In this section, you will compare linear and non-linear associations in order to distinguish between the two types of association in bivariate data. An association between two data sets occurs when there is a relationship between the values in one data set and the values in the other data set.

This activity might not be viewable on your mobile device. Interactive exercise. Assistance may be required. Use The ScatterPlot grapher by clicking the image below. The grapher will open in a new tab or window.

screen shot from the Shodor interactive scatterplot grapher

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  1. The table below contains data relating the weight of an alligator in pounds to the length of an alligator in inches.

    Alligator Size
    Weight of Alligator
    (pounds)
    Length of Alligator
    (inches)
    86
    83
    88
    70
    72
    61
    74
    54
    61
    44
    90
    106
    89
    84
    68
    39
    76
    42
    114
    197
    90
    102
    78
    57
    94
    130
    74
    51
    147
    640
    58
    28
    86
    80
    94
    110
    63
    33
    86
    90
    69
    36
    72
    38
    128
    366
    85
    84
    82
    80

    Copy the numeric portion of the data only (i.e., do not copy the row headers). Paste the data into the Data box of the grapher.

  2. In the grapher, use the radio buttons to show the Light Grid Lines and change the plot type to Scatter.
    Image showing Light Grid Lines radio button and Scatter radio button selected
  3. Click the Plot/Update button to generate a scatterplot.

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    See a sample graph.

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  4. Do the data points appear to follow a linear trend?

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    No. The points appear to curve upward, especially when the length of the alligator is more than about 100 inches. Close Pop Up

     

  5. Do the data points represent a reasonably constant rate of change?

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    Check Your Answer

    No. As the length of the alligator increases, the weight of the alligator also increases, but not at a reasonably constant rate of change. Once the alligator is about 90 inches in length, there is a larger increase in weight for each inch of increase in length.Close Pop Up

     


This activity might not be viewable on your mobile device. Interactive exercise. Assistance may be required. Use The Scatter Plot grapher by clicking the image below. The grapher will open in a new tab or window.

screen shot from the Shodor interactive scatterplot grapher

Click for additional directions on how to use the grapher.

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  1. The table below contains data relating the length of an alligator in centimeters to the belly width of an alligator in centimeters.
    Alligator Size
    Length of Alligator
    (centimeters)
    Belly Width of Alligator
    (centimeters)
    45
    9
    48
    10
    48
    8
    50
    11
    55
    11
    56
    13
    60
    12
    62
    13
    65
    14
    68
    14
    70
    15
    72
    17
    76
    17
    80
    18
    82
    17
    84
    19
    88
    20
    90
    21
    92
    23
    94
    22
    100
    23
    103
    23
    105
    24
    107
    26

    Copy the numeric portion of the data only (i.e., do not copy the row headers). Paste the data into the Data box of the grapher.

  2. In the grapher, use the radio buttons to show the Light Grid Lines and change the plot type to Scatter.
    Image showing Light Grid Lines radio button and Scatter radio button selected
  3. Click the Plot/Update button to generate a scatterplot. Use the scatterplot to answer the questions below.

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    See a sample graph.

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  4. Do the data points appear to follow a linear trend?

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    Check Your Answer

    Yes. The points representing the data appear to follow a straight line. Close Pop Up

     

  5. Do the data points represent a reasonably constant rate of change?

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    Check Your Answer

    Yes. The belly width seems to increase at a reasonably constant rate of change as compared to the alligator length. For each increase of 1 centimeter in length, there seems to be the same increase in belly width.Close Pop Up

     


Data sets could have a linear association or a non-linear association. But not all data sets have an association. For example, consider the graph below that shows the relationship between the population according to the 2010 U.S. Census of each state and that state’s average 8th grade math score on a national mathematics test in 2013.

  1. Does the data set appear to show a linear association, a non-linear association, or no association?

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    Check Your Answer

    There appears to be no association between a state’s population and its average 8th grade math score. The data values in the scatterplot do not appear to follow a linear trend or a curved, non-linear trend.Close Pop Up

     


Pause and Reflect

When you look at a scatterplot of data, how can you tell the difference between the appearance of the scatterplot with a linear association or a scatterplot with a non-linear association?

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A scatterplot with a linear association contains data points that come close to following a straight line. A scatterplot with a non-linear association contains data points that do not follow a straight line, but follow some sort of pattern, like a curve.Close Pop Up

How do the rates of change for linear associations and non-linear associations compare?

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Check Your Answer

A linear association has a reasonably constant rate of change. A non-linear association does not have a reasonably constant rate of change.Close Pop Up

Practice

    For each of the data sets below, decide whether the scatterplot best represents a linear association or non-linear association.


  1. Interactive popup. Assistance may be required.

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    Do the data points follow a straight line?Close Pop Up
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    Check Your Answer

    Non-linear associationClose Pop Up

  2. Interactive popup. Assistance may be required.

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    Do the data points follow a straight line?Close Pop Up
    Interactive popup. Assistance may be required.

    Check Your Answer

    Linear associationClose Pop Up

  3. Interactive popup. Assistance may be required.

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    Do the data points follow a straight line?Close Pop Up
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    Linear associationClose Pop Up