Statistical consultant assignment 3, Use the informartions in my Assignment 1 and 2 to complete assignment 3.

About this Assignment This report focuses on data analysis of the data set from Report 1. While the final results will eventually be presented to the client, this report emphasizes the statistical approach used in the analysis. It is intended as a report you present to your manager before meeting with the client. The manager is familiar with statistical concepts but is interested in understanding your methodology, rationale, results, and conclusions. Assignment Objectives This assignment will guide your learning process to ensure you can: 1. Evaluate data preprocessing techniques to address dataset challenges. 2. Design and justify statistical methodologies for data analysis. 3. Communicate statistical results clearly and professionally. Directions Key Points to Include: '1L. Introduction: Provide an overview of the data and the objectives of the analysis. Briefly mention the data collection method and any context provided by the client. 2. Data Issues and Preprocessing: + Highlight any challenges or issues with the dataset, such as missing values, outliers, or inconsistencies. Describe how you addressed these issues (e.g, data cleaning, transformations). 3. Proposed Analysis and Methodology: + Explain the specific statistical analyses you decided to perform (e.g., descriptive statistics, hypothesis testing, regression). Justify your choice of analysis based on the objectives and characteristics of the data. 4, Results: Present the outcomes of your analysis using clear, concise explanations. Include tables, graphs, or other visualizations to support your findings. 5. Conclusions: + Summarize the insights gained from the analysis. Highlight any trends, relationships, or implications that are relevant to the client's questions or goals. 6. Author's Note An Author's Note is a brief reflective statement that explains the changes you plan to make when adapting this report fora different audiencein this case, from your manager to the client. It highlights your awareness of audience expectations and your ability to revise for clarity, tone, and relevance. Use the bullet points below to guide your Author's Note. Focus on 2-4 concise sentences per bullet: Audience Awareness, Tone and Language: Identify what your client may or may not understand about the statistical methods and why certain explanations will need to be revised, simplified, or removed.. Note any changes in tone (e.g., less technical, more accessible) or word choice to make the report more client-friendly. + Visual Presentation: Indicate whether you plan to modify or add visuals (charts, graphs) to better support client understanding. Actionable Takeaways: Mention any emphasis you plan to place on results or recommendations that are most meaningful or relevant to the client's goals. 7. Appendix: Ifyou used software (e.g., SAS, R, Python), include the code in the Appendix. Ensure that the code is well-commented and organized to make it easy to fallow