In: Statistics and Probability
The following data show the percentage of U.S. adults who were users of tobacco for a recent 11-year period
Year | Percentage of Adults Who Smoke |
1 | 22.8 |
2 | 21 |
3 | 20.5 |
4 | 20.5 |
5 | 20.5 |
6 | 19 |
7 | 19.4 |
8 | 20.2 |
9 | 20.2 |
10 | 19.3 |
11 | 18.9 |
1. Use simple linear regression analysis to find the parameters
for the line that minimizes MSE for this time series. Do not round
your interim computations and round your final answers to three
decimal places.
y-intercept, b0 =
Slope, b1 =
MSE =
2. One of OSH’s goals is to cut the percentage of U.S. adults
who were users of tobacco to 12% or less within nine years of the
last year of these data. Does your regression model suggest that
OSH is on target to meet this goal?
3. Estimate the number of years that must pass after these data
have been collected before OSH will achieve this goal. Round your
answer to the nearest whole number in years.
Let y=Percentage of Adults Who Smoke
x=year
The regression line that we want ot estimate is
Using the data, we get the following
Calculate the sum of squares
The estimate of slope is
The estimate of intercept is
The sum of square error SSE is
The mean square error is
ans:
y-intercept, b0 = 21.785
Slope, b1 = -0.263
MSE = 0.517
2. One of OSH’s goals is to cut the percentage of U.S. adults who were users of tobacco to 12% or less within nine years of the last year of these data. Does your regression model suggest that OSH is on target to meet this goal?
The estimated regression equation is
The predicted percentage of U.S. adults who were users of tobacco in nine years of the last year of these data, which is x=11+9=20 is
That is, percentage of U.S. adults who were users of tobacco in nine years of the last year of these data is predicted to be 16.53%.
ans: the percentage of U.S. adults who were users of tobacco is not 12% or less within nine years of the last year of these data. Hence, regression model suggest that OSH is not on target to meet this goal.
3. Estimate the number of years that must pass after these data have been collected before OSH will achieve this goal. Round your answer to the nearest whole number in years.
We want to find x which will given us a predicted y=12
For year=37.25, the predicted value of y is 12%. That means 37.25-11=26.25 years need to pass for the percentage to be less than 12%
ans: the number of years that must pass after these data have been collected before OSH will achieve this goal is 26 years (rounding to the nearest whole number)
Note: If we round 37.25 to the nearest integer, it would be 37. This produces a predicted y=12.06%, which is greater than 12. Hence if we need the percentage to be 12% or less, then we need to round up 37.25 to 38. Hence number of years that must pass would then be 27 years