In: Math
Research is an integral part of all professional fields.
Designing a research study can be a complicated task that can be
simplified if the appropriate techniques can be identified. This
assignment will give you the opportunity to design an experiment,
including finding relevant prior research, determining the
appropriate sample, data analysis techniques, and discuss the
results you hope to see. Working from the topic chosen earlier in
the topic selection, you will be designing your own statistical
study. In a 1,250-1,500 word report, discuss the design of an
experiment that would expand on or relate to the research in the
previously chosen article. See the attached document for detailed
instructions on how to complete the project. A minimum of four
additional scholarly resources are required. **Research must be on
"Physician Burnout"**
MAT-274 Final Project Detailed Criteria
Background information explaining the importance of the research
(why it should be done) and what has been done in the past.
- This background section can be a large portion of your paper,
perhaps around 25% of the entire word count. Here you explain what
previous research has been done on your topic and how this inspired
your new study/experiment. You are required to reference four
scholarly articles in your final paper. Make sure to mention how
the study you designed is different from the previous work you read
in your primary research articles. You can also include information
in this section about why the topic is important to your field of
study or relevant to you in general.
Sampling and experimental design with rationale.
- In this section, you should include your sampling technique, how
you are achieving appropriate randomization, and why this technique
is the most appropriate for your particular experiment. Make sure
you address any possible bias in your sampling technique and how
you will consider this in your final results. Conclude this section
with a discussion of your population for generalization and how the
demographics of your sample achieve this goal.
Data analysis techniques (specific inferential test that would need
to be used and why, include tests that would need to be done to
validate the assumptions needed for the chosen inferential
test).
- This section is the heart of your final paper. The final grading
of the project will focus most heavily on this content. There are
at least three paragraphs worth of material to comment on in this
section. It is essential that you clearly articulate which type of
inferential test you are using (z, t, paired t, pooled t,
chi-squared, ANOVA+F-test, etc.). In addition to stating the type
of test, you must explain why this test is appropriate. Every
statistical test has certain conditions that must be satisfied to
make the test have reasonable inferential power (see lecture slides
on Loud Cloud). You need to verify that these assumptions are
satisfied for your experiment/sample and explain what types of
information you would collect to show this; mention any
calculations, graphs, charts, and plots you would use. It would be
very nice to include some information on how you would use Excel to
implement these calculations/charts. The hypothesis test needs to
be formally stated (null and alternative clearly and correctly
given with variable names and inequalities/equalities in the
correct spot). Describe whether this is a one-tailed or two-tailed
test, your chosen significance level (with justification), and what
the p-value would tell you in the context of your problem. If your
test requires follow-up analysis (such as ANOVA, paired-t), you
need to mention explicitly what type of follow up you will do and
how these calculations would be performed. Why do you need the
follow up calculations? What does this analysis tell you?
Expected results as well as the questions this research will serve
to answer.
- This section can consist of a single paragraph and should discuss
what exactly you hope to answer by performing your inferential test
described in the previous part. State what results you expect to
see for your hypothesis test, what do you expect the p-value to be
approximately? What does the p-value tell you about your
null/alternative? Would reject/fail to reject the null? Explain
what your hypothesis test outcome means in language relevant to
your chosen topic.
Suggestions for future research.
- Your paper should end with a concluding paragraph that discusses
how your experiment might influence future research. Decide on
future experiments that might be performed based off your work here
and previous research. Outline any sample size/experimental design
changes you would recommend to future researchers. How would this
future research expand the work already completed?