Exam 12: Linear Regression and Correlation
Exam 1: What Is Statistics79 Questions
Exam 2: Describing Data: Frequency Tables, Frequency Distributions, and Graphic Presentation87 Questions
Exam 3: Describing Data: Numerical Measures191 Questions
Exam 4: A Survey of Probability Concepts130 Questions
Exam 5: Discrete Probability Distributions121 Questions
Exam 6: Continuous Probability Distributions143 Questions
Exam 7: Sampling Methods and the Central Limit Theorem78 Questions
Exam 8: Estimation and Confidence Intervals134 Questions
Exam 9: One-Sample Tests of Hypothesis139 Questions
Exam 10: Two-Sample Tests of Hypothesis103 Questions
Exam 11: Analysis of Variance97 Questions
Exam 12: Linear Regression and Correlation166 Questions
Exam 13: Multiple Regression and Correlation Analysis128 Questions
Exam 14: Chi-Square Applications126 Questions
Exam 15: Index Numbers93 Questions
Exam 16: Time Series and Forecasting90 Questions
Exam 17: An Introduction to Decision Theory54 Questions
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The following table shows the number of workdays absent based on the length of employment in years.
i. The Y intercept of the linear equation is 7.7407.
ii. The dependent variable (Y) is the number of years employed.
iii. The slope of the linear equation is -0.6852.

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(Multiple Choice)
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Correct Answer:
C
i. The strength of the correlation between two variables depends on the sign of the coefficient of correlation. ii. A coefficient of correlation close to 0 (say, 0.08) shows that the relationship between two variables is quite weak.
iii. The coefficient of determination is found by taking the square root of the coefficient of correlation.
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(Multiple Choice)
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Correct Answer:
D
Data is collected from 20 sales people in order to verify that the more contacts made with potential clients, the greater the sales volume. The Mega Stat printout is shown below. (or use the excel file #contacts and sales n = 20 data only)
Determine the 95% confidence interval for Sales when 25 contacts are made.



(Multiple Choice)
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Data is collected from 20 sales people in order to verify that the more contacts made with potential clients, the greater the sales volume. The Excel printout is shown below.
The slope in this instance indicates:


(Multiple Choice)
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The relationship between interest rates as a percent (X) and housing starts (Y) is given by the linear equation Y' = 4094 - 269X. What happens to housing starts as interest rates fall? For what interest rate will the maximum number of housing starts be achieved?
(Multiple Choice)
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Which value of r indicates a stronger correlation than 0.55?
(Multiple Choice)
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i. If we are studying the relationship between high school performance and college performance, and want to predict college performance, high school performance is the independent variable. ii. A financial advisor is interested in predicting bond yield based on bond term, i.e., one year, two years, etc. The dependent variable is bond yield.
iii. The variable used to predict the value of another is called the independent variable.
(Multiple Choice)
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In the regression equation, Y' = a + bX, what does the letter "a" represent?
(Multiple Choice)
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If the correlation coefficient between two variables equals zero, what can be said of the variables X and Y?
(Multiple Choice)
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What can we conclude if the coefficient of determination is 0.94?
(Multiple Choice)
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i. Correlation analysis is a group of statistical techniques used to measure the strength of the relationship (correlation) between two variables. ii. A correlation coefficient of -1 or +1 indicates perfect correlation.
iii. The strength of the correlation between two variables depends on the sign of the coefficient of correlation.
(Multiple Choice)
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What is the variable used to predict the value of another called?
(Multiple Choice)
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A sales manager for an advertising agency believes there is a relationship between the number of contacts and the amount of the sales. To verify this belief, the following data was collected:
The calculated F value is



(Multiple Choice)
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i. If the coefficient of correlation is -0.81, what is the coefficient of determination? ii. If the value of r is -0.96, what does this indicate about the dependent variable as the independent variable increases?
iii. If the correlation between sales and advertising is +0.6, what percent of the variation in sales can be attributed to advertising?
(Multiple Choice)
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Information was collected from employee records to determine whether there is an association between an employee's age and the number or workdays they miss. Excel results are summarized below:
From this printout you determine:


(Multiple Choice)
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Assume the least squares equation is Y' = 10 + 20X. What does the value of 10 in the equation indicate?
(Multiple Choice)
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Given the following five points: (-2,0), (-1,0), (0,1), (1,1), and (2,3). What is the standard error of the estimate?
(Multiple Choice)
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