Students will work in groups of 3-5 on projects with a community
based organization (CBO). Students will work with the CBO to identify
the main priority project goals, as well as to identify
other goals would be of interest but are not the priority. Students
should keep an open dialog with the CBO about what they think might
possible for these additional goals, while being mindful about not over
promising.
Student groups should focus on the development of these main
priorities and seek feedback from the CBO about if the
project is meeting the intended goals.
The projects are intended to scale based on the time
and capacity available to the students working on the projects. If the
main goals of the project are met, students can then work on additional
project goals.
Things to remember:
As this is an extra difficult time for everyone due to the
pressures of the pandemic, try to practice patience
with the CBO members and your fellow project members. Remember that the
CBO members have other priorities and may not be able to get back to you
as quickly as you might expect.
Some of the CBO members may be new to data science and so
there will be a learning period for you to explain what
data products are possible. This may cause the main project
goals to evolve over time.
Remember that you are learning about what the
CBO does and about their goals. This may also cause the definition of
the main project goals to evolve over time.
We will have misunderstandings with each other
and the CBO members. This is expected and part of the process. Try to
stay open to adapting as we clarify our communications
with one another.
Keep the dos
and don’ts in mind from SOURCE.
Examples of Data Science Products
- Data planning - planning data collection so that
it’s tailored to assist the needs of the CBO. This could include survey
ethics, design, implementation, or future data analyses.
- Data import - working with the CBO partners to
identify sources of data and how to capture that data in a programmatic
way. This could be scraping data from a website or importing data from
an API.
- Data wrangling/cleaning - working with the data to
get it in a format that is readily usable for creating graphs, tables,
and statistics. (This is often the most important step but often
overlooked!)
- Data visualization - enabling partners to make
highly flexible and effective visualizations to inform themselves and
others about patterns in data. Dashboard creation - showcasing results
in a user-friendly way through a public facing website.
- Data analysis - identifying patterns about the data
to assist with decision making processes and to assist with getting
funding.
- Data communication - assisting CBOs in how to
interpret and describe trends in the data. This may involve speaking at
an event for the CBO.
- Shiny app - automating some processes for the CBO
with an app. See https://shiny.rstudio.com/gallery/ for examples.
- GitHub actions - another option for potentially
automating processes for the CBO.
Student Roles for Projects
Students may end up taking on multiple critical roles for the
projects. Furthermore, students can play a different role for different
phases of the project.
Leadership Roles:
Note that while all students should keep all of the main
Critical Service-Learning goals in mind, some roles will place
particular emphasis on certain aspects.
- Results Manager
- This student will ensure that project development timelines are
being met by developing milestones and tracking project process.
- This student will focus on ensuring that the timelines meet the
expectations of the CBO and that communications regarding expectations
are clear and appropriate. Thus this student will contribute to the
accountability necessary to build authentic
relationships, to create products that drive social
change and to ultimately redistribute power
for the CBO members or youths.
- Communication Lead
- This student is the main point of contact for the group to interact
with one another, interact with the CBO, and interact with
instructors.
- This student will focus on ensuring that the CBO is given the space
to guide discussions and the overall direction, that communications are
friendly and respectful of the CBO member’s time and needs, and that the
group is transparent about what is possible without over-promising. They
will focus on creating authentic relationships.
- Sustainability Lead
- This student will help identify and coordinate with the future
handlers of the data science product at the partner organization. They
will identify key areas for partner education and training.
- This student will be especially mindful of how the CBO can maintain
the products of the project and consider how the CBO might want to
implement data science methods in the future to help them meet their
larger goals. They will focus on how the project may
redistribute power.
- Project Lead
- This student will make sure that all group members are enjoying
their role(s) and are being productive in their role(s). They will
consider how each member works and where collaboration can be improved
if possible. They will also be in charge of considering the big picture
goals of the project as a whole.
- This student will make sure that the members of the group continue
to consider the root cause of the CBOs mission and how our project may
ultimately assist with creating social change.
Technical Roles:
- Infrastructure/Organization Lead
- This student is in charge of organizing and maintaining a file
structure for the documentation, notes, communication, code, etc. for
the project. (We will provide workflow
suggestions and require that groups use GitHub.)
- Ensuring that the CBO is given an organized product is a tangible
action that should help address the CBO’s needs.
- Documentation Lead
- This student will take notes at meetings and create documentation
text about how to contribute to projects and descriptions for others
about the project.
- Documentation redistributes power by providing the
CBO the tools/instructions to follow your work.
- Development Lead
- This student will manage the production of the code / code standards
by assigning themselves and delegating to others to various code-related
tasks.
- Leading the product’s technical development is an
action meant to help meet the CBO’s needs.
- Design/Aesthetics Lead
- This student will manage aesthetic or design related aspects for the
project, including visualizations and graphics for documentation, apps,
and other content readable, engaging, and appropriate for the given
audience. They should make the material easier to understand.
- This role should help redistribute power by meeting
the CBO where they are, rather than the other way around.