In corporate settings I prioritize strict delivery timelines because missing a deadline can lead to customer dissatisfaction or business losses.
I allocate roughly 4× more time to data preparation than to model training in corporate projects.
Accuracy targets must make business sense; for medical diagnostics I aim for near‑100 % accuracy, while for recommendation systems “high enough” accuracy is acceptable.

