What should I do?

I am planning to be on sabbatical from June 2020 to August 2021, so I am thinking about how to spend it. Let me tell you what I can do, and you can tell me what I should do.





Data Science



I consider myself a data scientist, but that means different things to different people. More specifically, I can contribute in the following areas:





Data exploration, modeling, and prediction, Bayesian statistics and machine learning, Scientific computing and optimization, Software engineering and reproducible scienceTechnical communication, including data visualization.



I have written a series of books related to data science and scientific computing, including Think Stats, Think Bayes, Physical Modeling in MATLAB, and Modeling and Simulation in Python.





And I practice what I teach. During a previous sabbatical, I was a Visiting Scientist at Google, working in their Make the Web Faster initiative. I worked on measurement and modeling of network performance, related to my previous research.





As a way of developing, demonstrating, and teaching data science skills, I write a blog called Probably Overthinking It.





Software Engineering



I’ve been programming since before you (the median-age reader of this article) were born, mostly in C for the first 20 years, and mostly in Python for the last 20. But I’ve also worked in Java, MATLAB, and a bunch of functional languages.





Most of my code has been for research or education, but in my time at Google I learned to write industrial-grade code with professional software engineering tools.





I work in public view, so you can see the good, the bad, and the ugly on GitHub. As a recent example, here’s a library I am designing for representing discrete probability distributions.





I work on teams: I have co-taught classes, co-authored books, consulted with companies and colleges, and collaborated on software projects. I’ve done Scrum training, and I use agile methods and tools on most of my projects (with varying degrees of fidelity).





Curriculum design



If you are creating a new college from scratch, I am one of a small number of people with that experience. When I joined Olin College in 2003, the first year curriculum had run once. I was in for the creation of Years 2, 3, and 4, as well as the reinvention of Year 1.





Since then, Olin has come to be recognized as a and a . I am proud of my work here and the amazing colleagues I have done it with.





My projects focus on the role of computing and data science in education, especially engineering education.





I was part of a team that developed a novel introduction to computational modeling and simulation, and I wrote a book about it, now available for MATLAB and Python.I developed an introductory data science course for Olin, a book, and an online class. Currently I am working with a team at Harvard to develop a data science class for their GenEd program.Bayesian statistics is not just for grad students. I developed an undergraduate class that teaches Bayesian methods first, and wrote a book about it.Data structures is a problematic class in the Computer Science curriculum. I developed a class on Complexity Science as an alternative approach to the topic, and wrote a book about it. And for people coming to the topic later, I developed an online class and a book.



I have also written a series of books to help people learn to program in Python, Java, and C++. Other authors have adapted my books for Julia, Perl, OCaml, and other languages.





My books and curricular materials are used in universities, colleges, and high schools all over the world.





I have taught webcasts and workshops on these topics at conferences like PyCon and SciPy, and for companies developing in-house expertise.





If you are creating a new training program, department, or college, maybe I can help.





What I am looking for



I want to work on interesting projects with potential for impact. I am especially interested in projects related to the following areas, which are the keys we need to get through the 21st Century with a habitable planet and a high quality of life for the people on it:





Nuclear energyDesalinationCO₂ sequestrationGeoengineeringAlternatives to meatTransportation without fossil fuelsGlobal educationGlobal child welfareInfrastructure for natural disaster and rising sea level



I live in Needham MA, and probably will not relocate for this sabbatical, but I could work almost anywhere in eastern Massachusetts. I would consider remote work, but I would rather work with people face to face, at least sometimes.





And I’ll need financial support for the year.





So, what should I do?





For more on my background, here is my CV.

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Published on September 19, 2019 08:15
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Probably Overthinking It

Allen B. Downey
Probably Overthinking It is a blog about data science, Bayesian Statistics, and occasional other topics.
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