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Construct and interpret scatter plots

A scatter plot represents paired quantitative data by placing each ordered pair at the intersection of appropriately scaled, labeled axes, preserving the correspondence between the two variables. Interpretation focuses on the direction, form, and strength of association, including linear or nonlinear patterns, clusters, gaps, and possible outliers; an apparent association does not by itself establish causation. The understanding supports later correlation and regression analysis without requiring advanced statistical modeling or formal causal inference.

Detailed Explanation: Construct and interpret scatter plots

A scatter plot shows how two quantitative variables are paired. Each data pair is written as an ordered pair (x,y)(x,y) and plotted where the horizontal and vertical coordinates meet.

Example

A teacher records the number of hours students studied and their test scores.

Hours studied, xxTest score, yy
155
262
267
370
476
582
560
688

1. Choose and label the axes

Use the variable that may help explain or predict the other variable on the horizontal axis.

  • Horizontal axis: Hours studied
  • Vertical axis: Test score

Label both axes and include units when appropriate.

2. Choose an appropriate scale

The hours range from 11 to 66, so the horizontal axis could go from 00 to 66, counting by 11.

The scores range from 5555 to 8888, so the vertical axis could go from 5050 to 9090, counting by 55 or 1010.

The scale should be even and large enough to include every data value.

3. Plot each ordered pair

Rewrite the data as ordered pairs:

(1,55), (2,62), (2,67), (3,70), (4,76), (5,82), (5,60), (6,88)(1,55),\ (2,62),\ (2,67),\ (3,70),\ (4,76),\ (5,82),\ (5,60),\ (6,88)

For example:

  • Plot (1,55)(1,55) by moving to 11 on the horizontal axis and up to 5555 on the vertical axis.
  • Plot (2,62)(2,62) by moving to 22 and up to 6262.
  • Plot (2,67)(2,67) separately. Two students studied for 22 hours, so there must be two points with x=2x=2.
  • Continue until every ordered pair is plotted.

Do not rearrange the values. In (5,60)(5,60), the 55 means 55 hours studied and the 6060 means a test score of 6060.

Interpret the pattern

Look for the direction, form, and strength of the association.

  • Direction: The plot has a positive association because test scores generally increase as study hours increase.
  • Form: The points follow a roughly linear pattern, meaning they tend to lie around a straight line.
  • Strength: The association is moderately strong because most points are fairly close to the upward trend, although not all points fit it perfectly.
  • Possible outlier: The point (5,60)(5,60) is unusual. A student who studied for 55 hours scored much lower than the other students who studied for several hours.

A reasonable conclusion is:

In this group, students who studied more hours generally earned higher test scores. The pattern is roughly linear and moderately strong, but (5,60)(5,60) may be an outlier.

An association does not prove that studying more caused the higher scores. Other factors, such as prior knowledge or test difficulty, could also affect the results.

Learn by doing: Construct and interpret scatter plots

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Graphing - Create Scatter Plot from Data Set


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