Michelle Chesnut
Richmond,KY
Summary
Self-motivated and detail-oriented professional with an extensive background in Medical Office Technology and Information Technology. Experienced in following structured guidelines, maintaining accuracy, and organizing data for AI training. Familiar with AI data pipelines, data quality concepts, and metadata tagging. Passionate about supporting ethical AI development through precise annotation, bias reduction, and dataset management. Adept at independent remote work, learning quickly, and adapting to new platforms and tools.
Overview
2
2
years of professional experience
Work History
Self-Directed Data Labeler
Amazon Medical Turk
01.2025 - Current
- Completed data labeling tasks including text classification, sentiment tagging, and image annotation.
- Followed detailed instructions and annotation guidelines to ensure high accuracy and consistency.
- Practiced metadata tagging, dataset organization and basic quality checks to support AI training datasets.
- Applied medical knowledge for projects requiring familiarity with health-related terminology or datasets.
- Developed strong analytical skills, identifying ambiguous data and making consistent labeling decisions.
- Adapted quickly to new labeling software tools, enhancing productivity in task completion.
Medical Scribe Trainer
AQuity Solutions
10.2018 - 10.2021
- Trained and mentored new medical scribes on accurate documentation, EHR navigation, and medical terminology usage.
- Developed and implemented training materials, quality benchmarks, and workflow procedures to ensure consistent, high-quality medical records.
- Conducted performance evaluations and provided feedback to improve accuracy, speed, and adherence to compliance standards.
- Collaborated with physicians and administrative teams to streamline charting processes and reduce documentation errors.
- Reinforced data quality concepts through auditing, real-time feedback, and accuracy tracking—skills directly transferable to data labeling and annotation quality control.
- Provided ongoing support and feedback to newly trained scribes during their integration period.
- Adapted training approaches based on individual learning styles and needs of participants.
Chief Medical Scribe
MedQuist
02.2015 - 09.2018
- Documented patient encounters and medical histories with high accuracy using EHR systems, ensuring data integrity and confidentiality.
- Transcribed complex clinical terminology and diagnostic information, maintaining consistent formatting and data labeling for clarity.
- Collaborated with medical teams to organize and standardize health data — experience that strengthened attention to data quality and structure.
- Developed skills in identifying inconsistencies, verifying information accuracy, and maintaining detailed records — foundational for high-quality data annotation.
- Attended patient appointments and wrote narrative account of events using proper abbreviations, grammar, and spelling in a virtual environment
- Aided in the continuation of care for patients by clearly documenting follow-up instructions and scheduling future appointments as needed.
- Adapted quickly to new technologies and software platforms utilized within the medical facility, ensuring seamless integration into daily workflow processes.
Medical Transcriptionist
Medical Transcription Services
2005 - 2015
- Transcribed medical dictations with high accuracy using specialized transcription software.
- Reviewed and edited documents for grammar, punctuation, and medical terminology consistency.
- Collaborated with healthcare professionals to clarify unclear or ambiguous dictations.
- Maintained patient confidentiality while handling sensitive information in compliance with HIPAA regulations.
- Developed standardized templates for common medical reports to improve turnaround time and consistency.
- Improved transcription accuracy by diligently proofreading and editing medical reports.
- Increased overall department productivity by consistently meeting or exceeding daily transcription quotas.
Education
Bachelor of Science - Information Technology
Colorado Technical University
Colorado Springs, CO07-2027
Associate of Applied Science - Medical Technology
Central KY Technical College
Lexington, KYSkills
- Annotation of text, image, audio, and medical data
- Data validation, collection and labeling
- Metadata tagging
- Skilled in medical terminology and datasets
- Basic knowledge of Python and SQL
- Review and verification skills
- Effective time management
- Accuracy and precision
- HIPAA compliance awareness
- Quality assurance practices
- Typing speed and accuracy
- Transcription software proficiency
Timeline
Self-Directed Data Labeler
Amazon Medical Turk
01.2025 - Current
Medical Scribe Trainer
AQuity Solutions
10.2018 - 10.2021
Chief Medical Scribe
MedQuist
02.2015 - 09.2018
Medical Transcriptionist
Medical Transcription Services
2005 - 2015
Bachelor of Science - Information Technology
Colorado Technical University
Associate of Applied Science - Medical Technology
Central KY Technical College