Designing Innovative Data Products Powered by Data Science and Analytics

I decided to kind of specialize my consulting work in data products about four years ago. My goal is really to help companies Design innovative and engaging data products powered by data science and analytics. At the end of the day if there's a human in the loop in your system and you're not developing a fully automated solution Then they are a factor in the success of the work that gets done. And so we have to look beyond the ink the data ink that's on the on the page and think about workflows and how do people do their jobs with this technology? Do they understand it? What's the change management that may be required there?