11 Facts about Data Science that you must know
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7. No one cares how you did it
9. Presentation is key
If you think academia has problem with unreproducible research, you should work in private sector consulting for some time.
If you can use data science to make your customers to do random walk in the space of doing their business and they reverse the negative changes after some time, it shows in the bottom line after a while.
For example, I'd argue they apply very well seismic interpretation in a business setting. The connotations change a bit, but the overall sentiment is identical.