Question

In: Statistics and Probability

Problem 6-23 (Algorithmic) The medical community unanimously agrees on the health benefits of regular exercise, but...

Problem 6-23 (Algorithmic)

The medical community unanimously agrees on the health benefits of regular exercise, but are adults listening? During each of the past 15 years, a polling organization has surveyed americans about their exercise habits. In the most recent of these polls, slightly over half of all American adults reported that they exercise for 30 or more minutes at least three times per week. The following data show the percentages of adults who reported that they exercise for 30 or more minutes at least three times per week during each of the 15 years of this study.

Year Percentage of Adults Who Exercise 30 or more minutes at least three times per week 1

year. percentage of adults who exercise 30 minutes or more minutes at least three times per week

1 41.9

2 45.5

3 47.3

4 45.8

5 46.7

6 44.7

7 47.9

8 50.4

9 48.4

10 49.3

11 49.6

12 52.6

13 50.6

14 55.1

15 52.4

  1. Does a linear trend appear to be present?


  2. use simple linear regression 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 four decimal places. For subtractive or negative numbers use a minus sign. (Example: -300)

    y-intercept, b0 =

    Slope, b1 =

    MSE =
  3. Use the trend equation from part (b) to forecast the percentage of adults next year (year 16 of the study) who will report that they exercise for 30 or more minutes at least three times per week. Do not round your interim computations and round your final answers to four decimal places. For subtractive or negative numbers use a minus sign. (Example: -300)

    %
  4. Use the trend equation from part (b) to forecast the percentage of adults three years from now (year 18 of the study) who will report that they exercise for 30 or more minutes at least three times per week. Do not round your interim computations and round your final answers to four decimal places. For subtractive or negative numbers use a minus sign. (Example: -300)

    %

Solutions

Expert Solution

(a) Yes

(b) y-intercept, b0 = 43.0267
Slope, b1 = 0.69
MSE = 2.0966

(c) 54.0667

(d) 55.4467

The calculations are:

Period Demand (y) Period(x) Forecast Error Absolute Squared Abs Pct Err
Period 1 41.9 1 43.71667 -1.81667 1.816667 3.300278 04.34%
Period 2 45.5 2 44.40667 1.093333 1.093333 1.195378 02.40%
Period 3 47.3 3 45.09667 2.203333 2.203333 4.854678 04.66%
Period 4 45.8 4 45.78667 0.013333 0.013333 0.000178 00.03%
Period 5 46.7 5 46.47667 0.223333 0.223333 0.049878 00.48%
Period 6 44.7 6 47.16667 -2.46667 2.466667 6.084444 05.52%
Period 7 47.9 7 47.85667 0.043333 0.043333 0.001878 00.09%
Period 8 50.4 8 48.54667 1.853333 1.853333 3.434844 03.68%
Period 9 48.4 9 49.23667 -0.83667 0.836667 0.700011 01.73%
Period 10 49.3 10 49.92667 -0.62667 0.626667 0.392711 01.27%
Period 11 49.6 11 50.61667 -1.01667 1.016667 1.033611 02.05%
Period 12 52.6 12 51.30667 1.293333 1.293333 1.672711 02.46%
Period 13 50.6 13 51.99667 -1.39667 1.396667 1.950678 02.76%
Period 14 55.1 14 52.68667 2.413333 2.413333 5.824178 04.38%
Period 15 52.4 15 53.37667 -0.97667 0.976667 0.953878 01.86%
Total 1.28E-13 18.27333 31.44933 37.70%
Intercept 43.0267 Average 8.53E-15 1.218222 2.0966 02.51%
Slope 0.69 Bias MAD MSE MAPE
SE 1.555371
Forecast 54.0667 16
55.4467 18 Correlation 0.899509
Coefficient of determination 0.809117

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