Emily is a Senior Manager at Capital One where she has led teams focused on full-stack data products, measurement and analytics, and modeling solutions. She is particularly passionate about delivering high-impact data science projects by integrating a strategic business perspective and software engineering best practices. Outside of her day job, Emily also enjoys supporting the data community by writing (published in The R Markdown Cookbook, 97 Things Every Data Engineer Should Know, and her blog), working on pro bono projects, and serving on the editorial board for rOpenSci and a technical reviewer for the publisher Routledge. You can find Emily on github.com/emilyriederer and emilyriederer.com