14.36 Ecological correlation. Many studies reveal a positive correlation between income and number of years of education. To investigate this, a researcher makes two plots. Plot 1: Plot the number of years of education (the explanatory variable) versus the average annual income of all adults having that many years of education (the response variable). Plot 2: Plot the number of years of education (the explanatory variable) versus the individual annual incomes of all adults (the response variable).

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14.36 Ecological correlation. Many studies reveal a positive correlation between income
and number of years of education. To investigate this, a researcher makes two plots.
Plot 1: Plot the number of years of education (the explanatory variable) versus the average
annual income of all adults having that many years of education (the response variable).
Plot 2: Plot the number of years of education (the explanatory variable) versus the individual
annual incomes of all adults (the response variable).
Transcribed Image Text:14.36 Ecological correlation. Many studies reveal a positive correlation between income and number of years of education. To investigate this, a researcher makes two plots. Plot 1: Plot the number of years of education (the explanatory variable) versus the average annual income of all adults having that many years of education (the response variable). Plot 2: Plot the number of years of education (the explanatory variable) versus the individual annual incomes of all adults (the response variable).
Which plot will display a stronger correlation? (Hint: Which plot will display a greater
amount of scatter? In particular, will the variation from individual to individual having the
same number of years of education create more or less scatter in Plot 2 compared with
plotting the average incomes in Plot 1? What effect will increased scatter have on the
strength of the association we observe?)
Note: A correlation based on averages rather than on individuals is called an ecological
correlation. Correlations based on averages can be misleading if they are interpreted to be
about individuals.
Transcribed Image Text:Which plot will display a stronger correlation? (Hint: Which plot will display a greater amount of scatter? In particular, will the variation from individual to individual having the same number of years of education create more or less scatter in Plot 2 compared with plotting the average incomes in Plot 1? What effect will increased scatter have on the strength of the association we observe?) Note: A correlation based on averages rather than on individuals is called an ecological correlation. Correlations based on averages can be misleading if they are interpreted to be about individuals.
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