Data Science; as an interdisciplinary major or minor:
There are very few ways to do actual causal analysis given only
observational data. It is inappropriate to make statements about
causal relations given only observational data without causal
analysis.
Typical statistical mistakes in media; e.g. from new articles from this month.
What is the statistical correlation (Pearson R-value) between Per
capita consumption of cheese and _________ ? Is that a causal
relationship? Could it be?
"Computational and Inferential Thinking: The Foundations of Data
Science" https://inferentialthinking.com/; was originally developed
for the course "Data 8: Foundations of Data Science" as a Jupyter Book
(a book built from Jupyter Notebooks and Markdown documents and a
_toc.yml).
An exercise adapted from College English Composition I/II: Underline
each premise, Underline Facts and opinions/preferences/biases
differently, Identify sources/citations/footnotes and credibility of
each, Assess the logical form of the argument/claim. Find multiple
contradictory viewpoints.
Comments
A few resources for Digital Literacy:
From https://news.ycombinator.com/item?id=35675139#35676503 :
Internet safety: https://en.wikipedia.org/wiki/Internet_safety
Trust & Safety: https://en.wikipedia.org/wiki/Trust_and_safety
Project Interland game: https://beinternetawesome.withgoogle.com/en_us/interland/
Be Internet Awesome Digital Citizenship Safety Family Guide [PDF]: https://storage.googleapis.com/gweb-interland.appspot.com/en...
AAP HealthyChildren.org > Family Media Plan: https://www.healthychildren.org/English/fmp/Pages/MediaPlan....
Journalism > Ethics and Standards: https://en.wikipedia.org/wiki/Journalism#Ethics_and_standard...
"The New York Times course to teach its reporters data skills is now open-source" (2019) https://news.ycombinator.com/item?id=20173228
DDJ: Data-Driven Journalism: https://en.wikipedia.org/wiki/Data-driven_journalism
Data Science; as an interdisciplinary major or minor:
There are very few ways to do actual causal analysis given only observational data. It is inappropriate to make statements about causal relations given only observational data without causal analysis.
Typical statistical mistakes in media; e.g. from new articles from this month.
Misuse of Statistics: https://en.wikipedia.org/wiki/Misuse_of_statistics
From "Environment shapes emotional cognitive abilities more than genes" https://news.ycombinator.com/item?id=40110151 :
Causal analysis; https://en.wikipedia.org/wiki/Causal_analysis
Causal inference > Malpractice in: https://en.wikipedia.org/wiki/Causal_inference#Malpractice_i...
Spurious relationship: https://en.wikipedia.org/wiki/Spurious_relationship
"Spurious Correlations": https://www.tylervigen.com/spurious-correlations :
What is the statistical correlation (Pearson R-value) between Per capita consumption of cheese and _________ ? Is that a causal relationship? Could it be?
"Computational and Inferential Thinking: The Foundations of Data Science" https://inferentialthinking.com/; was originally developed for the course "Data 8: Foundations of Data Science" as a Jupyter Book (a book built from Jupyter Notebooks and Markdown documents and a _toc.yml).
An exercise adapted from College English Composition I/II: Underline each premise, Underline Facts and opinions/preferences/biases differently, Identify sources/citations/footnotes and credibility of each, Assess the logical form of the argument/claim. Find multiple contradictory viewpoints.
Meta-analysis: https://en.wikipedia.org/wiki/Meta-analysis
Fact checking: https://en.wikipedia.org/wiki/Fact-checking
Thing > CreativeWork > Review > ClaimReview: https://schema.org/ClaimReview
AAP > Healthy Digital Habits resources: https://www.aap.org/en/news-room/campaigns-and-toolkits/heal...