Humna Khan

Worked as an AI Language Data Annotator (Generalist), performing data annotation, prompt evaluation, and quality assessment to improve NLP model performance. Highly motivated professional with several years of entrepreneurial and management experience. Skillfully creates and maintains professional and loyal relationships with co-workers, staff and clients while managing administrative and sales employees.

Comfortable working independently as manager and leader and as collaborative team member. Applies business acumen and experience and exercises decisive judgment to meet and exceed organizational goals.

Business Owner at Narang Ceramic Industries (2022-12 – Present)

• Managed daily operations of ceramic production and distribution.
• Oversaw inventory management and supply chain logistics for raw materials.
• Developed marketing strategies to enhance brand visibility in the ceramics market.
• Managed customer communication and order coordination.

Generalist / AI Training Specialist (Generalist) at Outlier (2022-07 – 2022-12)

Worked as an AI Training Specialist (Generalist) at Outlier (remote/WFH), contributing to the development and refinement of large language models.

• Performed data annotation, prompt evaluation, and response quality assessment to improve model accuracy and reliability.
• Reviewed and edited AI-generated outputs for correctness, coherence, and alignment with guidelines.
• Applied critical thinking to identify edge cases, biases, and inconsistencies in model behavior.

Bachelor of Arts in English Literature – Amity University (2022-09 – 2023-12)

Higher Secondary Education (12th) in Commerce – Delhi Public School (2022-07)