Notes: Checked checkbox means that you earned this rubric item. Uncheck box indicate you did not (fully) earned this rubric item. See the Notes for details.
Overview (0.5 pt):
[ ] Write a clear overview of the project including results (0.25pts)
[x] Include - Names/Title (0.25)
Notes: the overview contains too much unnecessary information - 0.1
Research Question (0.5 pt):
[x] Include a specific, clear data science question relevant to the scope of the course. (0.25)
[x] Variables needed to answer the question are clear (0.25)
Notes:
Background & Prior Work and Hypothesis (0.5 pts):
[x] Cite and explain the work done previously and how you used info from the same. (0.25)
[x] Relevant/Cogent hypothesis included and explained clearly (0.25)
Notes:
Data Description/ Datasets (0.75 pts):
[x] Datasets clearly stated and source, links, No. of observations, nature of observations (0.5)
[x] Description of data attributes and dataset provided (0.25)
Notes:
Data Cleaning/Processing (0.75 pts):
[x] Cleaning procedure/requirement needs to be shown/stated and if no cleaning required that too should be stated along with reason. (0.5)
[x] Cleaned data should be demonstrated (0.25)
Data Visualizations (3 pts): minimum of 3 viz required; divide points by N visualizations
[x] Plots that make sense & give useful information (2)
[x] Figure explains itself on axes/legend/caption OR text surrounding explains it (1)
Data Analysis and Results (4.5 pts)divide points by N analyses performed
[x] Analysis chosen was appropriate to answer research question (1.5 pts)
[x] Analysis was performed in a technically correct manner (1.5 pts)
[x] Output of analysis interpreted and interpretation included in notebook (1.5 pts)
Notes:
Privacy/Ethics Considerations (1.5 pts):
[x] Thoughtful discussion of ethical concerns. NB: bare minimum examine potential unintended consequences of work and sources of bias (1 pts)
[x] Ethical concerns consider the whole data science process (question asked, data collected, data being used, the bias in data, analysis, post-analysis, etc.) (0.25 pts)
[x] How your group handled bias/ethical concerns clearly described (0.25 pts)
Notes:
Conclusion & Discussion (1.5 pts):
[x] Clear conclusion (answer to the question being asked) and discussion of results (1 pts)
[x] Limitations of analysis discussed (0.5 pts)
[ ] Does not ramble on beyond providing necessary information
Documentation/ Written Communication (1.5 pts):
[x] Code errors / code purpose not clear in comments or surrounding text (0.75 pts)
[x] Narrative structure of the report: (0.75pts)
The report clearly supports the main points of the conclusion
Doesn’t go down a bunch of side streets that aren’t important
Final Project Grade
Score (out of 15 pts)
Score = 14.9
Rubric
Notes: Checked checkbox means that you earned this rubric item. Uncheck box indicate you did not (fully) earned this rubric item. See the Notes for details.
Overview (0.5 pt):
Research Question (0.5 pt):
Background & Prior Work and Hypothesis (0.5 pts):
Data Description/ Datasets (0.75 pts):
Data Cleaning/Processing (0.75 pts):
Data Visualizations (3 pts): minimum of 3 viz required; divide points by N visualizations
Data Analysis and Results (4.5 pts) divide points by N analyses performed
Privacy/Ethics Considerations (1.5 pts):
Conclusion & Discussion (1.5 pts):
Documentation/ Written Communication (1.5 pts):
Comments
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