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Tanya WinnTW
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Tanya Winn

@tanyawinn

AI Training Specialist with healthcare experience and strong skills in data annotation, quality review, and attention to detail.

United States
Message

I am an independent AI Training Specialist with hands-on experience evaluating and annotating AI-generated text, speech, audio, video, and multimodal content. My work includes instruction-following analysis, fact-checking, entity verification, preference ranking, prompt adherence, and identifying errors or inconsistencies in model outputs. I also evaluate TTS and AI-generated speech for pronunciation, pacing, naturalness, clarity, and audio quality.

I also have several years of healthcare experience in medical assisting, medical scheduling, and emergency room registration. My background includes patient intake and admissions, insurance verification, appointment scheduling, EMR/EHR documentation, recording vitals and medical histories, assisting with patient assessments and routine exams, medication administration, diagnostic testing, prescription and refill coordination, patient education, and maintaining HIPAA-compliant records. I also hold training and certifications related to medical billing and coding, HIPAA, bloodborne pathogens, telehealth, and healthcare customer service.

Additionally, as a Rural Carrier with the United States Postal Service, I independently managed a rural delivery route serving more than 600 customers. Across these roles, I have developed strong attention to detail, organization, analytical thinking, accuracy, time management, and the ability to work independently.

I am especially interested in remote opportunities involving AI evaluation, data annotation, healthcare-related job roles, quality assurance, research, and other roles where I can apply my combined technical, healthcare, and analytical experience.

Experience

Work history, roles, and key accomplishments

IS
Current

Data Annotator

Independent AI Training Specialist

Jan 2025 - Present (1 year 9 months)

Annotate and evaluate AI-generated text, speech, audio, video, and multimodal outputs against detailed quality and instruction-following rubrics. Assess TTS and AI-generated speech for pronunciation, pacing, intonation, naturalness, voice consistency, audio quality, and artifacts.

KM

Medical Assistant / Scheduler

Kingwood Family Medicine

Jan 2009 - Dec 2010 (1 year 11 months)

Maintained patient records, coordinated provider scheduling, and processed documentation with high accuracy.

Education

Degrees, certifications, and relevant coursework

OU

Outlier

Certification, Rubrics

Completed a Rubrics certification from Outlier in August 2026.

OA

Outlier AI

Certification, Prompt Engineering

Completed a Prompt Engineering certification from Outlier AI in September 2026.

NT

National Institute of Technology

Certification, Medical Billing and Coding

Completed a Medical Billing and Coding Certification in 2006.

Tech stack

Software and tools used professionally

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