AI Rater Guidelines Writer (Linguist / Instructional Designer)

• Minimum 3 years of professional experience in Linguistics, Instructional Design, Technical Writing, AI Content Development, or a closely related field.
• Direct experience creating, refining, or maintaining evaluation guidelines, rating rubrics, or reviewer instructions within Generative AI, RLHF, human evaluation, or AI data annotation environments.
• Demonstrated ability to work across multiple subject areas and convert domain-specific knowledge into clear, structured documentation.
• Proven experience resolving ambiguity and improving written specifications with measurable before-and-after improvements.
• Strong analytical thinking with exceptional attention to detail.
• Demonstrated career progression and professional growth.
• Ability to commit reliably to 35+ hours per week during weekdays.
• Outstanding written communication skills with the ability to explain nuanced concepts in a precise, consistent, and easy-to-understand manner.

• Experience supporting AI model training, evaluation, RLHF, or large-scale annotation programs.
• Background working with cross-functional teams including researchers, engineers, product managers, and subject matter experts.
• Familiarity with structured documentation standards, quality assurance methodologies, and guideline governance.
• Experience designing documentation that supports scalable, high-quality human evaluation processes.

• →Translate complex and ambiguous program requirements into clear, concise, and easy-to-follow rater guidelines.
• →Design comprehensive evaluation rubrics and scoring frameworks that enable consistent decision-making across a variety of AI tasks.
• →Review existing documentation to identify ambiguity, inconsistencies, contradictions, and coverage gaps, then revise guidelines to improve clarity and usability.
• →Convert subject-matter requirements from domains such as finance, retail, insurance, legal, and sports into structured evaluation instructions that non-domain raters can apply confidently.
• →Collaborate with research teams, program managers, and subject matter experts to maintain consistency across multiple guideline sets.
• →Develop documentation that addresses edge cases, exceptions, and complex evaluation scenarios while minimizing reviewer escalation.

We are committed to creating an inclusive workplace and welcome applications from qualified professionals of all backgrounds. Reasonable accommodations are available throughout the application and engagement process.

• Independent contractor engagement.
• Fully remote with flexible working arrangements.
• Expected commitment of approximately 35 hours per week during weekdays.
• Project duration may vary depending on business requirements and individual performance.
• Work does not require access to confidential or proprietary information from any current or former employer.
• Payments are issued weekly based on approved work completed.
• At this time, we are unable to support H1-B or STEM OPT candidates.