I saw Einstein quoted yesterday, “The intuitive mind is a sacred gift and the rational mind is a faithful servant. We have created a society that honors the servant and has forgotten the gift.”
I wondered what he meant, because I think of the intuitive mind as a treacherous friend. We can’t do without it, because we have too many decisions to make. You’d never get out of bed if everything had to be evaluated rationally. But at the same time, whatever heuristics are going on in there are the same ones that,
… and indulge in dozens of other biases. I think they’re also why Lightroom’s face recognition mixes me up with my dog.
How could Einstein revere intuition above reason? Perhaps he relished the intuitive guess at an equation, or some kind of Occam’s Razor argument about simplicity and beauty?
Well, it appears that the answer is simple, but not too simple. He didn’t say it.
There are lots of “top 10 skills” lists for data science and analytics. The ones I’ve seen are all missing something huge.
Here’s an example:
Business Broadway – Top 10 Skills in Data Science
Modeling barely appears here. Almost all the items concern the collection and analysis of data (no surprise there). Just imagine for a moment what it would be like if science consisted purely of observation, with no theorizing.
What are you doing with all those data points and the algorithms that sift through them? At some point, you have to understand whether the relationships that emerge from your data make any sense and answer relevant questions. For that, you need ways of thinking and talking about the structure of the phenomena you’re looking at and the problems you’re trying to solve.
I’d argue that one’s literacy in data science is greatly enhanced by knowledge of mathematical modeling and simulation. That could be system dynamics, control theory, physics, economics, discrete event simulation, agent based modeling, or something similar. The exact discipline probably doesn’t matter, so long as you learn to formalize operational thinking about a problem, and pick up some good habits (like balancing units) along the way.