Statistics Canada produces consumer price indexes for several different categories. Shown here are the percentage changes in consumer price indexes over a period of 22 years for durable goods, semidurable goods, and nondurable goods. Also displayed are the percentage changes in total goods price index. Use these data and multiple regression to develop a model that attempts to predict the total goods index by the other three variables. Comment on the result of this analysis. Year   Total Goods   Durable Goods   Semidurable Goods   Nondurable Goods 1   85.7   89.4   91.9   83.2 2   86.4   90.4   92.5   83.8 3   87.8   92.5   93.4   85.2 4   86.8   96.0   94.2   81.6 5   88.4   99.0   94.9   82.9 6   89.9   100.8   95.4   84.4 7   91.2   101.6   97.0   86.0 8   91.4   101.5   97.7   86.1 9   93.1   101.5   99.2   88.4 10   96.0   100.8   99.6   93.3 11   98.4   100.1   100.3   97.4 12   100   100   100   100 13   101.9   99.2   98.6   104.3 14   103.4   97.5   98.2   107.9 15   105.8   96.9   97.7   112.6 16   107.1   96.2   96.2   115.9 17   108.0   94.7   96.0   118.4 18   109.4   89.7   94.5   124.5 19   107.6   86.9   94.5   122.6 20   109.2   87.0   93.3   126.0 21   112.9   86.0   93.5   133.7 22   114..0   85.5   93.4   136.1

Linear Algebra: A Modern Introduction
4th Edition
ISBN:9781285463247
Author:David Poole
Publisher:David Poole
Chapter7: Distance And Approximation
Section7.3: Least Squares Approximation
Problem 31EQ
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Statistics Canada produces consumer price indexes for several different categories. Shown here are the percentage changes in consumer price indexes over a period of 22 years for durable goods, semidurable goods, and nondurable goods. Also displayed are the percentage changes in total goods price index. Use these data and multiple regression to develop a model that attempts to predict the total goods index by the other three variables. Comment on the result of this analysis.

Year
 
Total
Goods
 
Durable
Goods
 
Semidurable
Goods
 
Nondurable
Goods
1
  85.7   89.4   91.9   83.2
2
  86.4   90.4   92.5   83.8
3
  87.8   92.5   93.4   85.2
4
  86.8   96.0   94.2   81.6
5
  88.4   99.0   94.9   82.9
6
  89.9   100.8   95.4   84.4
7
  91.2   101.6   97.0   86.0
8
  91.4   101.5   97.7   86.1
9
  93.1   101.5   99.2   88.4
10
  96.0   100.8   99.6   93.3
11
  98.4   100.1   100.3   97.4
12
  100   100   100   100
13
  101.9   99.2   98.6   104.3
14
  103.4   97.5   98.2   107.9
15
  105.8   96.9   97.7   112.6
16
  107.1   96.2   96.2   115.9
17
  108.0   94.7   96.0   118.4
18
  109.4   89.7   94.5   124.5
19
  107.6   86.9   94.5   122.6
20
  109.2   87.0   93.3   126.0
21
  112.9   86.0   93.5   133.7
22
  114..0   85.5   93.4   136.1
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