ITECH1103 - Big Data and Analytics Assignment

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Reference no: EM132378650

ITECH1103 - Big Data and Analytics Group Assignment - Analytic Report, Semester 2, 2019, Federation University, Australia

Purpose: The purpose of this task is to provide students with practical experience in working in teams to write a data analytical report to provide useful insights, pattern and trends in the chosen/given dataset. This activity will give students the opportunity to show innovation and creativity in applying SAS Analytics, and designing useful visualization and predictive solutions for various analytics problems.

Project Details:

This is a group assignment and you will complete the task with your team. Your team will be made up of at most 3 members who are all enrolled in the same laboratory - the teams will be allocated by your tutor. It is expected that each team member will contribute equally to the project.

Your team will use SAS Visual Analytics to explore, analyze and visualize the dataset provided. You will receive feedback on the draft about presentation choices, content, analysis, and style.

The aim is to use the data set allocated to provide interesting insights, trends and patterns amongst the data. Your intended audience is the CEO and middle management of the U.S. Department of Health and Human Services who are responsible for overseeing the health industry in America.

In addition, each individual team member will write a short reflection as part of the report on their individual experience on working on the project.

Tasks -

Task 1- Background information - Write a description of the dataset and project, and its importance for the organization. Discuss the main benefits of using visual analytics to explore big data. In this you should include a justification for using the visualizations that you will use and how they have been successful in other similar projects. This discussion should be suitable for a general audience. Information must come from at least 6 appropriate sources (2 per student) be appropriately referenced. [2 to 3 pages]

Task 2 - Reporting / Dashboards - For your project, perform the relevant data analysis tasks by answering the guided questions provided (see Appendix for questions and dataset) and, identify the visualization you need to develop.

Note: remove any missing data points from your visualizations where possible/suitable

  • Task 3 - Additional Visualizations - In addition to the guided questions, it is expected that each student will provide at least two other visualizations of the data (i.e. for a group of 3 students this is 6 extra visualizations). These additional visualizations will be judged in terms of quality of the findings and complexity of analysis. These visualizations should be using multi-dimensional, filtering and advance calculation techniques.

Task 4 - Justification -Justify why these visualizations are chosen in Task 2 and 3. Note: To ensure that you discuss this task properly, you must include visual samples of the reports you produce (i.e. the screenshots of the BI report/dashboard must be presented and explained in the written report; use 'Snipping tool'), and also include any assumptions that you may have made about the analysis in your Task 2 (i.e. the report to the operational team of the company). [1 to 2 pages]

Task 5 - Discussion of findings - using the visualizations created discuss the findings from the data set. In this discussion you should explain what each visualization shows. Then summarize the main findings. [3 to 4 pages]

Task 6 - Executive Summary - summary of the data analysis including a brief introduction, methods used and a list of the key findings [1 page only]

Task 7 - The Reflection (Individual Task) - each team member is expected to write a brief reflection about this project in terms of challenges, learning and contribution. [1 to 2 pages]

The report will include the following in the order provided below:

  • A cover page including the names and student id of all team members
  • Table of Contents
  • Table of Figures / Tables
  • Executive Summary
  • Background
  • The body of the report including reports, insights, justifications and visuals
  • Discussion of findings
  • Conclusion
  • References
  • Appendices

Appendix: Data Set and Guided Questions

  • Teradata - SAS Visual Analytics Data Source - READMIT-HISTORICAL

Guided Questions

1. GROUP TASK: Create a data dictionary for the data source by the group.

2. What are the average number of ICU days with respect to diagnose group and gender?

3. For each region, what is most and least common diagnosis group?

4. For each diagnosis group, which is most and least popular disease?

5. What are top 5 departments with respect to number of patients?

6. What are top 3 regions with respect to female patient numbers?

7. What are top 5 places where patients are discharged ?

8. What are top 3 regions with respect to "black" race?

9. What are the top 5 hospitals with respect to Asthma patients' number of visits?

10. What are the active and inactive months in terms of admission for both male and female patients?

11. What are top 3 regions with respect to average days spend in hospital? Hint- You need to create a measure to calculate number of days spend in hospital

12. What are top 10 cities with respect to number of patients?

13. What is the trend of number of patient's admission from October 2011 to June 2012 with respect to region for both male and female? Hint- You need to use filter for the dates -

14. Display only the most and least popular month in question 9 at a time.

15. What is the trend of patient numbers between Jan 2012 to June 2012 diagnosed with "CHF" only?

16. What is the trend of different diagnose group over the months?

17. What are top 5 departments in terms of number of operations and how these operations vary across months?

18. What are the most appropriate predictors of heart disease? Hint- use decision tree

19. Create a geomap of the Hospitals and patient number.

20. Create a cluster analysis on patient related data.

Reference no: EM132378650

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Reviews

len2378650

9/29/2019 11:49:27 PM

Report Submission: Each member of the group is to submit an electronic copy of the completed group assignment and their own individual reflection via Moodle. The report will be approximately 8 to 12 pages in length (not counting cover page and references). All references used in your report must be from peer-reviewed sources. Include any and all sources of information including any person(s)n you interviewed for this project. Your report should be formatted according to the "Assignment Layout and Appearance Guidelines" and your references presented using the APA referencing style.

len2378650

9/29/2019 11:49:22 PM

A passing grade will be awarded to assignments adequately addressing all assessment criteria. Higher grades require better quality and more effort. For example, a minimum is set on the wider reading required. A student reading vastly more than this minimum will be better prepared to discuss the issues in depth and consequently their report is likely to be of a higher quality. So before submitting, please read through the assessment criteria very carefully.

len2378650

9/29/2019 11:49:14 PM

Report Marking Guide - 1 - Background of the Project: Description of Project, Datasets and organisation. The importance of project for the organisation. Benefits and examples provided for the use of data visualisation using peer reviewed sources 10 marks, 2 - Dashboard/Reports utilisation of appropriate data analysis tools, visualizations and dashboards developed for the report 30 marks, 3 - Additional Visualizations The quality and complexity of additional visualisations provided other than the guided questions 10 marks, 4 - Justification - Each analysis/dashboard and report explanation with relevant research papers, complexity and in- depth of the justification 5 marks, 5 - Discussion of findings - Key data insights, recommendations to achieve organisational objectives with theoretical justifications with proper references 15 marks, 6- Executive summary - Format, key findings and recommendation 10 marks, 7 - The Reflection (Individual Task) 10 marks, Presentation of Report - Report is well-written and presented professionally, containing all requirements 10 marks.

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