Data scientists leverage a number of tools to perform their duties. JIRA is popular for ticket management and due to its ubiquity across organizations of all industries. Many data scientists enjoy proofing solutions out in code, so text editors and integrated development environments are important. For aligning on problems and establishing goals, a data scientist may leverage Confluence or Google Docs. If a lot of data is sourced, stored, managed, and modeled, then cloud computing and microservices are often used.