Ashlyn W.

Key Skills

Software

No software listed

Top Subject Matter

Generalist (Text, STEM, and Medical Applications)

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Top Data Types

Image

Text

Document

Top Task Types

Classification

Freelancer Overview

AI Trainer – Data Annotation. Brings 13+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Doctor of Veterinary Medicine, Tuskegee University (2015) and Bachelor of Science, North Carolina A&T State University (2011). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

AI Trainer – Data Annotation

Text

As an AI Trainer specializing in data annotation, I worked on a range of projects involving the evaluation and improvement of AI model responses. My primary focus was rating and reviewing AI-generated outputs as well as developing prompts for various general and medical applications. The work included generalist data projects and specialized tasks aimed at challenging and enhancing AI system performance. • Evaluated AI model responses for accuracy and relevance • Developed and tested prompts for STEM and medical software applications • Participated in projects designed to stress-test AI models (red teaming) • Conducted image checking, data retrieval, and fact-checking tasks

2025 - Present

Staff Medical Oncologist - Structured Data Abstraction

Classification

Reviewed oncology medical records and abstracted structured data for clinical decision-making and documentation. Standardized the capture of diagnostics, pathology, and treatment data into consistent formats for research and case management. Ensured the accuracy and completeness of data entries, including staging and adverse event labeling. • Collaborated with teams to maintain data quality • Managed a large volume of patient records • Utilized EMR/EHR systems for data processing • Prioritized protocol-driven workflows

2020 - 2025

Medical Oncology Resident - Clinical Data Extraction

Classification

Conducted detailed medical record review for structured data extraction in oncology cases. Abstracted and categorized patient diagnostics, pathology, treatment, and outcomes for clinical research. Verified data accuracy and consistency for retrospective analysis. • Supported case management and research publication • Delivered data-driven presentations • Led internal data verification processes • Applied research protocols to data extraction

2017 - 2020

Medical Oncology Specialty Intern - Clinical Data Abstraction

Classification

Participated in clinical data abstraction for treatment planning in oncology cases. Labeled structured medical and treatment data for case summaries and multi-team coordination. Maintained standardized documentation practices in high-volume settings. • Managed emergency and transferred patient data • Collaborated on interdisciplinary documentation • Applied structured data capture for care planning • Ensured quality in case labeling workflows

2016 - 2017

Research Assistant - Data Collection for IHC Study

ImageClassification

Conducted data collection and organization for immunohistochemistry analysis in a veterinary oncology research project. Compiled research data on acetyl-CoA carboxylase expression in canine mammary tumors. Supported data analysis and publication by maintaining structured biological data files. • Performed laboratory data management • Assisted in histopathological label validation • Supported data-driven research publication • Ensured consistent biological dataset organization

2013 - 2013

Education

Work History