The Mapping City/Country Expert improves transit data quality, communicates with stakeholders, conducts field research, and develops transit data pipelines in specific cities or countries.

The Depot Supervisor oversees depot operations for autonomous vehicle testing, leading a team, ensuring safety compliance, and managing data collection efforts.

The Supervisor manages operations, oversees a team of operators, coordinates with clients, ensures safety, and handles service problems.