Math Problem Statement

An automobile company is running a new television commercial in five cities with approximately the same population. The following table shows the number of times the commercial is run on TV in each city and the number of car sales (in hundreds). Find the Pearson correlation coefficient r for the data given in the table. Round any intermediate calculations to no less than six decimal places, and round your final answer to three decimal places.   Number of TV commercials, x

55

6

13

14

19

Car sales, y (in hundreds)

3

2

9

5

8

Solution

To calculate the Pearson correlation coefficient rr for the given data, we use the following formula:

[ r = \frac{n(\sum xy) - (\sum x)(\sum y)}{\sqrt{[n \sum x^2 - (\sum x)^2][n \sum y^2 - (\sum y)^2]}} ]

Where:

  • xx is the number of TV commercials.
  • yy is the number of car sales (in hundreds).
  • nn is the number of data points (in this case, 5).

Let's break this down step-by-step:

Step 1: Organize the data

CityNumber of TV commercials, xxCar sales yy (in hundreds)
1553
262
3139
4145
5198

Step 2: Calculate the required values

We need to compute the following sums:

  1. x\sum x — sum of all xx values.
  2. y\sum y — sum of all yy values.
  3. x2\sum x^2 — sum of all x2x^2 values.
  4. y2\sum y^2 — sum of all y2y^2 values.
  5. xy\sum xy — sum of the products of corresponding xx and yy.

x=55+6+13+14+19=107\sum x = 55 + 6 + 13 + 14 + 19 = 107 y=3+2+9+5+8=27\sum y = 3 + 2 + 9 + 5 + 8 = 27 x2=552+62+132+142+192=3025+36+169+196+361=3787\sum x^2 = 55^2 + 6^2 + 13^2 + 14^2 + 19^2 = 3025 + 36 + 169 + 196 + 361 = 3787 y2=32+22+92+52+82=9+4+81+25+64=183\sum y^2 = 3^2 + 2^2 + 9^2 + 5^2 + 8^2 = 9 + 4 + 81 + 25 + 64 = 183 xy=(55×3)+(6×2)+(13×9)+(14×5)+(19×8)=165+12+117+70+152=516\sum xy = (55 \times 3) + (6 \times 2) + (13 \times 9) + (14 \times 5) + (19 \times 8) = 165 + 12 + 117 + 70 + 152 = 516

Step 3: Apply the Pearson correlation coefficient formula

[ r = \frac{n(\sum xy) - (\sum x)(\sum y)}{\sqrt{[n \sum x^2 - (\sum x)^2][n \sum y^2 - (\sum y)^2]}} ]

Substitute the

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Math Problem Analysis

Mathematical Concepts

Statistics
Correlation
Pearson Correlation Coefficient

Formulas

Pearson correlation coefficient formula: r = [n(∑xy) - (∑x)(∑y)] / √([n∑x² - (∑x)²][n∑y² - (∑y)²])

Theorems

Pearson's correlation

Suitable Grade Level

Grades 11-12, College Level