Having built machine learning products at two different companies with very different engineering cultures, I’ve made all of the following wrong assumptions All other data orgs do things like my company, so we’re doing fine. My org is way behind other orgs. My org is uniquely advanced, so we can rest on our laurels. In order to escape the small bubble of my existence, I posted a survey in May 2019 to a private slack group and on Twitter.