Question

A study was conducted to investigate the influence of a driver's age, number of driving years...

A study was conducted to investigate the influence of a driver's age, number of driving years and attention span (the higher, the more detailed) on the number of speeding tickets within the last five years. Given a driver at age 30, who has been driving for 10 years with an attention span score of 5, what is the number of tickets that can be expected?

TICKETS AGE YEARS SPAN
8 32 16 7
6 35 19 10
5 24 10 2
10 41 25 9
11 46 30 1
6 28 12 3
5 25 10 2
4 24 9 1
6 28 12 3
12 49 33 6
15 50 30 7
2 21 5 4
13 41 26 6
7 30 15 5
9 41 25 6
7 27 11 2
10 39 23 4
12 47 31 2
16 46 32 8
5 21 5 2
4 24 8 1
10 37 21 9
6 28 12 3
1 20 2 3
12 43 27 8
8 32 16 7
8 32 16 7
3 37 7 6
5 26 10 1
8 29 13 4
13 42 26 7
2 22 4 2
7 41 15 7
12 47 31 8
5 33 17 8
10 36 20 5
2 23 5 2

The appropriate test for this problem is:

a. correlation

b. regression

c. multiple regression

The obtained statistic is:

a. .883

b. .388

c. 83.01

d. 155.33

The associated p value is:

a. < .05

b. < .01

c. < .001

d. < .0001

Decision is:

a. reject the null

b. retain the null

Conclusion is (closest answer due to rounding error):

a. Y' = 6.44

b. Y' = 4.85

c. the older the age, the more the speeding tickets

d. no prediction can be drawn

Homework Answers

Answer #1

applying multiple regression on above data:

df SS MS F Significance F
Regression 3 465.98 155.33 83.01 0.0000
Residual 33 61.75 1.87
Total 36 527.73
Coefficients Standard Error t Stat P-value Lower 95%
Intercept 1.7750 1.4864 1.1941 0.2409 -1.2491
AGE -0.0433 0.0816 -0.5308 0.5991 -0.2093
YEARS 0.4310 0.0775 5.5586 0.0000 0.2732
SPAN 0.0128 0.1031 0.1237 0.9023 -0.1970

The appropriate test for this problem is: c. multiple regression

The obtained statistic is: c. 83.01

The associated p value is: d. < .0001

Decision is: a. reject the null

Conclusion is b. Y' = 4.85

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