Deep HR Domain Knowledge Fluency in SQL Proficiency in a scripting language like Python or R Experience with distributed data systems (e.g., Redshift, Snowflake, Presto, Hive, Spark) Strong foundation in statistical methods, experimentation, and/or forecasting Strong business partnership skillset