Surprisingly accurate list. Especially:<p>7. No one cares how you did it<p>9. Presentation is key<p>If you think academia has problem with unreproducible research, you should work in private sector consulting for some time.<p>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.