3+ years of marketing / demand generation / growth analytics experience Strong SQL skills for querying, joining, aggregating, etc. Advanced proficiency in Excel / Google Sheets Experience with business intelligence tools (Looker, Tableau, PowerBI, etc.) Experience working with marketing tools / ad platforms / attribution systems (e.g. Google Analytics, FB Ads, HubSpot, Marketo, etc.) Strong analytical mindset, attention to detail, ability to explain complex results to non-technical stakeholders Comfort working in ambiguity, with evolving models and data constraints Excellent communication skills, ability to present to leadership