(This article was originally published at Statistical Modeling, Causal Inference, and Social Science, and syndicated at StatsBlogs.)
Doug Puett writes:
I am a 2012 QMSS [Columbia University Quantitative Methods in Social Sciences] grad who is currently trying to build a Data Science/Quantitative UX team, and was hoping for some advice. I am finding myself having a hard time finding people who are really interested in understanding people and who especially are excited in doing so in quantitative way, along the lines of this.
I more often see candidates who are more interested in machine learning and prediction for its own sake rather than seeking to gain human empathy and a depth of understanding. Somewhat related to this is experience with Stan, and while not necessary for doing good analysis, is such a wonderful tool for creating powerful models and doing so in an iterative, exploratory way. I have found that the amount of complexity that can be built into a Stan model is a very good way to capture pretty subtle but important aspects of our domain, and that a willingness to invest in the tool is a really good signal for a certain way of thinking about data and data problems.
So I was wondering, do you know of a source of candidates that would align to this way of working with data, and if so, how do I best reach them? I know that QMSS was designed to cater to these needs, but even from there it has been hard to source candidates who aren’t more interested in machine learning (or else don’t have the technical experience necessary). It wouldn’t be quite fair to advertise a STAN developer position, but I do intend for this sort of modeling to be a critical component of our work (after, and along with, simpler methods of exploratory analysis, of course).
A brief description of what I’m looking for is this:
– Excited about working with and supporting qualitative research (this is both our research domain and our internal partners in doing so)
– Excited about understanding human systems quantitatively
– Emphasis on exploratory data analysis
– Stan experience
– Very strong programming experience (Python or R)Our company: www.usertesting.com
Hey—QMSS is the program that my colleagues and I created, nearly 20 years ago. It’s great to see it still going strong.
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