Never spend time building a monster-app that is miles away from the original proposal. And be blamed for it. — As a data scientist, you expect to get a job that lets you do cool stuff — Big data, Big machine (or cloud, like the grown-ups), and Deep neural networks. Reality quickly creeps in as you realize the mismatch between your model, your project manager’s timeline, and your stakeholder’s expectation.