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59PM ET Project Proposal
创建日期：2024-05-21 14:41:29
所属分类：统计学statistics
标签： 59PM ET
Project Proposal

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Project Proposal (Video Presentation)

Literature Review and EDA

Goal of the Assessment:

This assignment consists of two parts. The goal of the first part is give you a head start with
your final project. This will be accomplished by finding an area of interest to study and real-
world data to work with. The second part of this assignment will provide you with an
opportunity to conduct research in an area you’re interested in. Conducting research will help
you determine what has been accomplished regarding your question and to highlight the
importance of your proposal.

The steps involved in completing this assignment encompass the general process of proposing
a research question and will help to form the basis for a strong introduction section in your
final project report. Your task for this assignment is to prepare a video presentation that describes your
data and research topic of interest. Completing this assignment will also give you the chance to think
about the appropriateness of linear regression as a tool for answering your proposed research
question using your chosen data. Lastly, this assignment provides an opportunity to get some
feedback on your research question that can be used to improve your final report using peer
reviews.


Assignment Instructions:

1. Decide on one (or a few possible) areas of interest that you may want to explore.
These areas of interest can be anything that matters or is of interest to you. Some
examples could be (but are not limited to) sports, medicine, public health, economics,
video games, literature, etc. Pick something that you truly care about.

2. Next, think about possible research questions you may want to study regarding these
areas of interest. What do you want to know about these areas of interest? For
example, you want to make sure that your question can be answered/studied using
linear regression models. Linear regression is not applicable for all datasets. So, you’ll
want to frame your question to be something related to modelling a relationship or
predicting a continuous/numeric (at least not categorical) outcome based on this
relationship. You’ll also want to consider whether the variable of interest would allow
the assumptions of linear regression to hold (see Module 3 content). See the workshop
slides from March 7 for advice on framing your research question effectively.

3. After producing a research question, you will need to find some open-source data that
you may use in your data analysis. You want to make sure that the data you find has
both: 1) your response variable of interest (or has variables that could be used to
create that variable), and 2) any other variables you may want to use as predictors. By
looking for data online, you may realize you need to modify your research question
slightly or pick another one if you can’t quite find the data you’re looking for.
Alternatively, if you are having trouble finding data online but want to stick with this
2
research question, be sure to mention that you expect there to be many limitations to
the dataset because it doesn’t quite meet your needs. Step 4 can also help you decide
what predictors might be needed for you to answer your question.

4. Once you’ve found your dataset and have decided on your research question, perform
a literature search about to learn more about your research question. A literature
search can be done by performing a search on the University of Toronto library website
or other databases that feature scholarly
articles (see workshop slides from March 7) to learn about anything related to your
area of interest and research question. Look for academic papers or published reports
(i.e., preferably peer-reviewed work that has been published in reputable scholarly
journals, not websites, blogs, or news articles, etc.) that studied the same research
question or something related, that describes you more about what you may need to
consider in your analysis. In your literature review, include academic papers or reports
to justify why your research question is important. Some other suggestions on
performing a literature review include:

o Focus on giving your reader a rough idea of how many academic papers have
studied your research topic (or closely related concepts to your topic). This
process of looking at the number of academic papers which describe a specific
topic tells your audience how popular the area of research is and how much
research has been done.
o Give examples from a few important papers about what was found or
discovered to be important in relation to your question. This can be important
variables, important results, surprising results, etc. The process of identifying
and describing important papers tells your audience that you are aware of prior
results and that you will be using these to plan your analysis.
o Think about how your research question fits into the general area of research
about your topic. For example, is your research question different from
research questions in other studies? If so, how? A novel research question
consists of either something that: 1) nobody has studied before, 2) studied
using a different methodology/study design, or 3) studied in a different population.
The process of examining if your research question is novel tells your audience
that you see the importance of what you are researching and can frame it
against what has already been done.

Attached here are some additional library resources which may be helpful for

5. After completing a literature review, perform a short exploratory data analysis of your
chosen dataset. You will want to focus on identifying anything that you may need to
consider moving forward. This includes identifying in your dataset:
a. potential skews,
b. statistical outliers,
c. variables with high spread or observations that don’t make sense, and
d. missing data

For section 5, you want to make sure you specifically mention the presence of any of
the characteristics in 5a-d (or lack thereof) and what this means for the analysis you
will eventually perform. For example, this may include describing how any of the
characteristics in 5a-d might cause problems (or not) with the results of linear
regression or generalizability. You will need to present numerical and/or graphical
summaries describing the variables. Choose the options that highlight the features of
the data that you want to point out but will also let your reader clearly understand
the data that you will be working with.

Guidelines for Picking a Dataset

o Government data portals often contain many datasets about diverse topics – if one
dataset doesn’t have all the variables you might want to consider, feel free to
combine different datasets together
o When combining datasets, make sure that each unit being measured is the same
in both datasets (i.e., it’s reasonable that both measurements are on the same unit)
o There are many data repositories online – if you find a dataset there that is of interest
to you, you MUST ensure that your question is different than what the dataset was
originally used for.
o YOU MAY NOT use any dataset that is part of any R package or library, or that is
contained in a textbook. If you’re not sure, please ask the instructor or one of the
TAs.
o You will need to make sure you have enough variables to be able to showcase the
statistical methods that you will learn later in the course. Some topics the teaching
team will require include model validation and model refinement so please ensure
your dataset has at least 5 predictor variables.
o You will also need to make sure you have enough observations to be able to validate
your model, which will involve splitting your dataset into two roughly equal parts.
4
Presentation Content Requirements:

Your presentation should satisfy the following requirements:

o The presentation should be organized clearly (consider using headings or sections)
and include the following information:
a. Your research question, why you chose it (i.e., why it’s of interest to you), and
why it may be of interest to others.
b. Summaries of academic papers related to your question or topic, highlighting
similarities/differences to what you propose, and how you will incorporate this
knowledge into your model/project.
c. Details and summaries on your chosen dataset including the variables
collected, the number of observations and anything that stands out in the data
that would need to be addressed/investigated further in your analysis.
d. A discussion about how and why a linear model fits your chosen data. This will
allow you to answer your proposed research question, as well as whether you
anticipate any problems that may arise in your analysis from EDA.
e. References for where you located the data, and your background research on
your topic
o The presentation should be presented for an audience that has some statistics
background but is not necessarily familiar with the area of your research question or
linear regression models
o The presentation should contain figures and/or tables with proper labels/titles as
appropriate in your Data Description - Exploratory Data Analysis section
o The presentation should have references listed in proper APA format, and
o The presentation itself should not contain R codes

Technical Requirements:

Your submission to Quercus should include the following:

1. A video that presents your proposed research area and question, the dataset you have
chosen, and the exploration of your dataset.
o The video should be no more than 5 minutes in length
o You must display your U of T Student ID card (or other valid government-issued
photo ID) at the beginning of your video The presenter’s face must be visible
throughout the video
o The presentation should include an appropriate visual medium (e.g., slides) to
display important information in an easily readable way.
o The video should be hosted on a video-sharing service (e.g., MS Streams,
MyMedia are supported by the university)
2. The proposed dataset you will use in your Final Project, as a csv or xlsx file, or if too
large, as a link to cloud storage where the dataset is saved in csv or xlsx.
3. A copy of the slides/visual aids used in your presentation saved as a PDF document.
4. The R Markdown file containing the code used to produce your exploratory data
analysis and tables/figures.
5
How to upload different components of this assignment:

o A link to your video should be added as a comment to your submission. This can be
done via MS Stream or MyMedia.

o Both require you to log in with your UofT credentials.
o The R Markdown File should be added as a file upload on the assignment page on
Quercus
o The slides used in presentation should be added as as a file upload on the assignment
page on Quercus
o The dataset you chose to work with should be uploaded either as a file upload to
the assignment page on Quercus OR as an attachment to a comment on your
assignment submission. Attaching the file as a comment is best if the dataset is
large (>3Mb in size)
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