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Sales Forecasting Using Regression Analysis in Machine Learning Applications Paper
For this final paper, you will develop a research proposal to solve a business problem choosing one of the statistical tec ...
Sales Forecasting Using Regression Analysis in Machine Learning Applications Paper
For this final paper, you will develop a research proposal to solve a business problem choosing one of the statistical techniques we covered in this course. Your paper must:Tasks:Assess a business problem.Justify statistical technique choice for your problem.Analyze three peer-reviewed research articles applying your chosen statistical technique to similar business problems.Synthesize the anticipated type of data you will use for the statistical analysis.Propose expected results.Evaluate how the analysis results would help solve your business problem.The statistical methods to choose from are as follows: Scatter plot, multiple linear regression, simple linear regression, t test for the population mean, z-test for the population mean, independent samples t test, two sample hypothesis testing, one way analysis of variance, two way analysis of variance, chi square goodness of fit, and chi test of independence.
Grand Canyon University Determine the Standard Error of Estimate Statistics Ques
Complete the following exercises from "Review Questions" located at the end of each chapter and put them into a Word docum ...
Grand Canyon University Determine the Standard Error of Estimate Statistics Ques
Complete the following exercises from "Review Questions" located at the end of each chapter and put them into a Word document to submit to the instructor.1.Chapter 6, number 6.9 2.Chapter 7, number 7.8 Show all relevant work; use the equation editor in Microsoft Word when necessary.6.9 Indicate whether the following generalizations suggest a positive or negative rela-tionship. Also speculate about whether or not these generalizations reflect simplecause-effect relationships. (a) Preschool children who delay gratification (postponing eating one marshmallow to wintwo) subsequently receive higher teacher evaluations of adolescent competencies. (b) College students who take longer to finish a test perform more poorly on that test (c) Heavy smokers have shorter life expectancies. (d) Infants who experience longer durations of breastfeeding score higher on IQ tests in later childhood.7.8 Each of the following pairs represents the number of licensed drivers (X ) and the number of cars (Y ) for seven houses in my neighborhood: Drivers (x): 5522312 Cars (y): 4322212(a) Construct a scatterplot to verify a lack of pronounced curvilinearity. (b) Determine the least squares equation for these data. (Remember, you will first have to calculate r, SSy and SSx) (c) Determine the standard error of estimate, sy|x, given that n = 7. (d) Predict the number of cars for each of two new families with two and five drivers
Milestone Three Draft of Recommendations
Overview: This assignment represents the last draft assignment before submitting your final project in Module Nine. Once y ...
Milestone Three Draft of Recommendations
Overview: This assignment represents the last draft assignment before submitting your final project in Module Nine. Once you review the data set below, refer to
the assignment guidelines below. Once you submit your milestone upload your draft to the Module Four 8-1 Discussion: Draft of Recommendations for peer
feedback in the next module.
Pre-Assignment: The following data set will be needed to complete this assignment:
Empirical Data
Assignment Guidelines
Make recommendations for continuous program improvement based upon the empirical data analysis.
Analyze the program for indicators that necessitate changes in program process or procedures. Was the goal met or exceeded? If not, what activities
should be performed to help identify issues/problems? What other information would be helpful in analyzing the indicators?
Recommend actions or strategies for continuous program improvement, based upon the empirical data analysis. What continuous improvement
strategies can be implemented short-term? What continuous improvement strategies will require additional time, resources, and support? What other
information would be helpful in making these recommendations?
Guidelines for Submission: Your paper must be submitted as a Microsoft Word document with double spacing, 12-point Times New Roman font, and one-inch
margins. Your submission must contain graphs as appropriate for presentation materials. Completion of this draft and the peer review in Module Eight will inform your final project submission.
Walden University Quantative Reasoning and Analysis Case Study
Part 1Answer a social research question with multiple regression. As you begin the Assignment, be sure and pay close atten ...
Walden University Quantative Reasoning and Analysis Case Study
Part 1Answer a social research question with multiple regression. As you begin the Assignment, be sure and pay close attention to the assumptions of the test. Specifically, make sure the variables are metric level variables.Using the SPSS software, open the Afrobarometer dataset or the High School Longitudinal Study dataset (whichever you choose).
Based on the dataset you chose, construct a research question that can be answered with a multiple regression analysis.Write a 1- to 2-page analysis of your multiple regression results for each research question. In your analysis, display the data for the output. Based on your results, provide an explanation of what the implications of social change might be.Use proper APA format, citations, and referencing for your analysis, research question, and display of output.Part 2Using the SPSS software, open the Afrobarometer dataset or the High School Longitudinal Study dataset (whichever you choose) .Consider the following: Create a research question with metric variables and one variable that requires dummy coding. Estimate the model and report results. Note: You are expected to perform regression diagnostics and report that as well. Then write a 2 page analysis of your multiple regression using dummy variables results for each research question. In your analysis, display the data for the output. Based on your results, provide an explanation of what the implications of social change might be. Use proper APA format, citations, and referencing for your analysis, research question, and display of output.Required Readings
Wagner, W. E. (2016). Using IBM® SPSS® statistics for research methods and social science statistics (6th ed.). Thousand Oaks, CA: Sage Publications.
Chapter 2, “Transforming Variables” (pp. 14–32)
Chapter 11, “Editing Output” (previously read in Week 2, 3, 4, 5. 6, 7, 8, and 9)
Allison, P. D. (1999). Multiple regression: A primer. Thousand Oaks, CA: Pine Forge Press/Sage Publications.Multiple Regression: A Primer, by Allison, P. D. Copyright 1998 by Sage College. Reprinted by permission of Sage College via the Copyright Clearance Center.
Chapter 6, “What are the Assumptions of Multiple Regression?” (pp. 119–136)
Allison, P. D. (1999). Multiple regression: A primer. Thousand Oaks, CA: Pine Forge Press/Sage Publications.Multiple Regression: A Primer, by Allison, P. D. Copyright 1998 by Sage College. Reprinted by permission of Sage College via the Copyright Clearance Center.
Chapter 7, “What can be done about Multicollinearity?” (pp. 137–152)
Multiple Regression: A Primer, by Allison, P. D. Copyright 1998 by Sage College. Reprinted by permission of Sage College via the Copyright Clearance Center.
Warner, R. M. (2012). Applied statistics from bivariate through multivariate techniques (2nd ed.). Thousand Oaks, CA: Sage Publications.Applied Statistics From Bivariate Through Multivariate Techniques, 2nd Edition by Warner, R.M. Copyright 2012 by Sage College. Reprinted by permission of Sage College via the Copyright Clearance Center.
Chapter 12, “Dummy Predictor Variables in Multiple Regression”
pre algebra part 2
Directions: Answer the questions below. Make sure to show your work and justify all your answers.1. Boston terriers weigh ...
pre algebra part 2
Directions: Answer the questions below. Make sure to show your work and justify all your answers.1. Boston terriers weigh up to 25 pounds. Suppose a puppy of this breed weighs 15 pounds. Write and solve an inequality to show how much more this dog could probably weigh.(SHOW WORK)2. Colleen plans to print x pictures from her camera at a drug store. The expression $0.2x represents the cost of developing the pictures if she is not a member of the store’s photography club. If she is a member, then the total cost is given by $0.15x + $10. How much more will Colleen pay by not being a member if she develops 350 pictures?(SHOW WORK)3. Marco drove 75 miles in hours. How many miles can he drive in 1 hour?(SHOW WORK)4. Woodland Mound Park sells annual visitor passes for $12.50. Last year the park raised $53,500 in annual visitor pass sales. How many annual visitor passes were sold?(SHOW WORK)5. The child’s physical density is being measured by the displacement method. A child of 50 pounds is placed in a tub filled with water, and the water that comes out of the tub goes into another small tub that measures 40 cm long, 30 cm wide, and 60cm deep. The water level in the small tub is 18 cm high. Find the density of a child in gm/cm3 to the nearest hundredth.(Hint: density = mass/volume; 1 pound = 454 grams)(SHOW WORK)6. Benjamin has to wear a uniform to school. His uniform is made up of tan or blue pants and a blue or white collared shirt. Benjamin has 2 pair of blue pants, 2 pair of tan pants, 3 white shirts, and 2 blue shirts. How many combinations can be made with the clothes Benjamin has to choose from? What is the probability that he will wear his favorite combination, tan pants and a white shirt?(SHOW WORK)Name:Pre-Algebra Part 2 Final ExamDirections: Answer the questions below. Make sure to show your work and justify all your answers.Use function notation and solve for the situation.7. Greg washes cars on Saturdays at his dad’s car dealership. His dad pays him $50 plus $5 for each car that he washes. Greg washed 11 cars last Saturday. Use function notation to write an equation that gives the total amount Greg earns as a function of the number of cars he washes. Use the equation to find how much he earned last Saturday.(SHOW WORK)8. Jenny drew a figure in art class. Does it have rotational symmetry? If yes, what is the angle of rotation.Write and solve the system of equations for the situation.9. The cost of 2 bottles of water and 3 bags of pretzels is $7.05. The cost of a bag of pretzels is $1.35. Write a system of equations to represent this situation. Solve and explain what the answer means.(SHOW WORK)10. Rectangle PQRS has vertices P(1, 4), Q(6, 4), R(6, 1), and S(1, 1). Without graphing, find the new coordinates of the vertices of the rectangle after a reflection over the x-axis and then another reflection over the y-axis.(SHOW WORK)11.Maggiegraphedtheimageofa90 counterclockwiserotationaboutvertexAof .CoordinatesBandCof are (2, 6) and (4, 3) and coordinates B’ and C’ of it’s image are (–2, 2) and (1, 4). What is the coordinate of vertex A.(EXPLAIN WORK)Name:Pre-Algebra Part 2 Final ExamDirections: Answer the questions below. Make sure to show your work and justify all your answers.12. Train A and Train B leave the station at 2 P.M. The graph below shows the distance covered by the two trains. Compare the speeds of the two trains.(SHOW WORK)13. The Nolansky family has saved $360 as a down payment for a new computer. If x is the monthly payment for one year, the expression $12x + $360 represents the total cost of the computer. Factor this expression.14. Alex earns $7.50 per hour by working after school. He should have at least $60 for buying a video game. Write an inequality that shows to find hours must he work to buy a video game.15. A playground is in the shape of a square with each side equal to 109 yards. It has skating rinks in the shape of the quadrants of a circle at each corner. If the area of the remaining field is 9055, find the radius of each skating rink. Also, find the cost of cementing the skating rinks at $2.50 per square yards. Use .(SHOW WORK)Name:Pre-Algebra Part 2 Final ExamDirections: Answer the questions below. Make sure to show your work and justify all your answers.16. A company collected funds for charity from employees. The amount donated by some employees on the first day is as follows:$10, $20, $15, $100, $10, $15, $10Which measure of central tendency best represents the data? Justify your selection and then find the measure of central tendency.(SHOW WORK)17. Julie has $80 in her savings account and plans to save $x each month for 8 months. The expression $8x + $80 represents the total amount in the account after 8 months. Factor this expression.18. Aaron bought a new television that has a 92 in. 76 in. screen. It has a feature that splits the screen to allow him to watch 4 channels at once. What is the scale factor and size for each channel when this feature is turned on?(SHOW WORK)19. Jessica’s Spanish test scores are 98, 74, 88, 83, 91, and 85. Find the range, median, first and third quartiles, and interquartile range of her scores. Use the measures of variation to describe the data.(SHOW WORK)20. A half-filled cylindrical water tank has a water level of 20 feet high. The tank can hold 6000 cubic feet of water. Find the diameter of the tank in feet to the nearest tenth.(SHOW WORK)
Relationship Graph
For this discussion, you will have the opportunity to create your own relationship graph. Use the illustration tools in Mi ...
Relationship Graph
For this discussion, you will have the opportunity to create your own relationship graph. Use the illustration tools in Microsoft Word to make the graph. It can be a graph of your friendship network, or professional connections, or it can depict some other relationship that you find interesting.Your graph should have at least six vertices. You should clearly label what the vertices are as well as explain the significance of their connection. For example: the vertices in the above graph are different actors/actresses, and they are connected by an edge if they have acted in the same movie together.For your initial post, upload a copy of your graph and summarize what you discovered from this exercise. What insights did you gain from the graph?
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Sales Forecasting Using Regression Analysis in Machine Learning Applications Paper
For this final paper, you will develop a research proposal to solve a business problem choosing one of the statistical tec ...
Sales Forecasting Using Regression Analysis in Machine Learning Applications Paper
For this final paper, you will develop a research proposal to solve a business problem choosing one of the statistical techniques we covered in this course. Your paper must:Tasks:Assess a business problem.Justify statistical technique choice for your problem.Analyze three peer-reviewed research articles applying your chosen statistical technique to similar business problems.Synthesize the anticipated type of data you will use for the statistical analysis.Propose expected results.Evaluate how the analysis results would help solve your business problem.The statistical methods to choose from are as follows: Scatter plot, multiple linear regression, simple linear regression, t test for the population mean, z-test for the population mean, independent samples t test, two sample hypothesis testing, one way analysis of variance, two way analysis of variance, chi square goodness of fit, and chi test of independence.
Grand Canyon University Determine the Standard Error of Estimate Statistics Ques
Complete the following exercises from "Review Questions" located at the end of each chapter and put them into a Word docum ...
Grand Canyon University Determine the Standard Error of Estimate Statistics Ques
Complete the following exercises from "Review Questions" located at the end of each chapter and put them into a Word document to submit to the instructor.1.Chapter 6, number 6.9 2.Chapter 7, number 7.8 Show all relevant work; use the equation editor in Microsoft Word when necessary.6.9 Indicate whether the following generalizations suggest a positive or negative rela-tionship. Also speculate about whether or not these generalizations reflect simplecause-effect relationships. (a) Preschool children who delay gratification (postponing eating one marshmallow to wintwo) subsequently receive higher teacher evaluations of adolescent competencies. (b) College students who take longer to finish a test perform more poorly on that test (c) Heavy smokers have shorter life expectancies. (d) Infants who experience longer durations of breastfeeding score higher on IQ tests in later childhood.7.8 Each of the following pairs represents the number of licensed drivers (X ) and the number of cars (Y ) for seven houses in my neighborhood: Drivers (x): 5522312 Cars (y): 4322212(a) Construct a scatterplot to verify a lack of pronounced curvilinearity. (b) Determine the least squares equation for these data. (Remember, you will first have to calculate r, SSy and SSx) (c) Determine the standard error of estimate, sy|x, given that n = 7. (d) Predict the number of cars for each of two new families with two and five drivers
Milestone Three Draft of Recommendations
Overview: This assignment represents the last draft assignment before submitting your final project in Module Nine. Once y ...
Milestone Three Draft of Recommendations
Overview: This assignment represents the last draft assignment before submitting your final project in Module Nine. Once you review the data set below, refer to
the assignment guidelines below. Once you submit your milestone upload your draft to the Module Four 8-1 Discussion: Draft of Recommendations for peer
feedback in the next module.
Pre-Assignment: The following data set will be needed to complete this assignment:
Empirical Data
Assignment Guidelines
Make recommendations for continuous program improvement based upon the empirical data analysis.
Analyze the program for indicators that necessitate changes in program process or procedures. Was the goal met or exceeded? If not, what activities
should be performed to help identify issues/problems? What other information would be helpful in analyzing the indicators?
Recommend actions or strategies for continuous program improvement, based upon the empirical data analysis. What continuous improvement
strategies can be implemented short-term? What continuous improvement strategies will require additional time, resources, and support? What other
information would be helpful in making these recommendations?
Guidelines for Submission: Your paper must be submitted as a Microsoft Word document with double spacing, 12-point Times New Roman font, and one-inch
margins. Your submission must contain graphs as appropriate for presentation materials. Completion of this draft and the peer review in Module Eight will inform your final project submission.
Walden University Quantative Reasoning and Analysis Case Study
Part 1Answer a social research question with multiple regression. As you begin the Assignment, be sure and pay close atten ...
Walden University Quantative Reasoning and Analysis Case Study
Part 1Answer a social research question with multiple regression. As you begin the Assignment, be sure and pay close attention to the assumptions of the test. Specifically, make sure the variables are metric level variables.Using the SPSS software, open the Afrobarometer dataset or the High School Longitudinal Study dataset (whichever you choose).
Based on the dataset you chose, construct a research question that can be answered with a multiple regression analysis.Write a 1- to 2-page analysis of your multiple regression results for each research question. In your analysis, display the data for the output. Based on your results, provide an explanation of what the implications of social change might be.Use proper APA format, citations, and referencing for your analysis, research question, and display of output.Part 2Using the SPSS software, open the Afrobarometer dataset or the High School Longitudinal Study dataset (whichever you choose) .Consider the following: Create a research question with metric variables and one variable that requires dummy coding. Estimate the model and report results. Note: You are expected to perform regression diagnostics and report that as well. Then write a 2 page analysis of your multiple regression using dummy variables results for each research question. In your analysis, display the data for the output. Based on your results, provide an explanation of what the implications of social change might be. Use proper APA format, citations, and referencing for your analysis, research question, and display of output.Required Readings
Wagner, W. E. (2016). Using IBM® SPSS® statistics for research methods and social science statistics (6th ed.). Thousand Oaks, CA: Sage Publications.
Chapter 2, “Transforming Variables” (pp. 14–32)
Chapter 11, “Editing Output” (previously read in Week 2, 3, 4, 5. 6, 7, 8, and 9)
Allison, P. D. (1999). Multiple regression: A primer. Thousand Oaks, CA: Pine Forge Press/Sage Publications.Multiple Regression: A Primer, by Allison, P. D. Copyright 1998 by Sage College. Reprinted by permission of Sage College via the Copyright Clearance Center.
Chapter 6, “What are the Assumptions of Multiple Regression?” (pp. 119–136)
Allison, P. D. (1999). Multiple regression: A primer. Thousand Oaks, CA: Pine Forge Press/Sage Publications.Multiple Regression: A Primer, by Allison, P. D. Copyright 1998 by Sage College. Reprinted by permission of Sage College via the Copyright Clearance Center.
Chapter 7, “What can be done about Multicollinearity?” (pp. 137–152)
Multiple Regression: A Primer, by Allison, P. D. Copyright 1998 by Sage College. Reprinted by permission of Sage College via the Copyright Clearance Center.
Warner, R. M. (2012). Applied statistics from bivariate through multivariate techniques (2nd ed.). Thousand Oaks, CA: Sage Publications.Applied Statistics From Bivariate Through Multivariate Techniques, 2nd Edition by Warner, R.M. Copyright 2012 by Sage College. Reprinted by permission of Sage College via the Copyright Clearance Center.
Chapter 12, “Dummy Predictor Variables in Multiple Regression”
pre algebra part 2
Directions: Answer the questions below. Make sure to show your work and justify all your answers.1. Boston terriers weigh ...
pre algebra part 2
Directions: Answer the questions below. Make sure to show your work and justify all your answers.1. Boston terriers weigh up to 25 pounds. Suppose a puppy of this breed weighs 15 pounds. Write and solve an inequality to show how much more this dog could probably weigh.(SHOW WORK)2. Colleen plans to print x pictures from her camera at a drug store. The expression $0.2x represents the cost of developing the pictures if she is not a member of the store’s photography club. If she is a member, then the total cost is given by $0.15x + $10. How much more will Colleen pay by not being a member if she develops 350 pictures?(SHOW WORK)3. Marco drove 75 miles in hours. How many miles can he drive in 1 hour?(SHOW WORK)4. Woodland Mound Park sells annual visitor passes for $12.50. Last year the park raised $53,500 in annual visitor pass sales. How many annual visitor passes were sold?(SHOW WORK)5. The child’s physical density is being measured by the displacement method. A child of 50 pounds is placed in a tub filled with water, and the water that comes out of the tub goes into another small tub that measures 40 cm long, 30 cm wide, and 60cm deep. The water level in the small tub is 18 cm high. Find the density of a child in gm/cm3 to the nearest hundredth.(Hint: density = mass/volume; 1 pound = 454 grams)(SHOW WORK)6. Benjamin has to wear a uniform to school. His uniform is made up of tan or blue pants and a blue or white collared shirt. Benjamin has 2 pair of blue pants, 2 pair of tan pants, 3 white shirts, and 2 blue shirts. How many combinations can be made with the clothes Benjamin has to choose from? What is the probability that he will wear his favorite combination, tan pants and a white shirt?(SHOW WORK)Name:Pre-Algebra Part 2 Final ExamDirections: Answer the questions below. Make sure to show your work and justify all your answers.Use function notation and solve for the situation.7. Greg washes cars on Saturdays at his dad’s car dealership. His dad pays him $50 plus $5 for each car that he washes. Greg washed 11 cars last Saturday. Use function notation to write an equation that gives the total amount Greg earns as a function of the number of cars he washes. Use the equation to find how much he earned last Saturday.(SHOW WORK)8. Jenny drew a figure in art class. Does it have rotational symmetry? If yes, what is the angle of rotation.Write and solve the system of equations for the situation.9. The cost of 2 bottles of water and 3 bags of pretzels is $7.05. The cost of a bag of pretzels is $1.35. Write a system of equations to represent this situation. Solve and explain what the answer means.(SHOW WORK)10. Rectangle PQRS has vertices P(1, 4), Q(6, 4), R(6, 1), and S(1, 1). Without graphing, find the new coordinates of the vertices of the rectangle after a reflection over the x-axis and then another reflection over the y-axis.(SHOW WORK)11.Maggiegraphedtheimageofa90 counterclockwiserotationaboutvertexAof .CoordinatesBandCof are (2, 6) and (4, 3) and coordinates B’ and C’ of it’s image are (–2, 2) and (1, 4). What is the coordinate of vertex A.(EXPLAIN WORK)Name:Pre-Algebra Part 2 Final ExamDirections: Answer the questions below. Make sure to show your work and justify all your answers.12. Train A and Train B leave the station at 2 P.M. The graph below shows the distance covered by the two trains. Compare the speeds of the two trains.(SHOW WORK)13. The Nolansky family has saved $360 as a down payment for a new computer. If x is the monthly payment for one year, the expression $12x + $360 represents the total cost of the computer. Factor this expression.14. Alex earns $7.50 per hour by working after school. He should have at least $60 for buying a video game. Write an inequality that shows to find hours must he work to buy a video game.15. A playground is in the shape of a square with each side equal to 109 yards. It has skating rinks in the shape of the quadrants of a circle at each corner. If the area of the remaining field is 9055, find the radius of each skating rink. Also, find the cost of cementing the skating rinks at $2.50 per square yards. Use .(SHOW WORK)Name:Pre-Algebra Part 2 Final ExamDirections: Answer the questions below. Make sure to show your work and justify all your answers.16. A company collected funds for charity from employees. The amount donated by some employees on the first day is as follows:$10, $20, $15, $100, $10, $15, $10Which measure of central tendency best represents the data? Justify your selection and then find the measure of central tendency.(SHOW WORK)17. Julie has $80 in her savings account and plans to save $x each month for 8 months. The expression $8x + $80 represents the total amount in the account after 8 months. Factor this expression.18. Aaron bought a new television that has a 92 in. 76 in. screen. It has a feature that splits the screen to allow him to watch 4 channels at once. What is the scale factor and size for each channel when this feature is turned on?(SHOW WORK)19. Jessica’s Spanish test scores are 98, 74, 88, 83, 91, and 85. Find the range, median, first and third quartiles, and interquartile range of her scores. Use the measures of variation to describe the data.(SHOW WORK)20. A half-filled cylindrical water tank has a water level of 20 feet high. The tank can hold 6000 cubic feet of water. Find the diameter of the tank in feet to the nearest tenth.(SHOW WORK)
Relationship Graph
For this discussion, you will have the opportunity to create your own relationship graph. Use the illustration tools in Mi ...
Relationship Graph
For this discussion, you will have the opportunity to create your own relationship graph. Use the illustration tools in Microsoft Word to make the graph. It can be a graph of your friendship network, or professional connections, or it can depict some other relationship that you find interesting.Your graph should have at least six vertices. You should clearly label what the vertices are as well as explain the significance of their connection. For example: the vertices in the above graph are different actors/actresses, and they are connected by an edge if they have acted in the same movie together.For your initial post, upload a copy of your graph and summarize what you discovered from this exercise. What insights did you gain from the graph?
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