• Update training and test model databases with new or amended synthetic textual and image data. • Modify and refine machine learning data creation, annotation, and rating guidelines. • Initiate model training processes using internal tools and command-line interfaces. • Evaluate the performance of trained models to gauge their efficacy and readiness for deployment. • Design and develop test and training datasets as per the criteria provided by the project manager and other full-time employees. • Handle data efficiently, ensuring its integrity throughout the workflow. • Engage in data relevance tasks, ensuring data sets are aligned with project goals. • Annotate data accurately, ensuring it adheres to set guidelines. • Conduct manual quality analysis of model results. • Recognize error patterns and report anomalies for further investigation. • Deliver detailed reports on findings, including aspects such as utterance quality, LLM evaluation, ASR bug tracking, and customer pain points to be reviewed by the User Experience Research team. • Implement basic quality control measures and ensure the reliability of processed data. • Utilize intermediate data analysis techniques to extract insights and inform decision-making. • Arbitrate discrepancies effectively, ensuring consistent data quality. • Apply basic knowledge of natural language processing and linguistics to data processing tasks. • Ensure linguistic accuracy in all processed and annotated data.

• Provide scheduling support and follow-up tracking for key internal workstreams, including department heads and supervisors. • Assist with the preparation for select meetings by scheduling, assembling materials as needed and ensuring participants have the needed prep materials. • Take notes and track action items for select meetings; support follow-up to ensure next steps are clearly documented and communicated. • Process and track expense reports in a timely and accurate manner. • Attend organizational-wide meetings and create a weekly organizing priorities email (internal email). • Coordinate travel booking and in-person meeting logistics, including transportation, lodging, and on-site coordination. • Support scheduling needs across organizing teams. • Assist in managing special initiatives, events, or campaign logistics. • Provide administrative support to the Distributed Fundraising Program. • Provide flexible support on high-priority projects requiring both confidentiality and/or a quick turnaround. • Manage external convening logistics for turf and Emerging Power States.

• Serve as the central point of contact for Go-To-Market teams • Support deal governance by coordinating review of complex deals • Build and maintain pricing and deal models • Coordinate and support end-to-end RFP responses • Oversee contract generation for agreements • Partner closely with Legal to manage the contract lifecycle

• Work independently as a clinical study leader and contributor • Support the Study Project Manager in strategic leadership of the cross-functional team • Manage vendor relationships and oversight of external vendors • Oversee recruitment management and execution of recruitment strategies • Ensure inspection readiness and participate in related activities • Manage study materials and ensure compliance/inspection readiness