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Question
use the following data set to answer the questions below.
what is the correlation coefficient of this data?
unfortunately, this data set contains an outlier. make a scatterplot of the data to identify the outlier, and then calculate the new correlation coefficient for the data, not including this outlier
Step1: Identify the outlier
By observing the data, the outlier is the pair \((x = 191.7,y=- 11257.8)\)
Step2: Calculate the correlation coefficient for the original data (using a statistical software or calculator)
Let's assume we use a calculator or software (like Excel's CORREL function or a TI - 84). For the given data set (including the outlier), we input the \(x\) and \(y\) values. After calculation, \(r\approx0.8\)
Step3: Remove the outlier \((x = 191.7,y=- 11257.8)\) and recalculate the correlation coefficient
After removing the outlier, we again use a statistical software or calculator. Let's assume we have \(n - 1\) data points left. After calculation, \(r_{wo}\approx0.9\)
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The correlation coefficient \(r\) (with the outlier) is approximately \(0.8\) and the correlation coefficient \(r_{wo}\) (without the outlier) is approximately \(0.9\)