Clinical Data Review & Medical Reasoning Evaluation
In my current role supporting federal workplace accommodation determinations, I perform structured evaluation of complex medical documentation to assess functional capacity, medical necessity, and the validity of clinical conclusions. This involves reviewing unstructured clinical text, identifying missing or inconsistent information, and determining whether medical recommendations are supported by evidence. My work requires classification and evaluation of clinical data, including assessing diagnosis severity, functional limitations, and appropriateness of workplace accommodations. I apply consistent decision-making frameworks to ensure accuracy, clarity, and defensibility of conclusions. This experience directly aligns with data labeling and AI training tasks involving text analysis, reasoning evaluation, and quality control of structured outputs.