Your grade in this class is calculated from your scores
on the following items:
Final
Project |
20
pts |
Paper
Review |
20
pts |
Daily
HW |
4
pts x 15 = 60 pts |
Total |
100
pts |
The instructors may provide opportunities to earn
additional points. Your final grade will be calculated from the final score as
follows:
|
A
|
|
B
|
|
C
|
|
D
|
|
F
|
Overview: You
will plan, execute, and present a data analysis on a question of your own
choosing. We encourage you to choose a question from your own research. Due
dates:
Analysis plan will be submitted as a HW - see schedule Instructions: ·
Choose
a research question so that development of a predictive model makes sense. ·
Select
a dataset that includes predictors of various types (both continuous and
categorical). ·
Incorporate
methods discussed in the course. (For example, transformations, splines,
missing data methods, bootstrap, etc.) ·
Address
model selection and fit. ·
Use
graphical displays in both the report and the presentation. ·
Plan
for a 15 minute presentation and 5 minutes of
questions ·
Prepare
a statistical analysis plan for your final project. The following is a
suggested outline for the analysis plan. a. Introduction. This is a statistical
analysis plan, so a (very) short introduction of the scientific / biological
content is sufficient. Give the reader enough content to orient themselves. b. Context. List earlier studies that
form the foundation of your current research project. As a statistical
analysis plan, focus on the statistical aspects of the earlier studies, i.e.,
study design, patient population, analysis method, type of hypothesis test.
Indicate how the project adds to or replicates earlier work. c. Research questions. d. Analysis plan. For each research
question, provide information on the following: § Study design § Study population,
inclusion/exclusion criteria § Variables § Statistical methods § Missing Data § Sensitivity analyses § Output. Provide mock-ups of
tables and figures that summarize the results of the analyses. Mock-ups
should be as complete as possible. Think how you might generate tables and
figures that compare results from earlier research with the results from the
present project. |
Overview: You
will present to the class a critique of a published paper from a medical
journal. Due
dates:
Discussion in class - see schedule Instructions: ·
Select
a paper from the list of papers on zulip (or add a
paper of your choice) ·
Review
of the paper, focusing on the statistical analysis. o Identify strengths and
weaknesses. o If there are issues with
the analysis, explain what the issue is, how it may affect the analysis, and
how you would analyze the data to avoid the issue. ·
Be
prepared to discuss your critique and lead a discussion in class. ·
Read
two other papers from the list of papers so that you may participate in the
discussions during class |
Due: The next class period after the question is assigned. |