Deck 10: Correlation and Regression

ملء الشاشة (f)
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سؤال
A regression line was calculated as A regression line was calculated as   .The slope of this line is -3.2.<div style=padding-top: 35px> .The slope of this line is -3.2.
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سؤال
The standard error of estimate is the standard deviation of the observed x-values about the predicted The standard error of estimate is the standard deviation of the observed x-values about the predicted   values.<div style=padding-top: 35px> values.
سؤال
With enough variables, it is possible to get an With enough variables, it is possible to get an   value close to 1, even if the variables have no particular meaning in the model.<div style=padding-top: 35px> value close to 1, even if the variables have no particular
meaning in the model.
سؤال
The range of the correlation coefficient is from 0 to 1.
سؤال
A positive relationship exists when both variables increase or decrease at the same time.
سؤال
A correlation coefficient of 0.96 would mean that the values of x increase as the values of y decrease.
سؤال
When the x-axis and y-axis have been truncated, the y-intercept can be used to graph the regression
line.
سؤال
Using a regression line of Using a regression line of   , a value of x = 3.6 would result in a predicted value of   .<div style=padding-top: 35px> , a value of x = 3.6 would result in a predicted value of Using a regression line of   , a value of x = 3.6 would result in a predicted value of   .<div style=padding-top: 35px> .
سؤال
If one found that the sum of the residuals from a regression line (with an intercept) was a large negative
value, one could conclude that there is a negative relationship between the independent and dependent
variables.
There must have been a calculation error since the residuals sum to 0 (apart from rounding error).
سؤال
The standard error of estimate is the square root of the unexplained variation.
سؤال
The symbol used for the multiple correlation coefficient is R.
سؤال
If there are three independent variables If there are three independent variables   available, then the value of   for a multiple regression of y using   will always be smaller than the value of   for a multiple regression of y using just  <div style=padding-top: 35px> available, then the value of If there are three independent variables   available, then the value of   for a multiple regression of y using   will always be smaller than the value of   for a multiple regression of y using just  <div style=padding-top: 35px> for a multiple
regression of y using If there are three independent variables   available, then the value of   for a multiple regression of y using   will always be smaller than the value of   for a multiple regression of y using just  <div style=padding-top: 35px> will always be smaller than the value of If there are three independent variables   available, then the value of   for a multiple regression of y using   will always be smaller than the value of   for a multiple regression of y using just  <div style=padding-top: 35px> for a multiple regression of y
using just If there are three independent variables   available, then the value of   for a multiple regression of y using   will always be smaller than the value of   for a multiple regression of y using just  <div style=padding-top: 35px>
سؤال
The two variables in a scatter plot are called the

A)Independent variable and dependent variable
B)Relative frequency and relative proportion
C)Spread and pattern
D)Lines and points
سؤال
The possible relationship between pairs of data values could be examined from a

A)Histogram
B)Scatter plot
C)Pareto graph
D)Pie chart
سؤال
Regression is a statistical method used to describe the nature of the relationship between variables.
سؤال
A positive linear relationship exists when the points in a Pareto graph fall approximately in an ascending
straight line.
سؤال
The population correlation coefficient is computed by using all possible pairs of data values x, y taken
from a population.
سؤال
If the correlation between two variables is computed to be 0.012, one can conclude that there is
essentially no relation between the two variables.
سؤال
The rounding rule for the correlation coefficient uses two decimal places.
سؤال
A regression line can be used to show trends in data.
سؤال
Compute the correlation coefficient for the data below <strong>Compute the correlation coefficient for the data below  </strong> A)0.942 B)-0.347 C)-0.496 D)-0.992 <div style=padding-top: 35px>

A)0.942
B)-0.347
C)-0.496
D)-0.992
سؤال
Test the significance of the correlation coefficient r at <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)   <div style=padding-top: 35px> for the data below. <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)   <div style=padding-top: 35px>

A) <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)   <div style=padding-top: 35px>
B) <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)   <div style=padding-top: 35px>
C) <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)   <div style=padding-top: 35px>
D) <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)   <div style=padding-top: 35px>
سؤال
A study was conducted to determine if there was a relationship between the prices a non-member of a club paid for various publications and the prices that a member paid for the same publications.The data
Gathered are shown below.What is the value of the correlation coefficient? <strong>A study was conducted to determine if there was a relationship between the prices a non-member of a club paid for various publications and the prices that a member paid for the same publications.The data Gathered are shown below.What is the value of the correlation coefficient?  </strong> A)0.762 B)0.857 C)0.679 D)0.932 <div style=padding-top: 35px>

A)0.762
B)0.857
C)0.679
D)0.932
سؤال
The western city wishes to see if there is a relationship between the summer temperature and the amount
of electricity used (in kilowatts). <strong>The western city wishes to see if there is a relationship between the summer temperature and the amount of electricity used (in kilowatts).   If a correlation coefficient calculated for n = 14 and   is found to be r = 0.856, what is the test value for the t - test?</strong> A)4.059 B)5.736 C)2.851 D)6.374 <div style=padding-top: 35px>
If a correlation coefficient calculated for n = 14 and <strong>The western city wishes to see if there is a relationship between the summer temperature and the amount of electricity used (in kilowatts).   If a correlation coefficient calculated for n = 14 and   is found to be r = 0.856, what is the test value for the t - test?</strong> A)4.059 B)5.736 C)2.851 D)6.374 <div style=padding-top: 35px> is found to be r = 0.856, what is the test value for the t - test?

A)4.059
B)5.736
C)2.851
D)6.374
سؤال
A study was conducted to determine if there was a relationship between the prices a non-member of a club paid for various publications and the prices that a member paid for the same publications.The data
Collected is shown below.Determine the value of <strong>A study was conducted to determine if there was a relationship between the prices a non-member of a club paid for various publications and the prices that a member paid for the same publications.The data Collected is shown below.Determine the value of  </strong> A)13,251 B)93,624 C)19,712 D)9349 <div style=padding-top: 35px>

A)13,251
B)93,624
C)19,712
D)9349
سؤال
Daniel Wiseman, a scientist for Gres-Trans Corp., wants to determine if the flow rate of a particular material changes with different changes in temperature.The data is plotted in the figure
Below.What type of relationship exists between the flow rate and the change in temperature?
<strong>Daniel Wiseman, a scientist for Gres-Trans Corp., wants to determine if the flow rate of a particular material changes with different changes in temperature.The data is plotted in the figure Below.What type of relationship exists between the flow rate and the change in temperature?  </strong> A)negative B)positive C)There is no relationship. D)curvilinear <div style=padding-top: 35px>

A)negative
B)positive
C)There is no relationship.
D)curvilinear
سؤال
Compute the correlation coefficient for the data below <strong>Compute the correlation coefficient for the data below  </strong> A)-0.484 B)0.235 C)0.000 D)-0.323 <div style=padding-top: 35px>

A)-0.484
B)0.235
C)0.000
D)-0.323
سؤال
Compute the correlation coefficient for the data below <strong>Compute the correlation coefficient for the data below  </strong> A)0.521 B)0.368 C)-0.271 D)-0.058 <div style=padding-top: 35px>

A)0.521
B)0.368
C)-0.271
D)-0.058
سؤال
Which of the following does not explain a possible relationship between variables when the null hypothesis is rejected?

A)direct cause-and-effect
B)reverse cause-and-effect
C)caused by a third variable
D)negative effect
سؤال
If r = -0.879 and n = 6, test the significance of the correlation coefficient at <strong>If r = -0.879 and n = 6, test the significance of the correlation coefficient at  </strong> A)   B)   C)   D)   <div style=padding-top: 35px>

A) <strong>If r = -0.879 and n = 6, test the significance of the correlation coefficient at  </strong> A)   B)   C)   D)   <div style=padding-top: 35px>
B) <strong>If r = -0.879 and n = 6, test the significance of the correlation coefficient at  </strong> A)   B)   C)   D)   <div style=padding-top: 35px>
C) <strong>If r = -0.879 and n = 6, test the significance of the correlation coefficient at  </strong> A)   B)   C)   D)   <div style=padding-top: 35px>
D) <strong>If r = -0.879 and n = 6, test the significance of the correlation coefficient at  </strong> A)   B)   C)   D)   <div style=padding-top: 35px>
سؤال
<strong>  Determine the type of relationship shown in the figure below.</strong> A)positive B)negative C)multiple D)There is no relationship. <div style=padding-top: 35px> Determine the type of relationship shown in the figure below.

A)positive
B)negative
C)multiple
D)There is no relationship.
سؤال
The equation of a regression line is <strong>The equation of a regression line is   .What is the intercept of this line?</strong> A)-4.6 B)3.2 C)4.6 D)0 <div style=padding-top: 35px> .What is the intercept of this line?

A)-4.6
B)3.2
C)4.6
D)0
سؤال
Compute the correlation coefficient for the data below <strong>Compute the correlation coefficient for the data below  </strong> A)0.123 B)10.857 <div style=padding-top: 35px>

A)0.123
B)10.857
سؤال
A study was conducted to determine if there was a relationship between the prices a non-member of a club paid for various publications and the prices that a member paid for the same publications.The data
Collected are shown below.Find the value of <strong>A study was conducted to determine if there was a relationship between the prices a non-member of a club paid for various publications and the prices that a member paid for the same publications.The data Collected are shown below.Find the value of  </strong> A)13,251 B)93,624 C)19,712 D)9349 <div style=padding-top: 35px>

A)13,251
B)93,624
C)19,712
D)9349
سؤال
Compute the correlation coefficient for the data below <strong>Compute the correlation coefficient for the data below  </strong> A)0.661 B)-0.437 C)0.467 D)-0.135 <div style=padding-top: 35px>

A)0.661
B)-0.437
C)0.467
D)-0.135
سؤال
Ten pairs of points yielded a correlation coefficient r of 0.79.If <strong>Ten pairs of points yielded a correlation coefficient r of 0.79.If   which of the following statements is correct if   (Do not calculate a t-value.)</strong> A)Because 0.79 is greater than 0.632, the null hypothesis is not rejected. B)Because 0.79 is greater than 0.632, the null hypothesis is rejected. C)Because 0.79 is greater than 0.602, the null hypothesis is not rejected. D)There is no correlation between the variables. <div style=padding-top: 35px> which of the following statements is correct if <strong>Ten pairs of points yielded a correlation coefficient r of 0.79.If   which of the following statements is correct if   (Do not calculate a t-value.)</strong> A)Because 0.79 is greater than 0.632, the null hypothesis is not rejected. B)Because 0.79 is greater than 0.632, the null hypothesis is rejected. C)Because 0.79 is greater than 0.602, the null hypothesis is not rejected. D)There is no correlation between the variables. <div style=padding-top: 35px> (Do not calculate a t-value.)

A)Because 0.79 is greater than 0.632, the null hypothesis is not rejected.
B)Because 0.79 is greater than 0.632, the null hypothesis is rejected.
C)Because 0.79 is greater than 0.602, the null hypothesis is not rejected.
D)There is no correlation between the variables.
سؤال
The western city wishes to see if there is a relationship between the summer temperature and the amount
of electricity used (in kilowatts). <strong>The western city wishes to see if there is a relationship between the summer temperature and the amount of electricity used (in kilowatts).   A correlation coefficient computed for n = 18 and   is r = 0.692.Using the t -test for the correlation coefficient, what are the critical values?</strong> A)+2.120 B)+2.101 C)+1.734 D)+1.746 <div style=padding-top: 35px>
A correlation coefficient computed for n = 18 and <strong>The western city wishes to see if there is a relationship between the summer temperature and the amount of electricity used (in kilowatts).   A correlation coefficient computed for n = 18 and   is r = 0.692.Using the t -test for the correlation coefficient, what are the critical values?</strong> A)+2.120 B)+2.101 C)+1.734 D)+1.746 <div style=padding-top: 35px> is r = 0.692.Using the t -test for the correlation coefficient, what are the critical values?

A)+2.120
B)+2.101
C)+1.734
D)+1.746
سؤال
A study was conducted to determine if there was a relationship between the prices a non-member of a club paid for various publications and the prices that a member paid for the same publications.Which of
The following could not be the value of a correlation coefficient? <strong>A study was conducted to determine if there was a relationship between the prices a non-member of a club paid for various publications and the prices that a member paid for the same publications.Which of The following could not be the value of a correlation coefficient?  </strong> A)-0.683 B)0.197 C)1.000 D)-1.369 <div style=padding-top: 35px>

A)-0.683
B)0.197
C)1.000
D)-1.369
سؤال
The western city wishes to see if there is a relationship between the summer temperature and the amount
of electricity used (in kilowatts). <strong>The western city wishes to see if there is a relationship between the summer temperature and the amount of electricity used (in kilowatts).   Compute the value of the correlation coefficient for the data in the table.</strong> A)0.924 B)0.834 C)0.798 D)0.938 <div style=padding-top: 35px>
Compute the value of the correlation coefficient for the data in the table.

A)0.924
B)0.834
C)0.798
D)0.938
سؤال
Test the significance of the correlation coefficient r at <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)   <div style=padding-top: 35px> for the data below. <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)   <div style=padding-top: 35px>

A) <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)   <div style=padding-top: 35px>
B) <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)   <div style=padding-top: 35px>
C) <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)   <div style=padding-top: 35px>
D) <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)   <div style=padding-top: 35px>
سؤال
If the equation for the regression line is y = -4x + 6, then the slope of this line is

A)12
B)6
C)2
D)-4
سؤال
Compute the standard error of the estimate for the data below. <strong>Compute the standard error of the estimate for the data below.  </strong> A)0.66 B)1.02 C)1.49 D)1.79 <div style=padding-top: 35px>

A)0.66
B)1.02
C)1.49
D)1.79
سؤال
Compute the slope of the regression line for the data below. <strong>Compute the slope of the regression line for the data below.  </strong> A)-1.31 B)-0.43 C)0.93 D)-3.06 <div style=padding-top: 35px>

A)-1.31
B)-0.43
C)0.93
D)-3.06
سؤال
If the equation for the regression line is y = 7x - 6, then a value of x = 3 will result in a predicted value for y of

A)13
B)25
C)27
D)15
سؤال
Compute the slope of the regression line for the data below. <strong>Compute the slope of the regression line for the data below.  </strong> A)-0.51 B)-1.43 C)1.01 D)-3.37 <div style=padding-top: 35px>

A)-0.51
B)-1.43
C)1.01
D)-3.37
سؤال
If the equation for the regression line is y = 11x + 2, then a value of x = -3 will result in a predicted value for y of

A)2
B)5
C)-31
D)11
سؤال
Compute the standard error of the estimate for the data below. <strong>Compute the standard error of the estimate for the data below.  </strong> A)3.36 B)3.93 C)7.06 D)9.07 <div style=padding-top: 35px>

A)3.36
B)3.93
C)7.06
D)9.07
سؤال
Compute the intercept of the regression line for the data below. <strong>Compute the intercept of the regression line for the data below.  </strong> A)3.54 B)3.87 C)4.15 D)4.87 <div style=padding-top: 35px>

A)3.54
B)3.87
C)4.15
D)4.87
سؤال
Compute the slope of the regression line for the data below. <strong>Compute the slope of the regression line for the data below.  </strong> A)-1.93 B)-0.93 C)1.36 D)-4.78 <div style=padding-top: 35px>

A)-1.93
B)-0.93
C)1.36
D)-4.78
سؤال
If the equation for the regression line is y = -8x + 3, then the intercept of this line is

A)6
B)3
C)-5
D)-8
سؤال
If the correlation coefficient r is equal to 0.6, find the coefficient of nondetermination.

A)0.64
B)0.77
C)0.48
D)0.36
سؤال
The following data list ages of cars (in years) and monthly repair cost (in dollars).What is the standard error of estimate? <strong>The following data list ages of cars (in years) and monthly repair cost (in dollars).What is the standard error of estimate?  </strong> A)6.36 B)7.34 C)8.75 D)5.49 <div style=padding-top: 35px>

A)6.36
B)7.34
C)8.75
D)5.49
سؤال
Compute the standard error of the estimate for the data below. <strong>Compute the standard error of the estimate for the data below.  </strong> A)11.50 B)3.80 C)14.46 D)7.35 <div style=padding-top: 35px>

A)11.50
B)3.80
C)14.46
D)7.35
سؤال
Compute the intercept of the regression line for the data below. <strong>Compute the intercept of the regression line for the data below.  </strong> A)0.71 B)3.72 C)3.93 D)9.32 <div style=padding-top: 35px>

A)0.71
B)3.72
C)3.93
D)9.32
سؤال
If the correlation coefficient r is equal to 0.66, find the coefficient of determination.

A)The coefficient of determination is 0.56.
B)The coefficient of determination is 0.81.
C)The coefficient of determination is 0.44.
D)The coefficient of determination is 0.19.
سؤال
What is the value of <strong>What is the value of   when x = 3, if the equation of the regression line is   = 23.1 - 3.8x?</strong> A)4.73 B)5.29 C)34.5 D)11.7 <div style=padding-top: 35px> when x = 3, if the equation of the regression line is <strong>What is the value of   when x = 3, if the equation of the regression line is   = 23.1 - 3.8x?</strong> A)4.73 B)5.29 C)34.5 D)11.7 <div style=padding-top: 35px> = 23.1 - 3.8x?

A)4.73
B)5.29
C)34.5
D)11.7
سؤال
If the correlation coefficient is 0.79, what is the explained variation?

A)37.6%
B)62.4%
C)79%
D)21%
سؤال
Compute the intercept of the regression line for the data below. <strong>Compute the intercept of the regression line for the data below.  </strong> A)1.38 B)2.90 C)3.77 D)7.54 <div style=padding-top: 35px>

A)1.38
B)2.90
C)3.77
D)7.54
سؤال
If the correlation coefficient r is equal to 0.48, find the coefficient of determination.

A)0.77
B)0.69
C)0.36
D)0.23
سؤال
What is the equation for the regression line if <strong>What is the equation for the regression line if   ?</strong> A)   B)   C)   D)   <div style=padding-top: 35px> ?

A) <strong>What is the equation for the regression line if   ?</strong> A)   B)   C)   D)   <div style=padding-top: 35px>
B) <strong>What is the equation for the regression line if   ?</strong> A)   B)   C)   D)   <div style=padding-top: 35px>
C) <strong>What is the equation for the regression line if   ?</strong> A)   B)   C)   D)   <div style=padding-top: 35px>
D) <strong>What is the equation for the regression line if   ?</strong> A)   B)   C)   D)   <div style=padding-top: 35px>
سؤال
An experiment is carried out to determine the relationship between the average speed
(rpm) and power (hp) of a mixer.Construct a scatter plot for the data obtained in the
experiment. An experiment is carried out to determine the relationship between the average speed (rpm) and power (hp) of a mixer.Construct a scatter plot for the data obtained in the experiment.  <div style=padding-top: 35px>
سؤال
A psychologist wants to determine if there is a linear relationship between the number of hours a
person goes without sleep and the number of mistakes he/she makes on a simple test.The following
data is recorded.Determine the equation of the regression line and graph the line on a scatter
plot. A psychologist wants to determine if there is a linear relationship between the number of hours a person goes without sleep and the number of mistakes he/she makes on a simple test.The following data is recorded.Determine the equation of the regression line and graph the line on a scatter plot.  <div style=padding-top: 35px>
سؤال
The standard error of estimate can be used for constructing a(n) __________ interval about a The standard error of estimate can be used for constructing a(n) __________ interval about a   value. ________________________________________<div style=padding-top: 35px> value.
________________________________________
سؤال
When r is not significantly different from 0, the best predictor of y is the mean of the __________ of
y.
________________________________________
سؤال
A study on the oxygen consumption rate (OCR) of sea cucumbers involved random samples of size 3 at each of the temperatures 10, 11, 12, 13, 14, and 15oC A regression model was fit in order to study
The relationship between OCR and temperature.If one of the analysts converted the temperatures to
Fahrenheit (o F = 32 +(9/5) o C ) the correlation coefficient would be

A)increased by a factor 9/5
B)increased by a factor 5/9
C)unaltered
D)decreased by a factor 9/5
سؤال
In a multiple regression model <strong>In a multiple regression model   if the value of   increases by 6 and the value of x3 decreases by 3, then the predicted value for y will</strong> A)increase by 87 B)decrease by 87 C)increase by 45 D)decrease by 45 <div style=padding-top: 35px> if the value of <strong>In a multiple regression model   if the value of   increases by 6 and the value of x3 decreases by 3, then the predicted value for y will</strong> A)increase by 87 B)decrease by 87 C)increase by 45 D)decrease by 45 <div style=padding-top: 35px> increases by 6 and the value of x3 decreases by 3, then the predicted value for y will

A)increase by 87
B)decrease by 87
C)increase by 45
D)decrease by 45
سؤال
As a researcher collects more and more data, the 95% prediction intervals in general

A)become narrower and narrower, with the widths getting closer and closer to 0
B)become narrower and narrower, but the widths are always more than approximately 2 times the standard error of the estimate
C)become narrower and narrower, but the widths are always more than approximately 4 times the standard error of the estimate
D)become narrower and narrower, but the widths are always more than approximately 4 times the slope
سؤال
For a prediction value of y' from a specific value x, which of the following contribute to the prediction error?

A)The error in estimating the slope
B)The error in estimating the intercept
C)The standard error of the estimate
D)All of the above
سؤال
An analysis results in a multiple regression equation of <strong>An analysis results in a multiple regression equation of   We can conclude that</strong> A)The variable x1 is a very significant factor in this model B)The variable x1 is a moderately significant factor in this model C)The variable x1 is not a significant factor in this model D)This is insufficient information to assess the significance of x1 <div style=padding-top: 35px> We can conclude that

A)The variable x1 is a very significant factor in this model
B)The variable x1 is a moderately significant factor in this model
C)The variable x1 is not a significant factor in this model
D)This is insufficient information to assess the significance of x1
سؤال
In a multiple regression model <strong>In a multiple regression model   value changes by 2, then the predicted value for y will change by</strong> A)10 B)32 C)0 D)30 <div style=padding-top: 35px> value changes by 2, then the predicted value for y will change by

A)10
B)32
C)0
D)30
سؤال
If there is a strong negative linear relationship between the variables, the value of __________ will be
close to -1.
________________________________________
سؤال
A study was conducted to determine if there was a linear relationship between a person's age and his/
her peak heart rate.Construct a scatter plot and determine what type of relationship there is between a
person's age and his/her peak heart rate. A study was conducted to determine if there was a linear relationship between a person's age and his/ her peak heart rate.Construct a scatter plot and determine what type of relationship there is between a person's age and his/her peak heart rate.  <div style=padding-top: 35px>
سؤال
A multiple regression line was calculated in which <strong>A multiple regression line was calculated in which   was a student's grade point average and   was a student's age.The multiple regression line was calculated as   .If a student has a grade Point average of 5.9 and is 20 years old, what is the predicted value of   ?</strong> A)387.2 B)400.1 C)421.6 D)615.5 <div style=padding-top: 35px> was a student's grade point average and <strong>A multiple regression line was calculated in which   was a student's grade point average and   was a student's age.The multiple regression line was calculated as   .If a student has a grade Point average of 5.9 and is 20 years old, what is the predicted value of   ?</strong> A)387.2 B)400.1 C)421.6 D)615.5 <div style=padding-top: 35px> was a student's age.The multiple regression line was calculated as <strong>A multiple regression line was calculated in which   was a student's grade point average and   was a student's age.The multiple regression line was calculated as   .If a student has a grade Point average of 5.9 and is 20 years old, what is the predicted value of   ?</strong> A)387.2 B)400.1 C)421.6 D)615.5 <div style=padding-top: 35px> .If a student has a grade
Point average of 5.9 and is 20 years old, what is the predicted value of <strong>A multiple regression line was calculated in which   was a student's grade point average and   was a student's age.The multiple regression line was calculated as   .If a student has a grade Point average of 5.9 and is 20 years old, what is the predicted value of   ?</strong> A)387.2 B)400.1 C)421.6 D)615.5 <div style=padding-top: 35px> ?

A)387.2
B)400.1
C)421.6
D)615.5
سؤال
A study on the oxygen consumption rate (OCR) of sea cucumbers involved random samples of size 3 at each of the temperatures 10, 11, 12, 13, 14, and 15oC A regression model was fit in order to study
The relationship between OCR and temperature.The degrees of freedom for testing that there is no
Relationship between OCR and temperature would be

A)5
B)8
C)15
D)16
سؤال
Draw a scatter plot for the following data that show the demand for a product (in hundreds) and its price
(in dollars) charged in nine different cities. Draw a scatter plot for the following data that show the demand for a product (in hundreds) and its price (in dollars) charged in nine different cities.  <div style=padding-top: 35px>
سؤال
A correlation coefficient r was calculated to be 0.61.The coefficient of determination would be
approximately __________.
________________________________________
سؤال
__________ is a statistical method used to determine whether a relationship between variables exists.
________________________________________
سؤال
A study on the oxygen consumption rate (OCR) of sea cucumbers involved random samples of size 3 at each of the temperatures 10, 11, 12, 13, 14, and 15oC.A regression model was fit in order to study the
Relationship between OCR and temperature.The slope of the regression line was found to be positive.
If one of the analysts converted the temperatures to Fahrenheit (o F = 32 + (9/5) o C) the slope of the
Regression line would be

A)increased by a factor 9/5
B)increased by a factor 5/9
C)unaltered
D)decreased by a factor 9/5
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Deck 10: Correlation and Regression
1
A regression line was calculated as A regression line was calculated as   .The slope of this line is -3.2. .The slope of this line is -3.2.
True
2
The standard error of estimate is the standard deviation of the observed x-values about the predicted The standard error of estimate is the standard deviation of the observed x-values about the predicted   values. values.
False
3
With enough variables, it is possible to get an With enough variables, it is possible to get an   value close to 1, even if the variables have no particular meaning in the model. value close to 1, even if the variables have no particular
meaning in the model.
True
4
The range of the correlation coefficient is from 0 to 1.
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5
A positive relationship exists when both variables increase or decrease at the same time.
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6
A correlation coefficient of 0.96 would mean that the values of x increase as the values of y decrease.
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7
When the x-axis and y-axis have been truncated, the y-intercept can be used to graph the regression
line.
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8
Using a regression line of Using a regression line of   , a value of x = 3.6 would result in a predicted value of   . , a value of x = 3.6 would result in a predicted value of Using a regression line of   , a value of x = 3.6 would result in a predicted value of   . .
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9
If one found that the sum of the residuals from a regression line (with an intercept) was a large negative
value, one could conclude that there is a negative relationship between the independent and dependent
variables.
There must have been a calculation error since the residuals sum to 0 (apart from rounding error).
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10
The standard error of estimate is the square root of the unexplained variation.
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11
The symbol used for the multiple correlation coefficient is R.
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12
If there are three independent variables If there are three independent variables   available, then the value of   for a multiple regression of y using   will always be smaller than the value of   for a multiple regression of y using just  available, then the value of If there are three independent variables   available, then the value of   for a multiple regression of y using   will always be smaller than the value of   for a multiple regression of y using just  for a multiple
regression of y using If there are three independent variables   available, then the value of   for a multiple regression of y using   will always be smaller than the value of   for a multiple regression of y using just  will always be smaller than the value of If there are three independent variables   available, then the value of   for a multiple regression of y using   will always be smaller than the value of   for a multiple regression of y using just  for a multiple regression of y
using just If there are three independent variables   available, then the value of   for a multiple regression of y using   will always be smaller than the value of   for a multiple regression of y using just
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13
The two variables in a scatter plot are called the

A)Independent variable and dependent variable
B)Relative frequency and relative proportion
C)Spread and pattern
D)Lines and points
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14
The possible relationship between pairs of data values could be examined from a

A)Histogram
B)Scatter plot
C)Pareto graph
D)Pie chart
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15
Regression is a statistical method used to describe the nature of the relationship between variables.
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16
A positive linear relationship exists when the points in a Pareto graph fall approximately in an ascending
straight line.
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17
The population correlation coefficient is computed by using all possible pairs of data values x, y taken
from a population.
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18
If the correlation between two variables is computed to be 0.012, one can conclude that there is
essentially no relation between the two variables.
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19
The rounding rule for the correlation coefficient uses two decimal places.
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20
A regression line can be used to show trends in data.
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21
Compute the correlation coefficient for the data below <strong>Compute the correlation coefficient for the data below  </strong> A)0.942 B)-0.347 C)-0.496 D)-0.992

A)0.942
B)-0.347
C)-0.496
D)-0.992
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22
Test the significance of the correlation coefficient r at <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)   for the data below. <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)

A) <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)
B) <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)
C) <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)
D) <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)
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23
A study was conducted to determine if there was a relationship between the prices a non-member of a club paid for various publications and the prices that a member paid for the same publications.The data
Gathered are shown below.What is the value of the correlation coefficient? <strong>A study was conducted to determine if there was a relationship between the prices a non-member of a club paid for various publications and the prices that a member paid for the same publications.The data Gathered are shown below.What is the value of the correlation coefficient?  </strong> A)0.762 B)0.857 C)0.679 D)0.932

A)0.762
B)0.857
C)0.679
D)0.932
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24
The western city wishes to see if there is a relationship between the summer temperature and the amount
of electricity used (in kilowatts). <strong>The western city wishes to see if there is a relationship between the summer temperature and the amount of electricity used (in kilowatts).   If a correlation coefficient calculated for n = 14 and   is found to be r = 0.856, what is the test value for the t - test?</strong> A)4.059 B)5.736 C)2.851 D)6.374
If a correlation coefficient calculated for n = 14 and <strong>The western city wishes to see if there is a relationship between the summer temperature and the amount of electricity used (in kilowatts).   If a correlation coefficient calculated for n = 14 and   is found to be r = 0.856, what is the test value for the t - test?</strong> A)4.059 B)5.736 C)2.851 D)6.374 is found to be r = 0.856, what is the test value for the t - test?

A)4.059
B)5.736
C)2.851
D)6.374
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25
A study was conducted to determine if there was a relationship between the prices a non-member of a club paid for various publications and the prices that a member paid for the same publications.The data
Collected is shown below.Determine the value of <strong>A study was conducted to determine if there was a relationship between the prices a non-member of a club paid for various publications and the prices that a member paid for the same publications.The data Collected is shown below.Determine the value of  </strong> A)13,251 B)93,624 C)19,712 D)9349

A)13,251
B)93,624
C)19,712
D)9349
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26
Daniel Wiseman, a scientist for Gres-Trans Corp., wants to determine if the flow rate of a particular material changes with different changes in temperature.The data is plotted in the figure
Below.What type of relationship exists between the flow rate and the change in temperature?
<strong>Daniel Wiseman, a scientist for Gres-Trans Corp., wants to determine if the flow rate of a particular material changes with different changes in temperature.The data is plotted in the figure Below.What type of relationship exists between the flow rate and the change in temperature?  </strong> A)negative B)positive C)There is no relationship. D)curvilinear

A)negative
B)positive
C)There is no relationship.
D)curvilinear
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27
Compute the correlation coefficient for the data below <strong>Compute the correlation coefficient for the data below  </strong> A)-0.484 B)0.235 C)0.000 D)-0.323

A)-0.484
B)0.235
C)0.000
D)-0.323
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28
Compute the correlation coefficient for the data below <strong>Compute the correlation coefficient for the data below  </strong> A)0.521 B)0.368 C)-0.271 D)-0.058

A)0.521
B)0.368
C)-0.271
D)-0.058
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29
Which of the following does not explain a possible relationship between variables when the null hypothesis is rejected?

A)direct cause-and-effect
B)reverse cause-and-effect
C)caused by a third variable
D)negative effect
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30
If r = -0.879 and n = 6, test the significance of the correlation coefficient at <strong>If r = -0.879 and n = 6, test the significance of the correlation coefficient at  </strong> A)   B)   C)   D)

A) <strong>If r = -0.879 and n = 6, test the significance of the correlation coefficient at  </strong> A)   B)   C)   D)
B) <strong>If r = -0.879 and n = 6, test the significance of the correlation coefficient at  </strong> A)   B)   C)   D)
C) <strong>If r = -0.879 and n = 6, test the significance of the correlation coefficient at  </strong> A)   B)   C)   D)
D) <strong>If r = -0.879 and n = 6, test the significance of the correlation coefficient at  </strong> A)   B)   C)   D)
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31
<strong>  Determine the type of relationship shown in the figure below.</strong> A)positive B)negative C)multiple D)There is no relationship. Determine the type of relationship shown in the figure below.

A)positive
B)negative
C)multiple
D)There is no relationship.
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32
The equation of a regression line is <strong>The equation of a regression line is   .What is the intercept of this line?</strong> A)-4.6 B)3.2 C)4.6 D)0 .What is the intercept of this line?

A)-4.6
B)3.2
C)4.6
D)0
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33
Compute the correlation coefficient for the data below <strong>Compute the correlation coefficient for the data below  </strong> A)0.123 B)10.857

A)0.123
B)10.857
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34
A study was conducted to determine if there was a relationship between the prices a non-member of a club paid for various publications and the prices that a member paid for the same publications.The data
Collected are shown below.Find the value of <strong>A study was conducted to determine if there was a relationship between the prices a non-member of a club paid for various publications and the prices that a member paid for the same publications.The data Collected are shown below.Find the value of  </strong> A)13,251 B)93,624 C)19,712 D)9349

A)13,251
B)93,624
C)19,712
D)9349
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35
Compute the correlation coefficient for the data below <strong>Compute the correlation coefficient for the data below  </strong> A)0.661 B)-0.437 C)0.467 D)-0.135

A)0.661
B)-0.437
C)0.467
D)-0.135
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36
Ten pairs of points yielded a correlation coefficient r of 0.79.If <strong>Ten pairs of points yielded a correlation coefficient r of 0.79.If   which of the following statements is correct if   (Do not calculate a t-value.)</strong> A)Because 0.79 is greater than 0.632, the null hypothesis is not rejected. B)Because 0.79 is greater than 0.632, the null hypothesis is rejected. C)Because 0.79 is greater than 0.602, the null hypothesis is not rejected. D)There is no correlation between the variables. which of the following statements is correct if <strong>Ten pairs of points yielded a correlation coefficient r of 0.79.If   which of the following statements is correct if   (Do not calculate a t-value.)</strong> A)Because 0.79 is greater than 0.632, the null hypothesis is not rejected. B)Because 0.79 is greater than 0.632, the null hypothesis is rejected. C)Because 0.79 is greater than 0.602, the null hypothesis is not rejected. D)There is no correlation between the variables. (Do not calculate a t-value.)

A)Because 0.79 is greater than 0.632, the null hypothesis is not rejected.
B)Because 0.79 is greater than 0.632, the null hypothesis is rejected.
C)Because 0.79 is greater than 0.602, the null hypothesis is not rejected.
D)There is no correlation between the variables.
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37
The western city wishes to see if there is a relationship between the summer temperature and the amount
of electricity used (in kilowatts). <strong>The western city wishes to see if there is a relationship between the summer temperature and the amount of electricity used (in kilowatts).   A correlation coefficient computed for n = 18 and   is r = 0.692.Using the t -test for the correlation coefficient, what are the critical values?</strong> A)+2.120 B)+2.101 C)+1.734 D)+1.746
A correlation coefficient computed for n = 18 and <strong>The western city wishes to see if there is a relationship between the summer temperature and the amount of electricity used (in kilowatts).   A correlation coefficient computed for n = 18 and   is r = 0.692.Using the t -test for the correlation coefficient, what are the critical values?</strong> A)+2.120 B)+2.101 C)+1.734 D)+1.746 is r = 0.692.Using the t -test for the correlation coefficient, what are the critical values?

A)+2.120
B)+2.101
C)+1.734
D)+1.746
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38
A study was conducted to determine if there was a relationship between the prices a non-member of a club paid for various publications and the prices that a member paid for the same publications.Which of
The following could not be the value of a correlation coefficient? <strong>A study was conducted to determine if there was a relationship between the prices a non-member of a club paid for various publications and the prices that a member paid for the same publications.Which of The following could not be the value of a correlation coefficient?  </strong> A)-0.683 B)0.197 C)1.000 D)-1.369

A)-0.683
B)0.197
C)1.000
D)-1.369
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39
The western city wishes to see if there is a relationship between the summer temperature and the amount
of electricity used (in kilowatts). <strong>The western city wishes to see if there is a relationship between the summer temperature and the amount of electricity used (in kilowatts).   Compute the value of the correlation coefficient for the data in the table.</strong> A)0.924 B)0.834 C)0.798 D)0.938
Compute the value of the correlation coefficient for the data in the table.

A)0.924
B)0.834
C)0.798
D)0.938
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40
Test the significance of the correlation coefficient r at <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)   for the data below. <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)

A) <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)
B) <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)
C) <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)
D) <strong>Test the significance of the correlation coefficient r at   for the data below.  </strong> A)   B)   C)   D)
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41
If the equation for the regression line is y = -4x + 6, then the slope of this line is

A)12
B)6
C)2
D)-4
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42
Compute the standard error of the estimate for the data below. <strong>Compute the standard error of the estimate for the data below.  </strong> A)0.66 B)1.02 C)1.49 D)1.79

A)0.66
B)1.02
C)1.49
D)1.79
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43
Compute the slope of the regression line for the data below. <strong>Compute the slope of the regression line for the data below.  </strong> A)-1.31 B)-0.43 C)0.93 D)-3.06

A)-1.31
B)-0.43
C)0.93
D)-3.06
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44
If the equation for the regression line is y = 7x - 6, then a value of x = 3 will result in a predicted value for y of

A)13
B)25
C)27
D)15
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45
Compute the slope of the regression line for the data below. <strong>Compute the slope of the regression line for the data below.  </strong> A)-0.51 B)-1.43 C)1.01 D)-3.37

A)-0.51
B)-1.43
C)1.01
D)-3.37
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46
If the equation for the regression line is y = 11x + 2, then a value of x = -3 will result in a predicted value for y of

A)2
B)5
C)-31
D)11
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47
Compute the standard error of the estimate for the data below. <strong>Compute the standard error of the estimate for the data below.  </strong> A)3.36 B)3.93 C)7.06 D)9.07

A)3.36
B)3.93
C)7.06
D)9.07
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48
Compute the intercept of the regression line for the data below. <strong>Compute the intercept of the regression line for the data below.  </strong> A)3.54 B)3.87 C)4.15 D)4.87

A)3.54
B)3.87
C)4.15
D)4.87
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49
Compute the slope of the regression line for the data below. <strong>Compute the slope of the regression line for the data below.  </strong> A)-1.93 B)-0.93 C)1.36 D)-4.78

A)-1.93
B)-0.93
C)1.36
D)-4.78
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50
If the equation for the regression line is y = -8x + 3, then the intercept of this line is

A)6
B)3
C)-5
D)-8
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51
If the correlation coefficient r is equal to 0.6, find the coefficient of nondetermination.

A)0.64
B)0.77
C)0.48
D)0.36
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52
The following data list ages of cars (in years) and monthly repair cost (in dollars).What is the standard error of estimate? <strong>The following data list ages of cars (in years) and monthly repair cost (in dollars).What is the standard error of estimate?  </strong> A)6.36 B)7.34 C)8.75 D)5.49

A)6.36
B)7.34
C)8.75
D)5.49
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53
Compute the standard error of the estimate for the data below. <strong>Compute the standard error of the estimate for the data below.  </strong> A)11.50 B)3.80 C)14.46 D)7.35

A)11.50
B)3.80
C)14.46
D)7.35
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54
Compute the intercept of the regression line for the data below. <strong>Compute the intercept of the regression line for the data below.  </strong> A)0.71 B)3.72 C)3.93 D)9.32

A)0.71
B)3.72
C)3.93
D)9.32
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55
If the correlation coefficient r is equal to 0.66, find the coefficient of determination.

A)The coefficient of determination is 0.56.
B)The coefficient of determination is 0.81.
C)The coefficient of determination is 0.44.
D)The coefficient of determination is 0.19.
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56
What is the value of <strong>What is the value of   when x = 3, if the equation of the regression line is   = 23.1 - 3.8x?</strong> A)4.73 B)5.29 C)34.5 D)11.7 when x = 3, if the equation of the regression line is <strong>What is the value of   when x = 3, if the equation of the regression line is   = 23.1 - 3.8x?</strong> A)4.73 B)5.29 C)34.5 D)11.7 = 23.1 - 3.8x?

A)4.73
B)5.29
C)34.5
D)11.7
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57
If the correlation coefficient is 0.79, what is the explained variation?

A)37.6%
B)62.4%
C)79%
D)21%
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58
Compute the intercept of the regression line for the data below. <strong>Compute the intercept of the regression line for the data below.  </strong> A)1.38 B)2.90 C)3.77 D)7.54

A)1.38
B)2.90
C)3.77
D)7.54
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59
If the correlation coefficient r is equal to 0.48, find the coefficient of determination.

A)0.77
B)0.69
C)0.36
D)0.23
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60
What is the equation for the regression line if <strong>What is the equation for the regression line if   ?</strong> A)   B)   C)   D)   ?

A) <strong>What is the equation for the regression line if   ?</strong> A)   B)   C)   D)
B) <strong>What is the equation for the regression line if   ?</strong> A)   B)   C)   D)
C) <strong>What is the equation for the regression line if   ?</strong> A)   B)   C)   D)
D) <strong>What is the equation for the regression line if   ?</strong> A)   B)   C)   D)
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61
An experiment is carried out to determine the relationship between the average speed
(rpm) and power (hp) of a mixer.Construct a scatter plot for the data obtained in the
experiment. An experiment is carried out to determine the relationship between the average speed (rpm) and power (hp) of a mixer.Construct a scatter plot for the data obtained in the experiment.
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62
A psychologist wants to determine if there is a linear relationship between the number of hours a
person goes without sleep and the number of mistakes he/she makes on a simple test.The following
data is recorded.Determine the equation of the regression line and graph the line on a scatter
plot. A psychologist wants to determine if there is a linear relationship between the number of hours a person goes without sleep and the number of mistakes he/she makes on a simple test.The following data is recorded.Determine the equation of the regression line and graph the line on a scatter plot.
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63
The standard error of estimate can be used for constructing a(n) __________ interval about a The standard error of estimate can be used for constructing a(n) __________ interval about a   value. ________________________________________ value.
________________________________________
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64
When r is not significantly different from 0, the best predictor of y is the mean of the __________ of
y.
________________________________________
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65
A study on the oxygen consumption rate (OCR) of sea cucumbers involved random samples of size 3 at each of the temperatures 10, 11, 12, 13, 14, and 15oC A regression model was fit in order to study
The relationship between OCR and temperature.If one of the analysts converted the temperatures to
Fahrenheit (o F = 32 +(9/5) o C ) the correlation coefficient would be

A)increased by a factor 9/5
B)increased by a factor 5/9
C)unaltered
D)decreased by a factor 9/5
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66
In a multiple regression model <strong>In a multiple regression model   if the value of   increases by 6 and the value of x3 decreases by 3, then the predicted value for y will</strong> A)increase by 87 B)decrease by 87 C)increase by 45 D)decrease by 45 if the value of <strong>In a multiple regression model   if the value of   increases by 6 and the value of x3 decreases by 3, then the predicted value for y will</strong> A)increase by 87 B)decrease by 87 C)increase by 45 D)decrease by 45 increases by 6 and the value of x3 decreases by 3, then the predicted value for y will

A)increase by 87
B)decrease by 87
C)increase by 45
D)decrease by 45
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67
As a researcher collects more and more data, the 95% prediction intervals in general

A)become narrower and narrower, with the widths getting closer and closer to 0
B)become narrower and narrower, but the widths are always more than approximately 2 times the standard error of the estimate
C)become narrower and narrower, but the widths are always more than approximately 4 times the standard error of the estimate
D)become narrower and narrower, but the widths are always more than approximately 4 times the slope
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68
For a prediction value of y' from a specific value x, which of the following contribute to the prediction error?

A)The error in estimating the slope
B)The error in estimating the intercept
C)The standard error of the estimate
D)All of the above
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69
An analysis results in a multiple regression equation of <strong>An analysis results in a multiple regression equation of   We can conclude that</strong> A)The variable x1 is a very significant factor in this model B)The variable x1 is a moderately significant factor in this model C)The variable x1 is not a significant factor in this model D)This is insufficient information to assess the significance of x1 We can conclude that

A)The variable x1 is a very significant factor in this model
B)The variable x1 is a moderately significant factor in this model
C)The variable x1 is not a significant factor in this model
D)This is insufficient information to assess the significance of x1
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70
In a multiple regression model <strong>In a multiple regression model   value changes by 2, then the predicted value for y will change by</strong> A)10 B)32 C)0 D)30 value changes by 2, then the predicted value for y will change by

A)10
B)32
C)0
D)30
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71
If there is a strong negative linear relationship between the variables, the value of __________ will be
close to -1.
________________________________________
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72
A study was conducted to determine if there was a linear relationship between a person's age and his/
her peak heart rate.Construct a scatter plot and determine what type of relationship there is between a
person's age and his/her peak heart rate. A study was conducted to determine if there was a linear relationship between a person's age and his/ her peak heart rate.Construct a scatter plot and determine what type of relationship there is between a person's age and his/her peak heart rate.
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73
A multiple regression line was calculated in which <strong>A multiple regression line was calculated in which   was a student's grade point average and   was a student's age.The multiple regression line was calculated as   .If a student has a grade Point average of 5.9 and is 20 years old, what is the predicted value of   ?</strong> A)387.2 B)400.1 C)421.6 D)615.5 was a student's grade point average and <strong>A multiple regression line was calculated in which   was a student's grade point average and   was a student's age.The multiple regression line was calculated as   .If a student has a grade Point average of 5.9 and is 20 years old, what is the predicted value of   ?</strong> A)387.2 B)400.1 C)421.6 D)615.5 was a student's age.The multiple regression line was calculated as <strong>A multiple regression line was calculated in which   was a student's grade point average and   was a student's age.The multiple regression line was calculated as   .If a student has a grade Point average of 5.9 and is 20 years old, what is the predicted value of   ?</strong> A)387.2 B)400.1 C)421.6 D)615.5 .If a student has a grade
Point average of 5.9 and is 20 years old, what is the predicted value of <strong>A multiple regression line was calculated in which   was a student's grade point average and   was a student's age.The multiple regression line was calculated as   .If a student has a grade Point average of 5.9 and is 20 years old, what is the predicted value of   ?</strong> A)387.2 B)400.1 C)421.6 D)615.5 ?

A)387.2
B)400.1
C)421.6
D)615.5
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74
A study on the oxygen consumption rate (OCR) of sea cucumbers involved random samples of size 3 at each of the temperatures 10, 11, 12, 13, 14, and 15oC A regression model was fit in order to study
The relationship between OCR and temperature.The degrees of freedom for testing that there is no
Relationship between OCR and temperature would be

A)5
B)8
C)15
D)16
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75
Draw a scatter plot for the following data that show the demand for a product (in hundreds) and its price
(in dollars) charged in nine different cities. Draw a scatter plot for the following data that show the demand for a product (in hundreds) and its price (in dollars) charged in nine different cities.
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76
A correlation coefficient r was calculated to be 0.61.The coefficient of determination would be
approximately __________.
________________________________________
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77
__________ is a statistical method used to determine whether a relationship between variables exists.
________________________________________
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78
A study on the oxygen consumption rate (OCR) of sea cucumbers involved random samples of size 3 at each of the temperatures 10, 11, 12, 13, 14, and 15oC.A regression model was fit in order to study the
Relationship between OCR and temperature.The slope of the regression line was found to be positive.
If one of the analysts converted the temperatures to Fahrenheit (o F = 32 + (9/5) o C) the slope of the
Regression line would be

A)increased by a factor 9/5
B)increased by a factor 5/9
C)unaltered
D)decreased by a factor 9/5
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