Tableau Automation Toolbox: Overview The role of a data scientist is wide-ranging; typically a data scientist at a startup will have to understand the entirety of an ETL pipeline (from web application to user reports) and be in communication with every team at the company. Reporting isn’t always the most technologically exciting part of a data scientist’s job but it’s vital to understanding data and empowering all employees to promote data-driven decisions.