IM Alg1.3.7 Lesson: The Correlation Coefficient

Which one doesn’t belong?
[table][tr][td]A[/td][td]B[/td][/tr][tr][td][img]data:image/png;base64,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[/img][/td][td][img]data:image/png;base64,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[/img][/td][/tr][tr][td]C[/td][td]D[/td][/tr][tr][td][img]data:image/png;base64,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[/img][br][/td][td][img]data:image/png;base64,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[/img][br][/td][/tr][/table]
Sort the cards into 2 categories of your choosing.
Explain the meaning of your categories.
Then, sort the cards into 2 categories in a different way.
Explain the meaning of your new categories.
Take turns with your partner to match a scatter plot with a correlation coefficient.
For each match you find, explain to your partner how you know it’s a match.[br]For each match your partner finds, listen carefully to their explanation. If you disagree, discuss your thinking and work to reach an agreement.[br]
Jada wants to know if the speed that people walk is correlated with their texting speed.
[size=150]To investigate this, she measured the distance, in feet, that 5 of her friends walked in 30 seconds and the number of characters they texted during that time. Each of the 5 friends took 4 walks for a total of 20 walks. Here are the results of the first 20 walks.[br][table][tr][td][img]data:image/png;base64,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[/img][/td][td][img]data:image/png;base64,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[/img][/td][/tr][/table][/size][br][size=150]Over the next few days, the same 5 friends practiced walking and texting to see if they could walk faster and text more characters. They did not record any more data while practicing. After practicing, each of the 5 friends took another 4 walks. Here are the results of the final 20 walks.[/size][br][br]What do you notice about the 2 scatter plots?[br]
[size=150]Jada noticed that her friends walked further and texted faster during the last 20 walks than they did during the first 20 walks. Since both were faster, she predicts that the correlation coefficient of the line of best fit for the last 20 walks will be closer to -1 then the correlation coefficient of the line of best fit for the first 20 walks.[/size][br]Do you agree with Jada? Explain your reasoning.[br]
Use technology to find an equation of the line of best fit and the correlation coefficient for each data set.
Was your answer to the previous question correct?[br]
Why do you think the correlation coefficients for the 2 data sets are so different? Explain your reasoning.[br]

IM Alg1.3.7 Practice: The Correlation Coefficient

Select [b]all[/b] the values for [math]r[/math] that indicate a positive slope for the line of best fit.
The correlation coefficient, [math]r[/math], is given for several different linear models for a data set. Which value for r indicates the best fit for the data?
Which of the values is the best estimate of the correlation coefficient for the line of best fit shown in the scatter plot?
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[/img]
A study investigated the relationship between the amount of daily food waste measured in pounds and the number of people in a household.
The data in the table displays the results of the study. [br][br][img]data:image/png;base64,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[/img][br][br]Create the line of best fit for the data in the table.
What is the equation of the line of best fit for this data? Round numbers to two decimal places.
What is the slope of the line of best fit? What does it mean in this situation? Is this realistic?
What is the [math]y[/math]-intercept of the line of best fit? What does it mean in this situation? Is this realistic?[br]
A table of values and the plot of the residuals for the line of best fit are shown.
[br][table][tr][td][img]data:image/png;base64,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[/img][/td][td][img]data:image/png;base64,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[/img][/td][/tr][/table][br]Which point does the line estimate the best?
Which point does the line estimate the worst?
Tyler creates a scatter plot that displays the relationship between the grams of food a hamster eats, x, and the total number of rotations that the hamster’s wheel makes, y.
Tyler creates a line of best fit and finds that the residual for the point [math]\left(1.4,1250\right)[/math]is -132. The point  [math]\left(1.2,1364\right)[/math]has a residual of 117. Interpret the meaning of 117 in the context of the problem.

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