Data Science and Big Data Analytics

Subject Name: – Data Science and Big Data Analytics

Text Book Name: – EMC Education Service (Eds). (2015) Data Science and Big Data Analytics: Discovering, Analyzing, Visualizing, and Presenting Data, Indianapolis, IN: John Wiley & Sons, Inc.

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R for Data Science, Garrett Grolemund & Hadley Wickham https://r4ds.had.co.nz/introduction.html

Question 1: –

Review the Data Analytics Lifecycle in the text.

a. Summarize your understanding of the identification of potential data sources as part of the Discovery phase.

b. Provide your opinion regarding at what point the team should have enough information to create an analytics plan.

Note: Use your own words, describe your own preferences, and cite and reference as appropriate.

Question 2: –

Review the information on R in this week’s readings, lecture, and supplemental material.

a. Provide what you believe are the pros and cons of using a tool such as R instead of Python, another popular tool.

b. Discuss how R & Python are different tools than tools that are used for data prep such as Hadoop, Alpine Miner, OpenRefine, and Data Wrangler.

Note: Use your own words, describe your own preferences, and cite and reference as appropriate

Subject Name: – Information Technology in a Global Economy

Text book reference: –

Janssen, M., Wimmer, M. A., & Deljoo, A. (Eds.). (2015). Policy practice and digital science: Integrating complex systems, social simulation and public administration in policy research (Vol. 10). Springer. (Included through library subscription)

Week 2 Discussion: –

There were several important themes in chapter 1. Here are a few quotes:

“Policy-making and its subsequent implementation is necessary to deal with societal problems.” (Janssen, 2015)

“Policy-making is driven by the need to solve societal problems and should result in interventions to solve these societal problems.”  (Janssen, 2015)

“Examples of societal problems are unemployment, pollution, water quality, safety, criminality, well-being, health, and immigration.”  (Janssen, 2015)

The author of chapter 1 discusses several developments that influence policy-making. Select one of the developments in chapter 1 and describe how that development can influence policy to solve a specific problem.

You must do the following:

1) Create a new thread. As indicated above, select one of the developments in chapter 1 and describe how that development can influence policy to solve a specific problem.

2) Select AT LEAST 3 other students’ threads and post substantive comments on those threads. Your comments should extend the conversation started with the thread. 

ALL original posts and comments must be substantive. (I’m looking for about a paragraph – not just “I agree.”)

References

Janssen, M., Wimmer, M. A., & Deljoo, A. (Eds.). (2015). Policy practice and digital science: Integrating complex systems, social simulation and public administration in policy research (Vol. 10). Springer.

Week 2 Short Research Paper

Each student will write a short research paper for a peer-reviewed research paper that pertains to the week’s assigned reading.  This will be a detailed summary of the research paper and what you gained from the research.  Each week, you will find an article/peer-reviewed research paper that pertains to the week’s assignment.  If you have a difficult time, Google Scholar is a wonderful location to find these types of articles:

https://scholar.google.com/

Once you find the article, you will simply read it and then write a review of it.  Think of it as an article review where you submit a short overview of the article.

*All outside sources must be referenced and cited in your paper.  All papers will be reviewed with a plagiarism software. Any references not properly referenced and cited will result in a 0 on your paper. Multiple violations will result in a failure for the course!

NOTE :- please give me separate word document for each research paper with APA format,citations and references

Week 3 Short Research Paper

Each student will write a short research paper for a peer-reviewed research paper that pertains to the week’s assigned reading.  This will be a detailed summary of the research paper and what you gained from the research.  Each week, you will find an article/peer-reviewed research paper that pertains to the week’s assignment.  If you have a difficult time, Google Scholar is a wonderful location to find these types of articles:

https://scholar.google.com/

Once you find the article, you will simply read it and then write a review of it.  Think of it as an article review where you submit a short overview of the article.

*All outside sources must be referenced and cited in your paper.  All papers will be reviewed with a plagiarism software. Any references not properly referenced and cited will result in a 0 on your paper. Multiple violations will result in a failure for the course!

NOTE :- please give me separate word document for each research paper with APA format,citations and references

Week 5 research Paper

Each student will write a short research paper for a peer-reviewed research paper that pertains to the week’s assigned reading.  This will be a detailed summary of the research paper and what you gained from the research.  Each week, you will find an article/peer-reviewed research paper that pertains to the week’s assignment.  If you have a difficult time, Google Scholar is a wonderful location to find these types of articles:

https://scholar.google.com/

Once you find the article, you will simply read it and then write a review of it.  Think of it as an article review where you submit a short overview of the article.

*All outside sources must be referenced and cited in your paper.  All papers will be reviewed with a plagiarism software. Any references not properly referenced and cited will result in a 0 on your paper. Multiple violations will result in a failure for the course!

NOTE :- please give me separate word document for each research paper with APA format,citations and references

Week 6 Research Paper

Each student will write a short research paper for a peer-reviewed research paper that pertains to the week’s assigned reading.  This will be a detailed summary of the research paper and what you gained from the research.  Each week, you will find an article/peer-reviewed research paper that pertains to the week’s assignment.  If you have a difficult time, Google Scholar is a wonderful location to find these types of articles:

https://scholar.google.com/

Once you find the article, you will simply read it and then write a review of it.  Think of it as an article review where you submit a short overview of the article.

*All outside sources must be referenced and cited in your paper.  All papers will be reviewed with a plagiarism software. Any references not properly referenced and cited will result in a 0 on your paper. Multiple violations will result in a failure for the course!

NOTE :- please give me separate word document for each research paper with APA format,citations and references

Week 6 Discussion: –

Chapter 5 discusses decision making using system modeling. The author briefly mentions an open source software tool, EMA Workbench, that can perform EMA and ESDMA modeling. Find EMA Workbench online and go to their main website (not the GitHub download site). Then do the following:

1) Under documentation, go to the Tutorials page.

2) Read through the Simple Model (in your chosen environment), and the Mexican Flu example. 

3) Decide how you could use this software to create a model to help in developing a policy for a Smart City. 

To complete this assignment, you must do the following:

A) Create a new thread. As indicated above, explain how you could use the EMA Workbench software to develop a model to help create a policy for a Smart City. Explain what policy you are trying to create (i.e. traffic light placement, surveillance camera coverage, taxi licenses issued, etc.), and what key features you would use in your model. Then, explain how EMA Workbench would help you. NOTE: keep your models and features simple. You don’t really need more than 2 or 3 features to make your point here. 

B) Select AT LEAST 3 other students’ threads and post substantive comments on those threads. Your comments should extend the conversation started with the thread.

 

ALL original posts and comments must be substantive. (I’m looking for about a paragraph – not just “I agree.”)

Week 7 Research Paper: –

Each student will write a short research paper for a peer-reviewed research paper that pertains to the week’s assigned reading.  This will be a detailed summary of the research paper and what you gained from the research.  Each week, you will find an article/peer-reviewed research paper that pertains to the week’s assignment.  If you have a difficult time, Google Scholar is a wonderful location to find these types of articles:

https://scholar.google.com/

Once you find the article, you will simply read it and then write a review of it.  Think of it as an article review where you submit a short overview of the article.

*All outside sources must be referenced and cited in your paper.  All papers will be reviewed with a plagiarism software. Any references not properly referenced and cited will result in a 0 on your paper. Multiple violations will result in a failure for the course!

NOTE :- please give me separate word document for each research paper with APA format,citations and references

Week 8 Discussion: –

Chapter 7 presents a comparative analysis of various tools useful in policy making. Select two tools described in chapter 7 from different categories, and describe how these tools could be used to develop policy for optimizing bus and local train schedules to minimize energy use and passenger wait times in a SmartCity environment.  

To complete this assignment, you must do the following:

A) Create a new thread. As indicated above, select two tools described in chapter 7 from different categories, and describe how these tools could be used to develop policy for optimizing bus and local train schedules to minimize energy use and passenger wait times in a SmartCity environment. 

B) Select AT LEAST 3 other students’ threads and post substantive comments on those threads. Your comments should extend the conversation started with the thread.

ALL original posts and comments must be substantive. (I’m looking for about a paragraph – not just “I agree.”)

Week 8 Research Paper: –

Each student will write a short research paper for a peer-reviewed research paper that pertains to the week’s assigned reading.  This will be a detailed summary of the research paper and what you gained from the research.  Each week, you will find an article/peer-reviewed research paper that pertains to the week’s assignment.  If you have a difficult time, Google Scholar is a wonderful location to find these types of articles:

https://scholar.google.com/

Once you find the article, you will simply read it and then write a review of it.  Think of it as an article review where you submit a short overview of the article.

*All outside sources must be referenced and cited in your paper.  All papers will be reviewed with a plagiarism software. Any references not properly referenced and cited will result in a 0 on your paper. Multiple violations will result in a failure for the course!

NOTE :- please give me separate word document for each research paper with APA format,citations and references

Week 9 Discussion: –

Chapter 9 discussed the importance of stakeholder engagement in policy making. The author presented several benefits and an analysis of five cases in which stakeholder engagement added value to the policy making process. If you were leading a project to develop a comprehensive policy for managing pedestrian traffic flow in a popular downtown metropolitan district, what measures would you take to engage stakeholders in that project? Your answer should outline your suggestions and clearly explain why each one would add value.

To complete this assignment, you must do the following:

A) Create a new thread. As indicated above, you will assume the role of project manager of a project to develop a comprehensive policy for managing pedestrian traffic flow in a popular downtown metropolitan district, what measures would you take to engage stakeholders in that project? Your answer should identify the project stakeholders, outline your suggestions and clearly explain why each one would add value.

B) Select AT LEAST 3 other students’ threads and post substantive comments on those threads, evaluating the pros and cons of that student’s recommendations. Your comments should extend the conversation started with the thread.

ALL original posts and comments must be substantive. (I’m looking for about a paragraph – not just “I agree.”)

NOTE: These discussions should be informal discussions, NOT research papers. If you MUST directly quote a resource, then cite it properly. However, I would much rather simply read your words.

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