Kathy Mcclure Midterm assignment

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Visualization-MidtermInstructions.pdf

6/1/2021 ITS 530 Midterm Project

https://ucumberlands.blackboard.com/bbcswebdav/pid-3187476-dt-content-rid-47830687_1/courses/31720.202130/Homework Documents/Midterm Assessment 1/6

ITS 530 Midterm Project This Project is the Midterm Assessment Dr. Kathy McClure

Last updated May 2021

This assignment requires you to demonstrate your understanding from the Kirk (2019) chapters 1 - 6, in addition to the lessons in R, Units 1 through 5. Remember that your grade is based on your demonstrated understanding of the course content. It is not based on your demonstrated ability to regurgitate others’ ideas or words.

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Considering the polling during the 2020 presidential campaign, using the data consolidated by FiveThirtyEight (2020) and election results from Wikipedia (n.d.):

What relationships exist between the pre-election polling attributes and the 2020 election results that indicate that former President Trump would or could lose the election?

Use the information in Table 1 and Table 2 to understand what type of information is available for the project. Download the RData files from this document.

Table 1 Data Dictionary for the Polling before the 2020 Presidential Election Data

1

2

3

4

6/1/2021 ITS 530 Midterm Project

https://ucumberlands.blackboard.com/bbcswebdav/pid-3187476-dt-content-rid-47830687_1/courses/31720.202130/Homework Documents/Midterm Assessment 2/6

Column Description

State The target location of the polling

sample

Candidate Names The candidate receiving the percentage

of polling votes in pct

Start Date The first day interviews were

conducted for this poll

End Date The last day interviews were conducted

for this poll

Pollster The name of the polling organization

Sample Size The size of the sample

Target Population

Whether the population interviewed

was adults a, registered voters rv,

voters v, or likely voters lv

Percentage

The percentage of the vote the

candidate in candidate_name

received in the poll

Poll Identification

Number Specific poll the data is derived from

Note. The data dictionary of the polling data leading up to the 2020 presidential election is adapted from FiveThirtyEight (2020).

6/1/2021 ITS 530 Midterm Project

https://ucumberlands.blackboard.com/bbcswebdav/pid-3187476-dt-content-rid-47830687_1/courses/31720.202130/Homework Documents/Midterm Assessment 3/6

Table 2 Data Dictionary for the Results of the 2020 Presidential Election Data

Column Description

State The location of the voting results

Available Electoral

Votes

The number of electoral votes

allocated to the state in the state

field

Biden The percentage of election votes Biden

received

Trump The percentage of election votes

Trump received

Note. The data dictionary of the 2020 presidential election results is adapted from Wikipedia (n.d.).

Click here to download the data. (polls2020.RData)Click here to download the data. (polls2020.RData)Click here to download the data. (polls2020.RData)Click here to download the data. (polls2020.RData)Click here to download the data. (polls2020.RData)Click here to download the data. (polls2020.RData)Click here to download the data. (polls2020.RData)Click here to download the data. (polls2020.RData)Click here to download the data. (polls2020.RData)Click here to download the data. (polls2020.RData)Click here to download the data. (polls2020.RData)Click here to download the data. (polls2020.RData)Click here to download the data. (polls2020.RData)

Click here to download the data. (results2020.RData)Click here to download the data. (results2020.RData)Click here to download the data. (results2020.RData)Click here to download the data. (results2020.RData)Click here to download the data. (results2020.RData)Click here to download the data. (results2020.RData)Click here to download the data. (results2020.RData)Click here to download the data. (results2020.RData)Click here to download the data. (results2020.RData)Click here to download the data. (results2020.RData)Click here to download the data. (results2020.RData)Click here to download the data. (results2020.RData)Click here to download the data. (results2020.RData)

You will document the objective and results of visual analysis in an APA 7 formatted student paper. This document is not a plan for analysis; this is the results of an executed plan. It may help to think of the paper as a brief business report for a busy executive, with the exception that it is formatted per APA 7.

You will conduct the analysis of the data in R. You are required to submit a .R file, with programming that demonstrates the collection, cleaning, exploration, and analysis of the data. Key findings from the analysis in R will be investigated from multiple perspectives in the programming to demonstrate that the analysis process and visual analysis weaknesses are understood and to

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6/1/2021 ITS 530 Midterm Project

https://ucumberlands.blackboard.com/bbcswebdav/pid-3187476-dt-content-rid-47830687_1/courses/31720.202130/Homework Documents/Midterm Assessment 4/6

prevent false conclusions. There should be numerous figures in the programming that are not in the paper.

Only key findings from the analysis in R will be discussed in the paper. Every figure in the paper should be of importance and documented per the standards of APA 7. Interpretations of each figurein the paper must be discussed in the paper, using the figure label to direct the reader to the correct figure.

When you think you’ve finished your analysis, revisit the objective. Did you achieve the objective? Did you provide an answer or answers to the research question? Were you thorough? Did you make sure that you did not misinterpret or misrepresent the results, due to false conclusions?

Good to know When you initialize the .R script file for the assignment, make sure that the file begins with the three leading comments required in every script file, the libraries, and loading the data before you begin documenting other programming code. Additionally, don’t forget to use inline comments.

Make sure that any results discussed in the paper are collected in the R script file. Do you not use other software to analyze this data, unless you plan on conducting the same analysis two times. Reported results not found in the script file will be interpreted as unsupported or erroneous findings,

6/1/2021 ITS 530 Midterm Project

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because there is no evidence to support the information.

Place figures between complete paragraphs. Tables and figures are never placed within a paragraph. Move the figures to maximize the use of white space, but keep the figures in the order in which they are discussed in the paper. The figure labels must be in this order, as well. For example, the first figure is Figure 1, the second is Figure 2, and so on.

The paper will not include discussions regarding R, RStudio, or programming code. Use real words. Don’t use variable names in place of real words. For example, candidate_names is not a real word. However, you could refer to candidate names, because those are real words.

Submission Requirements When you document this information, you will need to write it as a paper. This is not a blog, a discussion, or a short answer paper. You will need to include an introduction, a topic sentence, supporting paragraphs, and a conclusion. Not great at writing? Go to Start Here in the main menu and look at the resources available to you. Make sure that you document your work using the standards of APA 7. To help with formatting use the APA 7 Student Paper template.

Your work with R in RStudio must be documented in a .r script file. You must submit a paper and a script file for this assignment.

This submission differs from previous submissions working in R, because this paper is not a planning document. This is the results; this

6/1/2021 ITS 530 Midterm Project

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is the report; this is documented as if it’s the information management needs to make a decision.

This document does not have a minimum or maximum length. Typically, this submission is about two pages, not including the cover page or reference section. No external sources are required for this assignment, except for the sources of the data. For every reference listed, there must also be content cited that is derived from the references.

There is no reason to regurgitate the words or ideas of others. I am not interested in your ability to research and repeat the words of others. You can use others’ ideas and credit their work. However, I expect to read your ideas, your experiences, and your words when I read your submitted work.

References FiveThirtyEight. (2020, November 2). 2020 election

forecast [data set and code book] https://data.fivethirtyeight.com/https://data.fivethirtyeight.com/https://data.fivethirtyeight.com/https://data.fivethirtyeight.com/https://data.fivethirtyeight.com/https://data.fivethirtyeight.com/https://data.fivethirtyeight.com/https://data.fivethirtyeight.com/https://data.fivethirtyeight.com/https://data.fivethirtyeight.com/https://data.fivethirtyeight.com/https://data.fivethirtyeight.com/https://data.fivethirtyeight.com/

Kirk, A. (2019). Data visualisation: A handbook for data driven design (2nd ed.). Sage.

Wikipedia. (n.d.). 2020 United States election results [data set]. Retrieved May 8, 2020, from https://en.wikipedia.org/wiki/2020_United_States_presidential_election/https://en.wikipedia.org/wiki/2020_United_States_presidential_election/https://en.wikipedia.org/wiki/2020_United_States_presidential_election/https://en.wikipedia.org/wiki/2020_United_States_presidential_election/https://en.wikipedia.org/wiki/2020_United_States_presidential_election/https://en.wikipedia.org/wiki/2020_United_States_presidential_election/https://en.wikipedia.org/wiki/2020_United_States_presidential_election/https://en.wikipedia.org/wiki/2020_United_States_presidential_election/https://en.wikipedia.org/wiki/2020_United_States_presidential_election/https://en.wikipedia.org/wiki/2020_United_States_presidential_election/https://en.wikipedia.org/wiki/2020_United_States_presidential_election/https://en.wikipedia.org/wiki/2020_United_States_presidential_election/https://en.wikipedia.org/wiki/2020_United_States_presidential_election/

Last updated: May 2021