This is a very good point. Analysis can become quite trivial when you have clean data. With messy data you may need 3+ orders of magnitude of data which is ofte

This is a very good point. Analysis can become quite trivial when you have clean data. With messy data you may need 3+ orders of magnitude of data which is often not possible. Unfortunately VC pays a higher premium for data scientist than data janitor.