This is a hugely important point. Having the right data is most of the battle in the typical project. I'm fortunate to run the data science department at a comp

This is a hugely important point. Having the right data is most of the battle in the typical project. I'm fortunate to run the data science department at a company with an amazing and supportive team of devs. We work together to make sure that all data is recorded in the most useful way and we talk regularly. Without their support, my models wouldn't be very useful.