Exam 12: Linear Regression and Correlation

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A scatter diagram is a chart,

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The following table shows the number of workdays absent based on the length of employment in years. 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. 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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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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What is the standard error of the estimate? What is the standard error of the estimate?

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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 Mega Stat printout is shown below. (or use the excel file #contacts and sales n = 20 data only) 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. 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. 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. Determine the 95% confidence interval for Sales when 25 contacts are made.

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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. 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: 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: The slope in this instance indicates:

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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?

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Which value of r indicates a stronger correlation than 0.55?

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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.

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In the regression equation, Y' = a + bX, what does the letter "a" represent?

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If the correlation coefficient between two variables equals zero, what can be said of the variables X and Y?

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What can we conclude if the coefficient of determination is 0.94?

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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.

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What is the variable used to predict the value of another called?

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Based on the regression equation, we can

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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: 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 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 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 The calculated F value is

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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?

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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: 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: 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: From this printout you determine:

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Assume the least squares equation is Y' = 10 + 20X. What does the value of 10 in the equation indicate?

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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?

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