As an Independent Research Consultant (Pharmaceutical & AI), I evaluate medical AI training and audit clinical workflows for specialty pharmaceutical brands.
I verify AI accuracy against FDA and clinical trial data, and work on improving digital patient hub navigation and administrative logic.
As a Freelance QA Tester, I executed structured test cases and exploratory testing across mobile and web applications, documenting software vulnerabilities and usability findings.
As an AI Data Contributor, I labeled audio and text data for machine learning models and used demographic markers to support dataset quality and diversity for localized AI applications. I also completed transcription and voice evaluation tasks.

