Contributors and References

JOE GRANICK

Lead Research Analyst – Data Intelligence  

Joe is the lead data intelligence research analyst at Stratascale. He helps clients optimize decision making by leveraging statistics, mathematics, and machine learning through his background in data analytics, economics, and financial planning and analysis. 

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DEREK SHANK

Head of Research

Derek is head of research at Stratascale's Innovation Labs. Throughout this career  — from academia to personal finance to IT research — he has focused on uncovering insights and helping people put those insights to good use.

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References

Agrawal, Ajay, et al. Prediction Machines: The Simple Economics of Artificial Intelligence. Harvard Business Review Press, 2018.

Baker, Pam. "AI Orchestration Methodologies." O'Reilly Online Learning, 2020, www.oreilly.com/library/view/ai-orchestration-methodologies/9781492091806.

Cunningham, Scott. Causal Inference: The Mixtape. Yale University Press, 2021, mixtape.scunning.com.

de Langhe, Bart, and Stefano Puntoni. “Leading With Decision-Driven Data Analytics.” MIT Sloan Management Review, 7 Dec. 2020, sloanreview.mit.edu/article/leading-with-decision-driven-data-analytics/?use_credit=d9058a06a58121fef563d4c8d1b58faf.

DataFramed Podcast. “Decision Intelligence and Data Science (with Cassie Kozyrkov).” YouTube, uploaded by DataCamp, 13 Nov. 2018, www.youtube.com/watch?v=Q_CO9yyASvE&t=821s.

Drucker, Peter. The Effective Executive: The Definitive Guide to Getting the Right Things Done. Harper Business, 1967.

Ellenberg, Jordan. "How Not to Be Wrong: The Power of Mathematical Thinking." The Penguin Group, 2014.

Google Cloud Platform Podcast. “Decision Intelligence with Cassie Kozyrkov.” YouTube, uploaded by Google Cloud Tech, 23 May 2018, www.youtube.com/watch?v=x1k37Na1iLc&t=649s.

Huyen, Chip. "Machine Learning Systems Design." Stanford University. Class lecture.

Kahneman, Daniel. Thinking Fast and Slow. Farrar, Strauss and Giroux, 2011.

Kozyrkov, Cassie. “Introduction to Decision Intelligence.” Towards Data Science, Medium, 3 Oct. 2021, towardsdatascience.com/introduction-to-decision-intelligence-5d147ddab767.

Kozyrkov, Cassie. “The First Thing Great Decision Makers Do.” Harvard Business Review, 25 June 2019, hbr.org/2019/06/the-first-thing-great-decision-makers-do.

Kozyrkov, Cassie. “What Great Data Analysts Do — and Why Every Organization Needs Them.” Harvard Business Review, 2 Apr. 2020, hbr.org/2018/12/what-great-data-analysts-do-and-why-every-organization-needs-them.

Newport, Cal. A World Without Email: Reimagining Work in an Age of Communication Overload. Portfolio, 2021.

Pearl, Judea, and Dana Mackenzie. The Book of Why: The New Science of Cause and Effect. Reprint, Basic Books, 2020.

Pratt, Lorien. Link: How Decision Intelligence Connects Data, Actions, and Outcomes for a Better World. Emerald Publishing, 2019.

Taleb, Nassim Nicholas. Fooled by Randomness: The Hidden Role of Chance in Life and the Markets. New York, United States, Penguin Random House, 2008.

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ⁱⁱ(Agrawal et al.)
ⁱⁱⁱ(Agrawal et al)
^iv(Agrawal et al.)
^v(Ellenberg)
^vi(Kozyrkov)
^vii(Drucker)
^viii(Kozyrkov)
^ix(Agrawal et al.)
^x(Newport)
^xi(Newport)
^xii(Pratt)
^xiii(Newport)
^xiv(Pratt)
^xv(Drucker)
^xvi(Agrawal et al.)
^xvii(Baker)
^xviii(Pratt)
^xix(Pratt)
^xx(Pratt)

^xxi(Pratt)
^xxii(Pratt)
^xxiii(de Langhe et al.)
^xxiv(Pearl)
^xxv(Kozyrkov)
^xxvi(Pratt)
^xxvii(de Langhe et al.)
^xxviii(Pratt)
^xxix(Baker)
^xxx(Kozyrkov)
^xxxi(Pratt)
^xxxii(Kahneman)
^xxxiv(Pratt)
^xxxv(Pratt 116)
^xxxvi(Pratt 118)
^xxxvii(Pratt 119-121)
^xxxviii(Pratt 121-122)
^xxxix(Pratt 122-124)
^xl(Pratt)
^xli(Pratt 124-128)

^xlii(Pratt 128)
^xliii(Pratt 129 – 134)
^xliv(Pratt 134 – 135)
^xlv(Kozyrkov)
^xlvi(Huyen)
^xlvii(Kozyrkov)
^xlviii(Taleb)
^xlix(Baker)
^l(Pratt)