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use the given data to find the equation of the regression line. examine…

Question

use the given data to find the equation of the regression line. examine the scatterplot and identify a characteristic of the data that is ignored by the regression line.
x 11 9 13 10 10 13 7 4 11 8 5
y 7.81 6.44 12.67 7.4 7.61 8.89 5.8 5.44 8.03 6.23 5.92
create a scatterplot of the data. choose the correct graph below.
a.
b.
c.
d.

Explanation:

Step1: Analyze x and y values

First, list out the x and y pairs: (11,7.81), (9,6.44), (13,12.67), (10,7.4), (10,7.61), (13,8.89), (7,5.8), (4,5.44), (11,8.03), (8,6.23), (5,5.92). Notice that when x is 13, there are two y - values (12.67 and 8.89), when x is 10, two y - values (7.4 and 7.61), and when x is 11, two y - values (7.81 and 8.03). Also, the x - values range from 4 to 13, and y - values from ~5.44 to 12.67.

Step2: Compare with graphs

  • Graph A: Has a point around x = 15, y = 13 - 14, which matches the (13,12.67) point. Also, the other points cluster around lower x and y, with the two - x (10,11,13) having multiple y - points.
  • Graph B: The points seem to have a different distribution, with a more linear trend in the lower x, but the multiple y - points for same x are not as clear.
  • Graph C: The point at x = 15 is not as high as 12.67, and the clustering is different.
  • Graph D: The point at x = 15 is not as high as 12.67, and the spread of y - values for same x is not captured.

Looking at the data, when x = 13, y = 12.67 is a relatively high point. Graph A has a point in the upper range (around x = 15, y = 13) which corresponds to (13,12.67) (since x = 13 is close to x = 15 in the graph's scale). Also, the multiple points for x = 10,11,13 (with different y - values) are represented in Graph A with the cluster and the high - y point.

Answer:

A. The graph labeled A