Independent AI Ethics Researcher and Responsible AI Evaluator based in Kolkata, India. I contribute as a Subject Matter Expert to ARAI's Responsible AI certification frameworks (Governance, Ethics, Safety), and evaluate LLM outputs for fairness, safety, and reasoning quality across platforms including Snorkel AI, Pareto.AI and Labelbox. My published research (SSRN, RePEc, Zenodo) examines AI's labor and economic implications. Background in Economics, journalism, and public policy writing (Modern Diplomacy, Fair Observer, Green Network Asia).