1-2Primary_Task_ResponseWithin_the_Discussion_Board_area_write

1-2

Primary Task Response: Within the Discussion Board area, write 400-600 words that respond to the following questions with your thoughts, ideas, and comments. This will be the foundation for future discussions by your classmates. Be substantive and clear, and use examples to reinforce your ideas. For this assignment, answer the following:

· What theories and techniques would you recommend to be used in the diagnosis of illnesses with the use of big data analytics? Why would those be your choices?

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Unit 2

For this assignment, answer the following:

· When is it beneficial for stakeholders to be involved in the data analytics life cycle? How would you determine this?

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3-1

Research and explain the differences between 2 of the following NoSQL databases as used in big data analytics:

· Neo4j: Graph database

· MongoDB: Document store database

· CouchDB: Document store database

· Cassandra: Column-oriented database

· Big Table: Column-oriented database

· RIAK: Key-value store database

· Amazon DynamoDB

· db4o: Object-oriented database

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3-2

For this assignment, address the following:

· Select a NoSQL database type, and explain how it is used or could be applied for health informatics data analytics.

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Unit 4

For this assignment, address the following:

· Choose and discuss a big data analytics framework (environment) and relevant tools used in health care data analytics. Your discussion should also provide examples of how health care organizations have or could implement the framework.

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5-1

For this assignment, address the following:

· Create the building blocks of a system for health care big data analytics, and compare the building block design to a DNA networked cluster currently used by an organization in the current market.

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5-2

For this assignment, address the following:

· Explore the current state of data storage for big data. Analyze and discuss the impact of big data storage on organizational processes.

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Unit 6

Explore the use of cloud computing in the health care industry and provide a case study. Ensure that your case study covers the following:

· A use case for health care data on a cloud

· Present issues related to have health care data on a cloud

· Pros and cons of health care data on a public and private cloud

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7-1

For this assignment, address the following:

· Research and present a case study where big data analytics was used to detect fraudulent data in the health care industry. Discuss the case study and how big data analytics can be used to eliminate (or simply mitigate) health care fraud in the future.

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7-2

Primary Task Response: Within the Discussion Board area, write 400-600 words that respond to the following questions with your thoughts, ideas, and comments. This will be the foundation for future discussions by your classmates. Be substantive and clear, and use examples to reinforce your ideas.

Using the Library and Internet, research and discuss the role(s) of data brokers in the health care industry.

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Unit 8

Share your thoughts on data privacy and governance as they relate to the health care industry. Be sure to include thoughts on privacy violations, how to avoid them, and best practices that the health care industry could adopt to avoid instances of data breach and privacy violation.

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Unit 9

Using the Library and Internet, research and present a case study on how international laws impact big data analytics in the health care industry.

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10-1

Using the Library and Internet, research, submit, and discuss a case study that demonstrates a need for data in motion analytics.

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10-2

Reflect on what you learned regarding each of the following Course Objectives and share your plan to apply your newly found knowledge:

· Design an experiment for the application of statistical methods related to modeling and analyzing big data.

· Draw on a large body of data to form a prediction or variable comparisons within the premise of big data.

· Examine the unique domain of health informatics and explain how big data analytics contributes to the detection of fraud and the diagnosis of illness, as well as other modeling aspects related to business intelligence and predictive business processes.

· Summarize one case study in detail related to big data analytics as it relates to organizational processes and topical research.

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IP1 (4-6 Pages excluding cover page and Reference Page)

Assignment Details

Investigate the Library and Internet to locate scholarly published paper on data analytics related to the health care field, where one of the previously discussed theories and techniques has been applied. Explain your understanding of how the authors have used the theories and techniques.

Individual Project Rubric

The Individual Project (IP) Grading Rubric is a scoring tool that represents the performance expectations for the IP. It’s the roadmap that can help you in the development of your IP.

Expectation	Points Possible	Points Earned	Comments
Assignment-Specific: Located scholarly published paper on data analytics related to the health care field where one of the previously discussed theories and techniques has been applied.	23
Assignment-Specific: Explained their understanding of how the author(s) have used the theories and techniques	23
Assignment-Specific: Wrote an introductory statement (general statement about articles, volume, type); named the author(s); named the title of the paper and date; stated the problem(s) the researchers attempted to address; discussed the motivation and/or goal of researchers; identified methods and techniques used; discussed researchers' position (connections to institutions, agencies; biases, funding); identified assumptions (if any and only if stated by the researchers); includes findings and researchers' substantiations of their claims	23
Assignment-Specific: Includes the student's analysis of the validity of the claims and significance of the research; discusses the contributions to the field or topic; includes a conclusion and closing paragraph(s) (counter arguments, solutions, faulty methods, and so on)	23
Assignment-Specific: Demonstrates the utilization of the course readings and other scholarly and professional materials to complete the assignment	23
Professional Language: Assignment contains accurate grammar, spelling, and punctuation with few or no errors. (APA formatting is required or style specified in assignment).	10
Total Points	125

IP2 (4-6 Pages excluding cover page and Reference Page)

Assignment Details

Investigate the Library and Internet for published papers regarding data analytics in various health care fields that discuss the theories and techniques covered in this course so far. Discuss your understanding of how the authors have covered the data analytics theories and techniques and how they are used in health care.

Additionally, provide a report after completing the following:

· Installing a big data analytics framework (Hadoop or Spark)

· Installing R and exploring and discussing its functionality, especially with regard to health care

· Chronicling the installation steps, issues, recommendations, or workaround on issues encountered

Individual Project Rubric

The Individual Project (IP) Grading Rubric is a scoring tool that represents the performance expectations for the IP. This Individual Project Grading Rubric is divided into components that provide a clear description of what should be included within each component of the IP. It’s the roadmap that can help you in the development of your IP.

Expectation	Points Possible	Points Earned	Comments
Assignment-Specific: Has conducted appropriate research regarding data analytics in various health care fields that discuss the theories and techniques covered in this course so far and discussed their understanding of how the author(s) have covered the data analytics theories and techniques.	35
Assignment-Specific: Discusses an understanding of how the author(s) have covered how the data analytics theories and techniques are used in health care.	35
Assignment-Specific: Provides a report that details installing a big data analytics framework (Hadoop or Spark); installing R and exploring and discussing its functionality of R, especially with regard to health care; and chronicling their installation steps, issues, recommendations, or workaround on issues encountered.	35
Assignment-Specific: Demonstrates the utilization of the course readings and other scholarly and professional materials to complete the assignment.	10
Professional Language: Assignment contains accurate grammar, spelling, and punctuation with few or no errors. (APA formatting is required or style specified in assignment).	10
Total Points	125
Total Points Earned

IP3 (4-6 Pages excluding cover page and Reference Page)

Assignment Details

Install OpenStack and Amazon Web Services. Once you have completed the installation, provide a report that explores the issues encountered during the installation and provide recommendations for solving them.

Individual Project Rubric

Expectation	Points Possible	Points Earned	Comments
Assignment-Specific: The report of their experiences on installing OpenStack and AWS includes system information and steps taken during OpenStack installation	35
Assignment-Specific: The report of their experiences on installing OpenStack and AWS includes issues appearing during installation	35
Assignment-Specific: The report of their experiences on installing OpenStack and AWS includes steps taken to address the issues	35
Assignment-Specific: Demonstrates the utilization of the course readings and other scholarly and/or professional materials to complete the assignment	10
Professional Language: Assignment contains accurate grammar, spelling, and punctuation with few or no errors. (APA formatting is required or style specified in assignment).	10
Total Points	125
Total Points Earned

IP4 (4-6 Pages excluding cover page and Reference Page)

Assignment Details

Using the Library and Internet, research how big data analytics is used in the health care industry to meet data privacy requirements established by the Health Insurance Portability and Accountability Act (HIPAA). Create a policy proposal (with reference page) for a health care organization that explains the consequences of data breaches (be sure to include personal and organizational consequences) and covers the importance of using analytics with security in mind, the importance of data privacy (to the patient, staff, and organization), and the steps that the staff will use to comply with data privacy rules and HIPAA.

Individual Project Rubric

Expectation	Points Possible	Points Earned	Comments
Assignment-Specific: Presents a policy memo or proposal that covers the consequences of data breaches on an individual level (from disciplinary action to termination) and at an organizational level (poor public image, loss of business, and potential legal ramifications)	35
Assignment-Specific: Presents a policy memo or proposal that covers the importance of data analytics and data privacy	35
Assignment-Specific: Presents a policy memo or proposal that covers the process for complying with data privacy rules and HIPAA	35
Assignment-Specific: Demonstrates the utilization of the course readings and other scholarly and/or professional materials to complete the assignment	10
Professional Language: Assignment contains accurate grammar, spelling, and punctuation with few or no errors. (APA formatting is required or style specified in assignment).	10
Total Points	125
Total Points Earned

IP 5 (4-6 Pages excluding cover page and Reference Page)

Key Assignment

Develop a proposal for big data analytics in health care that covers at least 3 of the following categories:

· Network architecture

· Database

· Business plan

· Disaster recovery plan

· Security policy proposal

For each of the categories, the following is expected:

· Business Plan

· Action: Write a business plan for a data analytic project for health care industry.

· Output: At least 10 pages with the following sections

· Title page

· Table of Contents

· Company Opportunity

· Business Concepts

· Business Goals & Vision & Mission

· Market Background, Product Description, and Differentiation

· Technology

· Target market

· Marketing Plan

· Organizational Structure (Organizational Chart, Teams, Divisions)

· Snapshot Summary

· Financial Analysis and Projection

· Network Architecture

· Action: Design architecture for a health care organization.

· Output: 7–10 pages of a design document with overall design layout, figures, and components used

· Database

· Action: Select a database management system of your choice. Create a high-level conceptual design for health care data analytics.

· Output: 7–10 pages of a conceptual design document (including UML diagrams)

· Security Policy Proposal

· Action: Create a security policy document for a health care organization that deals with large data sets on the cloud.

· Output: 7–10 pages

· Disaster Recovery Plan

· Action: Create a disaster recovery plan document for a health care organization that deals with data analytics in health care.

· Output: 7–10 pages

Individual Project Rubric

Expectation	Points Possible	Points Earned	Comments
Assignment-Specific: Develops a proposal for big data analytics in health care that covers at least three of the following: Network architecture, database, business plan, disaster recovery plan, and security policy proposal	35
Assignment-Specific: For each of the categories, the student takes the appropriate action as outlined in the assignment details.	35
Assignment-Specific: For each of the categories, the student produces the appropriate output as outlined in the assignment details.	35
Assignment-Specific: Demonstrates the utilization of the course readings and other scholarly and professional materials to complete the assignment	10
Professional Language: Assignment contains accurate grammar, spelling, and punctuation with few or no errors. (APA formatting is required or style specified in assignment).	10
Total Points	125
Total Points Earned

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