Math is perfect. The application of math, however, is contextual. Data science involves human logic. The best data science comes from limited human interaction. Still, data scientists must extrapolate meaning from data in order to build predictive business models. As humans, even they are subject to deep-rooted biases.
Reason. Critical thought. Even scientific process has come up for interpretation. How do you read your apartment data with a data scientist’s eye? How do you analyze data for the best result? First, avoid these pitfalls.