Part 1 Building Regression Models in Health Care Finding evidence-based relationships among variables is an important tool for any healthcare administration leader. On a daily basis, healthcare administration leaders may want to see what variables are correlated so that they can implement quality improvement.This week, you think of scenarios where building and interpreting regression models would be useful for healthcare administration leaders. You might consider building off. For example, Jenna, a healthcare administration leader, determined last week that patient satisfaction scores had fallen from the mean of 87. She wants to know why. She believes that it may have something to do with patient waiting time and time spent with the doctor. Thus, her dependent variable (y) is patient satisfaction and the independent variables are waiting time (x1) and time spent with the doctor (x2). She can evaluate the relationship between these two variables using correlation; bivariate scatterplots for y vs. x1 and y vs. x2; and regression techniques. For this Discussion, think about a healthcare scenario where multiple regression might be useful in your organization or one with which you are familiar. Consider what your dependent and independent variables might be for conducting a multiple regression analysis. Build a small example, and run the regression analysis.PART 2 REGRESSION MODELING Regression modeling is a foundational skill for those conducting secondary data analysis, much like you will encounter in the completion of the Doctor of Healthcare Administration (DHA) program. Additionally, regression modeling assists in finding connections among multiple variables and one dependent variable. Consider, for example, a healthcare administrator who may be asked to develop or interpret models of patient satisfaction based on other quantitative or dichotomous variables. For this Assignment, review the resources for this week. Complete Case Study. The case study is based on a real-world problem. (3–5 pages) Complete Case Study 11.1, "Artsy Corporation," using SPSS. Submit your answers and embedded analysis (SPSS and other analysis) as a Microsoft Word management report References: Albright, S. C., & Winston, W. L. (2015). Business analytics: Data analysis and decision making (5th ed.). Stamford, CT: Cengage Learning. Chapter 10, "Regression Analysis: Estimating Relationships" (pp. 463–531) Chapter 11, "Regression Analysis: Statistical Inference" (pp. 532–589) Fulton, L., Lasdon, L. S., & McDaniel, R. R. (2007). Cost drivers and resource allocation in military health care systems. Military Medicine, 172(3), 244–249. Note: Retrieved from the Walden Library databases. PART 3: Reducing Readmissions: Brief to the Board of Directors In an effort to reduce the high costs of health care, health care executives, physicians, and clinical staff establish guidelines to minimize the rates of readmissions for patients. While certain medical conditions may require that patients are readmitted into health care organizations, for less urgent or extensive medical conditions, ensuring that health care service is administered effectively the first time will go a long way in minimizing readmission. From a financial standpoint, patient readmissions constrict health care services, resources, and staff that would otherwise be used to treat new patient cases. From effective health care delivery, a patient who is readmitted may be an indication of poor quality health care delivery, ineffective process workflows, or inefficient patient care. Review the resources.Reflect on how health care executives might address the board of directors of a health care organization in order to reduce readmissions. Within the context of Medicare reimbursements, how will reducing readmissions benefit the health care organization? (2 pages) Write a brief to the board of directors explaining how you, as the chief executive of the hospital, would implement strategies to reduce readmissions within the context of Medicare reimbursement. Be specific and provide examples.Be sure to include support from the literature.References:Dye, C. F., & Garman, A. N. (2015). Exceptional leadership: 16 critical competencies for healthcare executives. (2nd ed.). Chicago, IL: Health Administration Press. Chapter 14, "Competency 14: Driving Results" (pp. 157–165)Chapter 15, "Competency 15: Stimulating Creativity" (pp. 167–176)Chapter 16, "Competency 16: Cultivating Adaptability" (pp. 177–186)Butcher, L. (2013). Hospitals strengthen bonds with post-acute providers. Retrieved from http://www.hhnmag.com/articles/5987-hospitals-stre...Sacks, L.B. (2016). Succeeding with new payment models. In The Society for Healthcare Strategy and Market Development of the American Hospital Association (Ed.), Futurescan healthcare trends and implications: 2016–2021 (pp. 38–42). Chicago, IL: Health Administration Press.U.S. Department of Health and Human Services, Centers for Medicare & Medicaid Services. (n.d.-b). Provider preventable conditions. Retrieved from https://www.medicaid.gov/medicaid-chip-program-inf...U.S. Department of Health and Human Services, Centers for Medicare & Medicaid Services. (2016a). Community-based care transitions program. Retrieved from https://innovation.cms.gov/initiatives/CCTP/U.S. Department of Health and Human Services, Centers for Medicare & Medicaid Services. (2016e). Readmissions reduction program (HRRP). Retrieved from https://www.cms.gov/medicare/medicare-fee-for-service-payment/acuteinpatientpps/readmissions-reduction-program.html

A t test examines if two means (averages) are reliably different from each other; that is, whether any significant differences exist between the means of samples from different populations. For example, to what extent is the output of a local office which applied an IT solution different than the output of other local offices which did not apply the IT solution? Also, if you wanted to test whether the average IQ score of a group of students differs from 100, you may use a t test. A t test does more than just compare means; as an inferential statistic, t tests allow researchers to make inferences about the populations beyond their sample data.For this Assignment, you will use the IT Security database and conduct two t tests: (a) one-sample t test and (b) paired-samples t test and prepare an APA results write-up for each test.To prepare for this Assignment:Review the media programs:Introduction to Hypothesis TestingThe t StatisticThe t Test for Related SamplesEstimationReview Lesson 22, "One-Sample t Test.” Then conduct a one-sample t test using the IT Security Dataset from this week’s Learning Resources.Pay particular attention to the sections titled “Writing an APA Results Section” (on pages 119-120) and “An APA Results Section” (on page 167) in the Green and Salkind text.Review Lesson 23, “Paired-Samples t Test.” Then conduct a paired-samples t test using the IT Security Dataset.Pay particular attention to the section titled “An APA Results Section” (on page 122) in the Green and Salkind text.Review the Assignment Exemplar provided in this week’s Learning Resources.Submit a 5- to 6-page paper using the Assignment Exemplar.Your paper must include the following elements:An APA Results section for each t test. (See examples of APA Results sections in Lesson 22 (one-sample t test) and Lesson 23 (paired-samples t test) of the Green and Salkind text.)The critical elements of your SPSS output, including:A properly formatted research questionA properly formatted H10 (null) and H1a (alternate) hypothesisA descriptive statistics narrative and properly formatted descriptive statistics table (see page 148 of the Green and Salkind text)A properly formatted histogram for the one-sample t test (see page 149 of the Green and Salkind text)A properly formatted box plot for the paired-samples t test (see page 154 of the Green and Salkind text)A properly formatted inferential APA Results Section (see page 149 of the Green and Salkind text) for each testAn appendix including the SPSS output generated for descriptive and inferential statistics (see SPSS output on page 148 of the Green and Salkind text)

Since I am bad statistic, please help me do this properly and follow all the requirements. I'm very appreciate it.