Some experience with software development best-practices, AWS tooling Survey research experience, in particular experience building ML models that leverage survey data Experience with econometric models (particularly causal inference, causal ML) Experience building and applying NLP algorithms (bonus for expertise extracting information from short, messy text) Experience communicating analyses and techniques, both verbally and in writing, to peers and business partners