As a Freelance Business & Performance Analyst, I research businesses and markets, analyze performance indicators, and identify trends and opportunities for clients.
I turn performance observations into structured reports and recommendations. I also research prospective businesses and organizations for potential partnerships and support outreach with background briefs and follow-up lists.
I designed an AI-assisted prospect research and outreach workflow that organizes public information to support prospect prioritization and personalized outreach research.
For an LLM prompt evaluation project, I built a Python framework using the Gemini API to compare prompt approaches for structured information extraction, including JSON validity and response consistency. I also participated in CYSEC Club and college activities focused on technical discussions, workshops, and community coordination.

