• Record scripted material. • Assess AI-generated outputs for linguistic accuracy and naturalness. • Annotate errors. • Collaborate with the team to refine prompts, evaluation methods, and voice design guidelines.

• Converse with the model on classroom problems and theoretical mathematics questions • Verify factual accuracy and logical soundness • Capture reproducible error traces • Suggest improvements to prompt engineering and evaluation metrics

• Lead high-impact qualitative research—both discovery and evaluative—working with Deaf users and broader communication stakeholders, including interpreters, hearing participants, accessibility leaders, prospective customers, and organizational decision-makers as needed. • Partner with other researchers, linguists, and sign-language data analysts to evolve shared research language, participant-validated research instruments, and systems that connect qualitative insights to measurement and long-term learning. • Design and moderate qualitative studies that prioritize ASL, are culturally fluent, and reflect Deaf users’ experience, language access, communication context, and community expectations. • Evolve video-based research protocols, improving consent practices, privacy, storage, retention, accessibility, participant rights, and ethical handling of recordings. • Ensure research methods and materials are culturally and linguistically accessible, accurately interpreted, and aligned with participants’ understanding and the study objectives. • Own the qualitative components of longitudinal follow-up, including diary studies, qualitative drivers of CSAT, and participant narratives over time. • Partner with other researchers to link qualitative insights to survey design, behavioral signals, reporting, and long-term equivalence goals. • Help maintain a healthy ASL user panel in partnership with Research Operations, including defining recruitment inputs, engagement practices, session standards, communication norms, reciprocity, and overall participant experience quality. • Engage with interpreter communities and subject-matter experts as needed, including establishing guidelines for when direct ASL sessions are appropriate and when interpreters, Certified Deaf Interpreters (CDIs), or expert reviewers are required. • Synthesize research into clear, actionable insights that help teams understand what matters now, what to expect, and what requires further validation. • Maintain research practices that are respectful, transparent, accessible, and meaningful for participants.

• Support Clarity AI on its journey to become ESMA-regulated. • Ensure companies understand data and methodological approach for their ratings. • Help evolve and expand regulatory products. • Define tools to assist clients with sustainability reporting requirements. • Contribute to research and innovation of Clarity AI products. • Identify scientifically robust solutions for clients’ needs. • Create minimum viable products/models for tech integration. • Resolve rated companies’ queries by interpreting data. • Develop technical knowledge of clients and data products. • Propose appropriate solutions for clients based on trade-offs.