I want to predict the mortage loan pass rate, you can use those Predictive model as follow:– Clustering Analysis – Regression Model with Groups based on Clustering – Simple, Multiple Regression on linear or nonlinear models – Discrete Probability Model : Logistic Model – Machine Learning techniques: Random Forest, Neural Network Analysis before that, please to some Descriptive Analytics – Proc mean, Proc summary, Proc Uniariate, Proc sgplot of gplot, and Maps – Correlation analysis and Analysis of Variance (ANOVA) – Other relative analyses including histograms and statistics I attached the link to access the data: https://bigblue.depaul.edu/jlee141/econdata/hmda/You need to finish those part.2. Empirical Methodology (1 to 2 pages) • Describe your estimating equation(s) in words and in math (i.e. include the exact regression equation(s) in this section). • Describe how the methodology is going to help you answer your question comparing to a regression model.3.Results (3 to 4 pages) •Present your results with tables and/or graphs/charts (not raw output from SAS or R please).• Descriptive Analytics – Proc mean, Proc summary, Proc Uniariate, Proc sgplot of gplot, and Maps – Correlation analysis and Analysis of Variance (ANOVA) – Other relative analyses including histograms and statistics• Predictive Analytics (All required to apply to your model)– Clustering Analysis– Regression Model with Groups based on Clustering– Simple, Multiple Regression on linear or nonlinear models– Discrete Probability Model : Logistic Model– Machine Learning techniques: Random Forest, Neural Network Analysis• Describe your results in words (both the signs and magnitudes). The emphasis should be on coefficients that relate to your research question, but you may mention others. Certainly, you do NOT need to describe (in words) ALL of the coefficients, just the important ones.• Performance your model depending upon the predictability. You need to show the strength of your model by comparing other alternative models. The performances of models should be measured using a test data set, that was not used to estimate the main model.4.Summary of Project (1 to 2 pages) • Summarize everything briefly (i.e. in one paragraph you should be able to state your project question, empirical approach, and results). • Potential shortcoming of your project and desirable future works.5.Bibliography (1 page) Any related work with your workAppendix: SAS or R command file Include all SAS or R commands used to generate the output. Codes and Data needs to be included in separate files. Make sure all submitted SAS or R codes without any errors. There will be very high penalty if they are not working with errorsI attached the Guideline and already done the introduction and data part. I need both code and report.

Review The Power of Good Design and select three of the ten principles noted for good design. Next in R, utilize these three principles in a problem that you will solve. First note the problem to solve, the dataset (where the information was pulled from), and what methods you are going to take to solve the problem.  Ensure the problem is simple enough to complete within a two-page document. For example, I need to purchase a house and want to know what my options are given x amount of dollars and x location based on a sample of data from Zillow within each location. Ensure there is data visualization in the homework and note how it relates to the three principles selected Requirements: Provide a 1000 word (or 2 pages double spaced) minimum reflection.

Complete a detailed research paper by answering the following questions and include an five to seven page paper with at least eight sources, seven peer reviewed sources found in the Potomac Library, and your course text book. All sources must be properly cited and referenced. Assignment must be APA compliance.What leadership models are most effective in today's organizations and why?Examine the leadership styles that you have used in the past. Give specific examples of different situations where you used different styles. Analysis how effective you were as a leader in each situation and suggest ways you could have improved your performance based on the knowledge you have gained in this course.Identify and describe the leader you want to become.How will you transform yourself into the leader you want to become?Please use this strategy when you analyze a case:Identify and write the main issues found discussed in the case (who, what, how, where and when (the critical facts in a case).List all indicators (including stated "problems") that something is not as expected or as desired.Briefly analyze the issue with theories found in your textbook or other academic materials. Decide which ideas, models, and theories seem useful. Apply these conceptual tools to the situation. As new information is revealed, cycle back to sub steps a and b.Identify the areas that need improvement (use theories from your textbook)Specify and prioritize the criteria used to choose action alternatives.Discover or invent feasible action alternatives.Examine the probable consequences of action alternatives.Select a course of action.Design and implementation plan/schedule.Create a plan for assessing the action to be implemented.Conclusion (every paper should end with a strong conclusion or summary)Writing Requirements5-7 pages in length (excluding cover page, abstract, and reference list)APA format, Use the APA template located in the Student Resource Center to complete the assignment.Please use the Case Study Guide as a reference point for writing your case study.NO PLAGARISM PLEASE