Sara Gemeda K.

Key Skills

Software

No software listed

Top Subject Matter

Health Informatics / Conversational transcripts (AI training)

Healthcare documentation / patient records

Clinical datasets / medical coding (ICD-10)

Top Data Types

Text

Document

Image

Top Task Types

Classification

Text Summarization

Question Answering

Evaluation/Rating

RLHF

Freelancer Overview

AI Data Evaluation & Transcript Review Practice (AI Data Evaluator/Trainer/Annotator). Brings 10+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include N and A. Education includes Bachelor of Science, Western Governors University and Associate of Science, St. Petersburg College. AI-training focus includes data types such as Text, Document, and Medical and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

AI Data Evaluation & Transcript Review Practice (AI Data Evaluator/Trainer/Annotator)

Text

Evaluated conversational transcripts using structured guidelines to identify quality issues and determine pass/reject outcomes for AI training data. Assessed coherence, realism, guideline compliance, and language quality, including spelling errors and unnatural dialogue. Produced concise summaries and applied consistent evaluation standards to support dataset quality improvements. • Reviewed and validated conversational transcript quality • Classified items with pass/reject evaluation criteria • Documented findings for downstream AI training use • Checked for inconsistencies and overall realism/compliance

2026 - Present

Clinical Data Abstractor & Medical Coding (AI-adjacent healthcare data labeling)

Classification

Extracted clinical data and applied ICD-10 coding standards to ensure correct labeling of structured healthcare datasets. Performed accuracy and compliance checks to maintain dataset quality and reduce coding errors. Supported reliable organization of medical information for downstream healthcare analytics and documentation. • Applied ICD-10 coding standards to clinical data • Verified accuracy and compliance of coded records • Ensured correct structured healthcare dataset labeling • Maintained documentation quality for healthcare coding outputs

2020 - 2025

Orlando VA Medical Center Internship (records validation)

Document

Reviewed and validated patient records for accuracy, compliance, and completeness according to health information management standards. Ensured data integrity by checking structured healthcare documentation against required criteria. Performed quality assurance activities aligned with regulatory and HIM documentation expectations. • Validated record accuracy and completeness • Checked compliance with HIM standards • Performed data integrity review for healthcare documentation • Assisted in quality assurance of structured records

2017 - 2017

Education

Work History