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. A portion of the survey results follow (AAII website, February 7, 2012).
Brokerage | Speed of execution | Satisfaction |
Scottrade, Inc. | 3.4 | 3.5 |
Charles Schwab | 3.3 | 3.4 |
Fidelity Brokerage Services | 3.4 | 3.9 |
TD Ameritrade | 3.6 | 3.7 |
E*Trade Financial | 3.2 | 2.9 |
We want to predict "Satisfaction" using "Speed of execution".
A- Compute F statistic.
B- Based on the F statistic, Use 5% significance level. What is the critical value for F statistic
using excel data analysis tool for regression,steps are:
write data>menu>data>data
analysis>regression>enter required labels>ok> and
following o/p is obtained
Multiple R | 0.75144 | |||||
R Square | 0.56466 | |||||
Adjusted R Square | 0.41955 | |||||
Standard Error | 0.28710 | |||||
Observations | 5 | |||||
ANOVA | ||||||
df | SS | MS | F | Significance F | ||
Regression | 1 | 0.32 | 0.32 | 3.8912 | 0.1431 | |
Residual | 3 | 0.25 | 0.08 | |||
Total | 4 | 0.57 | ||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | |
Intercept | -2.9727 | 3.2737 | -0.9081 | 0.4308 | -13.391 | 7.446 |
X | 1.9091 | 0.9678 | 1.9726 | 0.143083161 | -1.171 | 4.989 |
A)
from above o/p
F-stat = 3.891
B)
at α=0.05,df=1 and 3
F-critical value=10.128 excel function: =F.INV.RT(0.05,1,3) ]
since, F-stat < critical value, Fail to reject Ho
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