I have worked with different data sources throughout the 5 years I've been in the automation/integration space, data cleanliness is the first thing on my list when dealing with clients. I have seen clients with clean ready data, as well as clients that have it distributed in many different formats, I am able to understand easily what needs to be done to accurate annotate and categorize data.