[quantumofalpha]

It gives you a working MVP and a lower bound on what's possible. Tnen you can iterate either on model or data or both - data can also be further cleaned, changed and expanded. How can you gauge ROI of your data cleaning/collection efforts without it? Maybe an extra day you've put into it made a difference, maybe it didn't and you'd have better spent it on modelling or other tasks.