Regression Modeling Application

Regression Modeling Application
Assignment Content

  1. Purpose 
    This assignment provides an opportunity to develop, evaluate, and apply bivariate and multivariate linear regression models.
    Resources: Microsoft Excel®, DAT565_v3_Wk5_Data_File
    Instructions:
    The Excel file for this assignment contains a database with information about the tax assessment value assigned to medical office buildings in a city. The following is a list of the variables in the database:

    • FloorArea: square feet of floor space
    • Offices: number of offices in the building
    • Entrances: number of customer entrances
    • Age: age of the building (years)
    • AssessedValue: tax assessment value (thousands of dollars)
    • Use the data to construct a model that predicts the tax assessment value assigned to medical office buildings with specific characteristics.Regression Modeling Application

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    • Construct a scatter plot in Excel with FloorArea as the independent variable and AssessmentValue as the dependent variable. Insert the bivariate linear regression equation and r^2 in your graph. Do you observe a linear relationship between the 2 variables?
    • Use Excel’s Analysis ToolPak to conduct a regression analysis of FloorArea and AssessmentValue. Is FloorArea a significant predictor of AssessmentValue?
    • Construct a scatter plot in Excel with Age as the independent variable and AssessmentValue as the dependent variable. Insert the bivariate linear regression equation and r^2 in your graph. Do you observe a linear relationship between the 2 variables?
    • Use Excel’s Analysis ToolPak to conduct a regression analysis of Age and Assessment Value. Is Age a significant predictor of AssessmentValue?
    • Construct a multiple regression model.
    • Use Excel’s Analysis ToolPak to conduct a regression analysis with AssessmentValue as the dependent variable and FloorAreaOfficesEntrances, and Age as independent variables. What is the overall fit r^2? What is the adjusted r^2?
    • Which predictors are considered significant if we work with α=0.05? Which predictors can be eliminated?
    • What is the final model if we only use FloorArea and Offices as predictors?
    • Suppose our final model is:
    • AssessedValue = 115.9 + 0.26 x FloorArea + 78.34 x Offices
    • What wouldbe the assessed value of a medical office building with a floor area of 3500 sq. ft., 2 offices, that was built 15 years ago? Is this assessed value consistent with what appears in the database?Regression Modeling Application
 
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compare the health trends that are exhibited in Healthy People 2010 and 2020 frameworks.

For this assignment, you will compare the health trends that are exhibited in Healthy People 2010 and 2020 frameworks. You will create your comparison by addressing the following issues that are listed below.

1) Describe some of the major historical events that have helped to shape the disparities evident in the 2010 and 2020 Healthy People frameworks.

2) How are these frameworks similar; how are they different?

3) What changes have been made to improve the health of people?

4) Give your prediction for a future framework based on today’s trends.

Your report should be at least two pages in length, not counting the title page and reference page. Adhere to APA Style when constructing this assignment, including in-text citations and references for all sources that are used. In addition to citing and referencing both Healthy People frameworks, include a minimum of one additional reference from an Online Library. Please note that no abstract is needed.

 
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Introduction To Workplace Safety

As a leader of an occupational safety and health program, you will be responsible for setting goals that will drive continuous improvement. Do you think having a goal of zero injuries is effective at driving continuous improvement? Include how this goal will support or detract from employee involvement. Respond to another student’s post with a comment that supports his or her position or provides an alternative point of view.

ALSO PLEASE REPLY TO ANOTHER STUDENTS COMMENT BELOW WITH A POSITIVE COMMENT RESPONSE

Alex:

Hello, my names Alex. I live in a small town called Loch Broom, which is in Nova Scotia (Canada). I currently work as a locomotive engineer (train driver) and am working on completing my BS in Environmental Managment with hopes of working with the department of fisheries or similair here in Nova Scotia doing ocean related conservation.

As a leader of an OSH program, I would think having a goal of zero injuries could be a driving factor for improvment, depending how it was handled. One railroad I previously worked for would take any incident and find a way to blame the employee, for instance, person walking next to the rail track on a hot day tripped over an old peice of rail that was in the rocks, fell and cut there hand open. The company punished this person for not wearing gloves, even though it was not in our rules, they added the rule the next day. I don’t believe the zero injuries is effective in this way, I think that accidents, although majorily preventable, is not 100% preventable. The goal, of course should be to be ahead of them and preventing them, and in that way effective if the team is under the same mind set, but understanding that, and this is true in every job I have ever had, somethings just aren’t foreseeable.

 
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Deliverable 5 – Population Health Management Patterns

Competency

Evaluate sets of health data from diverse populations using population health management principles.

Scenario

Effective population health management (PHM) requires strategies to reach the individual consumer or patient at all stages of life in the manner most appropriate for each individual. PHM must use a set of patterns of population health strategies that describe people and their preferences. These pattern classifications help healthcare organizations begin to understand how they should develop a robust PHM that serves the population needs.

Each market and population is unique. Market position, service offerings, health status, predominant diseases, and geographic and community features are all unique factors that need to be addressed. As your healthcare system gains a greater understanding of their local population needs, the PHM program you are implementing needs to develop criteria that will be assigned to specific population cohorts to define the various proactive health interventions and care delivery.

Instructions

Write an executive summary that analyzes the various patterns of population health management that your health system is developing for your diverse population.

Use five quality references to support your assessment and findings in this assessment.

Resources

This link has information for creating an executive summary.

Use these sources to help you write this summary.

Puro, J., & Falca-Dodson, M. (2016). Population Health: How Two Community-Based Collaborations Are Changing the Face of Healthcare in New Jersey and Beyond. MD Advisor: A Journal For New Jersey Medical Community, 9(1), 4-7.

Devereaux, D. S., & Zilz, D. A. (2018). Population health management: A community imperative. American Journal Of Health-System Pharmacy, 75(2), 46-48.

Block, D. J. (2014). Is Your System Ready for Population Health Management?. Physician Executive, 40(2), 20-24.

QUINTERO, A. (2014). Population Health Management, Data, and Clinical Documentation. Journal Of Health Care Compliance, 16(4), 45-63.

Quinn Ahonen, E., Kaori, F., Cunningham, T., & Flynn, M. (2018). Work as an Inclusive Part of Population Health Inequities Research and Prevention. American Journal Of Public Health, 108(3), 306.

May, T., Byonanebye, J., & Meurer, J. (2017). The Ethics of Population Health Management: Collapsing the Traditional Boundary Between Patient Care and Public Health. Population Health Management, 20(3), 167-169.

Designing a Community-Based Population Health Model

Four Population Health Management Steps for Safety Net Patients

4 Components of Effective Population Health Management

 
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The Health Care Market

Overview

Use the Internet or Strayer online databases to research the current health care delivery structures—both private and public—within your state.

Instructions

Write a 6–8-page paper in which you:

  1. Analyze the current health care delivery structure in your state. Compare and contrast the major determinants of health care market power.
  2. Analyze the main competitive forces in the your health care delivery system in your state, and compare the major factors that influence the fundamental manner in which these competitive forces determine prices, supply and demand, quality of care, consumerism, and providers’ compensation.
  3. Evaluate the positive benefits and negative aspects, respectively, of HMO managed care from the provider’s point of view—i.e., a physician and a health care facility—and from a patient’s point of view. Provide a rationale for your response.
  4. Assess the efficiency of the types of economic incentives available to providers in the delivery of health care services in your own state.
  5. Propose who bears the financial risk of a capitation payment system: the provider, the patient, or the consumer-driven health plan itself.
  6. Use at least five current references. Three of these references must be from current peer-reviewed sources to support and substantiate your comments and perspectives.

I live in the state of Georgia.

 
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900 Words

The unapproved use of approved drugs, also called off-label use, with children is quite common. This is because pediatric dosage guidelines are typically unavailable, since very few drugs have been specifically researched and tested with children.

 

  • Explain the circumstances under which children should be prescribed drugs for off-label use. Be specific and provide examples.
  • Describe strategies to make the off-label use and dosage of drugs safer for children from infancy to adolescence. Include descriptions and names of off-label drugs that require extra care and attention when used in pediatrics.
 
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Critical Thinking

This assignment has two parts. Both parts will be completed in the same attached Unit VIII Homework Template.

Part 1: Choose one of the three topics below. Write an argument with a clear conclusion (thesis) that you have created about this topic. Your conclusion must be a straightforward one-sentence assertion. Note that your thesis or conclusion can be something narrow within each topic. For example, “I should stop smoking” is a thesis or conclusion that falls under the topic of being healthy. Incorporate the following guidelines as you write:

  • Briefly introduce the issue or topic.
  • Identify at least two premises for your conclusion.
  • Write at least one page for your argument and written response.
  • Your written response should include inductive aspects of your argument as well as deductive aspects.
  • List at least one fallacy that you may have committed but have avoided.
  • Write at least one unstated assumption that is logically part of your argument.
  • If your argument turns out to have a sub-argument (see Unit VIII Lesson), make sure you fill out a template for each argument. Follow the writing guidelines on pages 273 through 275 of Chapter 12 of our textbook.

Possible TopicsQuestions that may help in coming up with a thesis (conclusion):Money managementHow should I manage my money? What spending habits can I change? How can I save more?Study habitsWhat is the best way to study? What can I do on a daily basis to study? What can I do on a weekly basis?Being healthyWhat can I do to be healthy? What daily habits can I change?

Part 2: After writing your argument paragraphs, fill out the conclusion, premises, inductive aspects, and deductive aspects in the chart at the bottom of the template. In the second chart, include your potential fallacies and hidden assumptions.

View the Unit VIII Sample Homework for an example of how your completed assignment should look. The first part of your completed assignment must be at least one page in length. No outside resources are required. APA Style is not required for this assignment.

 
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Discussion-0203

your task is to choose one of the following VPN topics and investigate it in good details:

  • Strategies for overcoming VPN performance and stability issues
  • VPN deployment planning for the enterprise
  • Software vs hardware-based VPN solutions
  • Best practices for implementing and managing VPNs
  • VPN implementation

Once you chose a topic, write a reflection (3-4 paragraphs of approximately 200-to-250 words). You need to research this topic and add your comments about it; make sure you are not copying anything from the textbook or copying/pasting from any other sources. While you can research things, the write-up in the post MUST be your original words. Your initial post must contain a properly formatted in-text citation and scholarly references.

 
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Bible

Old Testament Narrative Bible Study Assignment Instructions

General Instructions: 

For this assignment, you will be studying the Old Testament story of The Bronze Serpent found in Numbers 21:4-9. You will use the template below in order to complete a study of this passage. In your study, you will use the skills of Observation, Interpretation, Correlation, and Application that you have become familiar with through your reading in Everyday Bible Study. Refer to the “Course Policies” in the course syllabus for the formatting expectations in this course.

Submit this Old Testament Narrative Bible Study assignment by 11:59 p.m. (ET) on Monday of Module/Week 3.

 
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