Bethany Zimmerman

Restructured governance and operating practices, reduced expenses by 90%, and implemented fiscal planning systems that improved organizational sustainability.

Providing expertise as a lodging manager focusing on accommodation and food service to improve models for a top AI lab. Quickly promoted to several reviewer and leadership roles within project. Consistently recognized by peers as a knowledgeable problem solver and team-player and by managers for consistent high quality and engagement, especially in leadership roles.

Serve in senior AI data training, QA, and reviewer roles across large-scale generative and agentic AI initiatives, supporting high-quality human data outputs across distributed global teams. Design multi-step, occupationally realistic tasks and benchmark deliverables used to evaluate model behavior and real-world workflow execution. Onboard and coach specialists through complex AI workflows, translating evolving technical requirements into clear, educational guidance that improves readiness, productivity, and task quality. Apply structured rubric frameworks to review work, calibrate reviewers, and maintain consistent quality standards across multiple concurrent projects. Selected for Outlier’s Oracle tier (top 1% of contractors) based on sustained quality, engagement, and cross-project performance. Appointed Occupational Point Person across six domains, providing vertical leadership, expert calibration, and support for specialized contributor groups. Organize and moderate project and specialist communities across Slack, Discord, and Discourse; communicate updates, escalate issues, and clarify guidelines to support consistent delivery. Perform final-stage PII/IP scrubbing and compliance review prior to delivery, reducing rework through targeted feedback and rubric enforcement.

Directed end-to-end operations for complex, multi-stakeholder engagements, including budgeting, vendor coordination, scheduling, logistics, and client communication.

Managed operational systems, volunteer coordination, financial tracking, and administrative workflows in a service-driven nonprofit environment.

Effectively manage America's first hospital hospitality house. Responsible for overseeing reservations, volunteers and all house operations. Acted as executive assistant to house director and performed all bookkeeping including accounts payable and receivable. Coordinate work of building & grounds manager and resident manager. Act as liaison to area hospitals and lodging coordinators. Develop, train and implement policies and procedures for staff and volunteers to improve efficiency of house and reduce errors.