Live cross-cell reads, role by role.

Front-line support IC. Handles tickets, live chat, account actions, and escalations, and de-escalates upset customers. The role where AI substitution pressure runs highest.

Translates business questions into SQL and visualizations. Owns dashboards, ad-hoc analyses, and the data definitions stakeholders cite in decisions.

Designs and maintains data pipelines, warehouses, and infrastructure. Owns reliability, schema design, and orchestration for the data platform that analytics and ML teams depend on.

Builds financial models, runs variance analysis, and partners with department leaders on budgets and forecasts. Owns the monthly close narrative for their domain.

Builds, trains, evaluates, and ships ML models to production. Owns feature engineering, model serving infrastructure, and ongoing model performance monitoring.

Designs the end-to-end product experience. Bridges user research, interaction design, visual systems, and engineering handoff.

Owns product direction, prioritization, and cross-functional execution. Translates research, data, and strategy into shipped product decisions.

Designs, builds, and maintains software systems. Combines coding with system design, code review, and operational responsibility.