), unsatisfied (1), somewhat satisfied (2), satisfied (3), and very satisfied (4). For each broker summary scores were computed by calculating a weighted average of the scores provided by each respondent. Suppose a portion of the survey results follow.
Brokerage | Speed | Satisfaction |
---|---|---|
A | 3.4 | 3.5 |
B | 3.3 | 3.2 |
C | 3.4 | 3.9 |
D | 3.6 | 3.9 |
E | 3.2 | 2.9 |
F | 3.8 | 2.8 |
G | 3.8 | 3.6 |
H | 2.6 | 2.6 |
I | 2.7 | 2.3 |
J | 4.0 | 4.0 |
K | 2.5 | 2.5 |
These ratings data on x = the quality of the speed of execution and y = overall satisfaction with electronic trades provided the estimated regression equation ŷ = 0.128 + 0.931x. At the 0.05 level of significance, test whether speed of execution and overall satisfaction are related. (Use the F test.)
Set up the ANOVA table. (Round your for F to two decimal places and all other values to three decimal places.)
Source of Variation |
Sum of Squares |
Degrees of Freedom |
Mean Square |
F | p-value |
---|---|---|---|---|---|
Regression | .005 | ||||
Error | |||||
Total |
Find the value of the test statistic. (Round your answer to two decimal places.)____
The statistic software output for this problem is :
Simple linear regression results:
Dependent Variable: Satisfaction
Independent Variable: Speed
Satisfaction = 0.12846154 + 0.93076923 Speed
Sample size: 11
R (correlation coefficient) = 0.77193866
R-sq = 0.5958893
Estimate of error standard deviation: 0.41197876
Analysis of variance table for regression model:
Source | DF | SS | MS | F-stat | P-value |
---|---|---|---|---|---|
Model | 1 | 2.252 | 2.2524615 | 13.27 | 0.0054 |
Error | 9 | 1.528 | 0.170 | ||
Total | 10 | 3.78 |
the value of the test statistic = 13.27
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