In: Statistics and Probability
The data below represent commute times (in minutes) and scores on a well-being survey. Complete parts (a) through (d) below.
Commute Time (minutes), x |
5 |
15 |
25 |
40 |
60 |
84 |
105 |
||
---|---|---|---|---|---|---|---|---|---|
Well-Being Index Score, y |
69.2 |
68.1 |
67.2 |
66.5 |
65.3 |
64.7 |
62.8 |
(a) Find the least-squares regression line treating the commute time, x, as the explanatory variable and the index score, y, as the response variable.
y = [ ] x + [ ]
(b) Interpret the slope and y-intercept, if appropriate. Interpret the slope. Select the correct choice below and, if necessary, fill in the answer box to complete your choice.
A. For a commute time of zero minutes, the index score is predicted to be [ ]
B. For every unit increase in index score, the commute time falls by [ ] on average
C. For an index score of zero, the commute time is predicted to be [ ] minutes
D. For every unit increase in commute time, the index score falls by [ ] on average
E. It is not appropriate to interpret the slope
Interpret the y-intercept. Select the correct choice below and, if necessary, fill in the answer box to complete your choice
A. For an index score of zero, the commute time is predicted to be
[ ] minutes
B. For every unit increase in commute time, the index score falls by [ ] on average
C.For every unit increase in index score, the commute time falls by [ ] on average
D. For a commute time of zero minutes, the index score is predicted to be [ ]
E. It is not appropriate to interpret the y-intercept.
(c) Predict the well-being index of a person whose commute time is 30 minutes
The predicted index score is [ ]
(d) Suppose Barbara has a 20-minute commute and scores 67.1 on the survey. Is Barbara more "well-off" than the typical individual who has a 20-minute commute? Select the correct choice below and fill in the answer box to complete your choice.
A) No, Barbara is less well-off because the typical individual who has 20-minute commute scores [ ]
B) Yes, Barbara is more well-off because the typical individual who has a 20-minute commute scores [ ]
(I'm solving all 4 parts, please upvote)
a.
y = -0.058*x + 69.018
b.
y intercept, x intercept is not appropraite as 0 commute time or happiness score mamke no sense
also x is independent so we interpret based on increase in commute time
For every unit increase in commute time, the index score falls by [ 0.058 ] on average
c.
y = -0.058*x + 69.018
= -0.058*30 + 69.018
= 67.278
d.
for typical individual :
y = -0.058*x + 69.018
= -0.058*20 + 69.018
= 67.858
score of barbara = 67.1
score of barbara < typical individual
answer : option A : No, Barbara is less well-off because the typical individual who has 20-minute commute scores [ 67.858]
(PLEASE UPVOTE, for the hardwork in this lengthy solution)