Math Problem Statement

Consider the relationship between the number of bids an item on eBay received and the item's selling price. The following is a sample of 5 items sold through an auction.

Price in Dollars 23 35 38 41 47 Number of Bids 13 14 15 18 19

Step 3 of 3 : Calculate the correlation coefficient, r. Round your answer to three decimal places.

Solution

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

r=nxyxy(nx2(x)2)(ny2(y)2)r = \frac{n\sum xy - \sum x \sum y}{\sqrt{\left(n\sum x^2 - (\sum x)^2\right)\left(n\sum y^2 - (\sum y)^2\right)}}

Where:

  • xx is the number of bids,
  • yy is the item's selling price in dollars,
  • nn is the number of data points (which is 5 in this case).

We are given the following dataTo calculate the correlation coefficient rr for the given data, we can use the formula for the Pearson correlation coefficient:

r=nxyxy(nx2(x)2)(ny2(y)2)r = \frac{n\sum xy - \sum x \sum y}{\sqrt{\left(n\sum x^2 - (\sum x)^2\right)\left(n\sum y^2 - (\sum y)^2\right)}}

Where:

  • xx is the number of bids,
  • yy is the item's selling price in dollars,
  • nn is the number of data points (which is 5 in this case).

We are given the following

x={13,14,15,18,19}x = \{13, 14, 15, 18, 19\} y={23,35,38,41,47}y = \{23, 35, 38, 41, 47\}

Let's calculate the correlation coefficient step by step.

Step 1: Compute the necessary sums

x=13+14+15+18+19=79\sum x = 13 + 14 + 15 + 18 + 19 = 79 y=23+35+38+41+47=184\sum y = 23 + 35 + 38 + 41 + 47 = 184 x2=132+142+152+182+192=169+196+225+324+361=1275\sum x^2 = 13^2 + 14^2 + 15^2 + 18^2 + 19^2 = 169 + 196 + 225 + 324 + 361 = 1275 y2=232+352+382+412+472=529+1225+1444+1681+2209=7088\sum y^2 = 23^2 + 35^2 + 38^2 + 41^2 + 47^2 = 529 + 1225 + 1444 + 1681 + 2209 = 7088 xy=(13×23)+(14×35)+(15×38)+(18×41)+(19×47)\sum xy = (13 \times 23) + (14 \times 35) + (15 \times 38) + (18 \times 41) + (19 \times 47) xy=299+490+570+738+893=2990\sum xy = 299 + 490 + 570 + 738 + 893 = 2990

Step 2: Plug values into the correlation coefficient formula

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Math Problem Analysis

Mathematical Concepts

Statistics
Correlation
Linear Relationships

Formulas

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

Theorems

Pearson Correlation Coefficient

Suitable Grade Level

Grades 10-12