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foreign okay welcome everyone back to All Things data were going to jump straight into the next talk and um you know we often talk about people process technology and uh our tools and as a python conference you know we have a lot of tools coming up uh and um uh but today were going to be talking about people in process and in particular around data contracts and how they can help us uh you know get more data quality and you know all that good stuff that were actually trying to do with data so Im uh really excited for uh the talk next from Ryan Collingwood and Ill just give a quick introduction to Ryan um he uh is a boundary spanner between business and I.T concerns uh hes lived product management consultancy iteration management business analysis data analysis software developer quality assurance to where it started as it support every day he practices a bit of all this to deliver pragmatic and maintainable solutions he loves the journey both as a contributor and a coordinator fr