action items for research community culture of & passion for sound measurement, as science & discipline measurements need pedigrees describing them, how to navigate audit trails, portable analysis scripting language to support reproducibility well-managed meta-data understand sampling implications and technology better anonymization tools & reduction agents simulation need way to calibrate against real data (broken record) safety tip: still has mostly no respect from providers. diplomacy serves. analysis find ways to assess opex versus capex of any new idea or at least don't render it impossible to do so later as scott encourages 'let's try to formalize some of what we (and providers) know' as dave clark encourages 'it's about the $$$, stupid' safety tip: providers do often quickly lose their patience w researchers continued/increased interaction with providers and vendors nanog, ietf, caida ask for help from those who have succeeded switch, router, measurement hardware vendors show more interest than ever people don't trust `analyst estimates' anymore... good news in many ways take advantage of industry regrouping efforts & inclination to listen