Question
Alexa is training for a 10K race. For each of her training runs, she recorded the distance she ran and the time she ran. She made a scatter plot of her data and drew a trend line. Use the trend line to predict how long it would take Alexa to run 4.5 miles.
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)
- 40 minutes
- 45 minutes
- 35 minutes
- 42 minutes
The correct answer is: 45 minutes
For a distance of 4.5 miles, the trend line shows a time of 45 minutes. So, it will take Alexa about 45 minutes to run 4.5 miles.
For 1 mile alexa took 7.5 minute
for 2 miles she took 15 minutes
Similarily the trend of graph is clearly depicting the time taken for alexa to cover a distance of 4.5 mile is 45 minutes .
Related Questions to study
The slope is undefined means
Correct option is (a)
When there is increase in dependent variable without any change in independent variable the graph shows a vertical line which means the slope of the line is undefined
The slope is undefined means
Correct option is (a)
When there is increase in dependent variable without any change in independent variable the graph shows a vertical line which means the slope of the line is undefined
The slope is zero means
Correct option is (a).
when slop of any equation is zero it means there is no change in dependent variable with change in independent variable hence the graph becomes a horizontal line
The slope is zero means
Correct option is (a).
when slop of any equation is zero it means there is no change in dependent variable with change in independent variable hence the graph becomes a horizontal line
Which association has slope -1?
Which association has slope -1?
Which association has slope 1?
Which association has slope 1?
Which figure gives perfect linear correlation?
Which figure gives perfect linear correlation?
When the value of the independent variable increases and the value of the dependent variable
Increases such type of correlation is
When the value of the independent variable increases and the value of the dependent variable
Increases such type of correlation is
When the value of the independent variable increases and the value of the dependent variable
decreases such type of correlation is
The correct option is (a).
Reason : Whenever there is decrease in dependent variable with increase in independent the graph is downward with negative slope
When the value of the independent variable increases and the value of the dependent variable
decreases such type of correlation is
The correct option is (a).
Reason : Whenever there is decrease in dependent variable with increase in independent the graph is downward with negative slope
The scatter plot shows David’s height at various ages. Choose the right answer that describe the type of association between David’s age and his height.
![](data:image/png;base64,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)
The corerect option is (c)
Reason :
As the height of David increases with increase in his age , the graph is going upward as both the variable are increasing so it is a case of positive association and since there is almost constant change in both the variable it is shows linear relationship also
The scatter plot shows David’s height at various ages. Choose the right answer that describe the type of association between David’s age and his height.
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)
The corerect option is (c)
Reason :
As the height of David increases with increase in his age , the graph is going upward as both the variable are increasing so it is a case of positive association and since there is almost constant change in both the variable it is shows linear relationship also