IM 8.6.6 Lesson: The Slope of a Fitted Line

Estimate the slope of the line.
[img]data:image/png;base64,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[/img]
Decide if there is an association between the two variables, and describe the situation using one of the sentences below.
[img]data:image/png;base64,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[/img][br][list][*]For these data, as ________________ increases, ________________ tends to increase.[/*][*]For these data, as ________________ increases, ________________ tends to decrease.[/*][*]For these data, ________________ and ________________ do not appear to be related.[/*][/list]
Decide if there is an association between the two variables, and describe the situation using one of the sentences below.
[img]data:image/png;base64,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[/img][br][list][*]For these data, as ________________ increases, ________________ tends to increase.[/*][*]For these data, as ________________ increases, ________________ tends to decrease.[/*][*]For these data, ________________ and ________________ do not appear to be related.[/*][/list]
Decide if there is an association between the two variables, and describe the situation using one of the sentences below.
[img]data:image/png;base64,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[/img][br][list][*]For these data, as ________________ increases, ________________ tends to increase.[/*][*]For these data, as ________________ increases, ________________ tends to decrease.[/*][*]For these data, ________________ and ________________ do not appear to be related.[/*][/list]
For each of the situations, a linear model for some data is shown.
[math]y=5,520.619x-1,091.393[/math][br][br][img]data:image/png;base64,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[/img][br]What is the slope of the line in the scatter plot?
What is the meaning of the slope?
[math]y=-0.011x+40.604[/math][br][br][img]data:image/png;base64,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[/img][br]What is the slope of the line in the scatter plot?
What is the meaning of the slope?
[math]y=0.59x-21.912[/math][br][br][img]data:image/png;base64,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[/img][br]What is the slope of the line in the scatter plot?
What is the meaning of the slope?
The scatter plot shows the weight and fuel efficiency data used in an earlier lesson along with a linear model represented by this equation:
[math]y=-0.0114x+41.3021[/math].[br][br][img]data:image/png;base64,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[/img][br]What is the value of the slope and what does it mean in this context?
What does the other number in the equation represent on the graph?
What does it mean in context?
Use the equation to predict the fuel efficiency of a car that weighs 100 kilograms.
Use the equation to predict the weight of a car that has a fuel efficiency of 22 mpg.
Which of these two predictions probably fits reality better? Explain.
Decide whether it makes sense to fit a linear model to the data.
[img]data:image/png;base64,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[/img][br]
If it does, would the graph of the model have a positive slope, a negative slope, or a slope of zero?
Decide whether it makes sense to fit a linear model to the data.
[img]data:image/png;base64,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[/img][br]
If it does, would the graph of the model have a positive slope, a negative slope, or a slope of zero?[br]
Decide whether it makes sense to fit a linear model to the data.
[img]data:image/png;base64,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[/img][br]
If it does, would the graph of the model have a positive slope, a negative slope, or a slope of zero?[br]
Decide whether it makes sense to fit a linear model to the data.
[img]data:image/png;base64,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[/img]
If it does, would the graph of the model have a positive slope, a negative slope, or a slope of zero?[br]
Decide whether it makes sense to fit a linear model to the data.
[img]data:image/png;base64,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[/img]
If it does, would the graph of the model have a positive slope, a negative slope, or a slope of zero?[br]
[img]data:image/png;base64,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[/img][br][br]Which of these scatter plots show evidence of a positive association between the variables?
Of a negative association? 
Which do not appear to show an association?

IM 8.6.6 Practice: The Slope of a Fitted Line

Which of these statements is true about the data in the scatter plot?
[img]data:image/png;base64,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[/img]
Here is a scatter plot that compares hits to at bats for players on a baseball team.
[img]data:image/png;base64,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[/img][br][br]Describe the relationship between the number of at bats and the number of hits using the data in the scatter plot.
The linear model for some butterfly data is given by the equation:
[size=150][math]y=0.238x+4.642[/math][br][br][img]data:image/png;base64,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[/img][img]data:image/png;base64,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[/img][br][size=100]Which of the following best describes the slope of the model?[/size][/size]
Nonstop, one-way flight times from O’Hare Airport in Chicago and prices of a one-way ticket are shown in the scatter plot. Circle any data that appear to be outliers.
Use the graph to estimate the difference between any outliers and their predicted values.
Solve:
[math]\begin{cases} y=\text-3x+13 \\ y=\text-2x+1 \\ \end{cases}[/math]

Information