Charity C.Private profile: Upwork shows its earnings only to signed-in members, so we check it every few weeks, not daily. MRR here is a rough estimate (Upwork's six-month earnings ÷ months active). Last read Nov 5, 2026.

Expert AI Trainer & Data Architect for High-Fidelity LLM Reasoning I bridge the gap between complex datasets and high-performing AI models. With a BSc in Computer Science and over a decade of experience in data annotation and logic training, I specialize in RLHF (Reinforcement Learning from Human Feedback) and STEM reasoning for Large Language Models. What I Bring to Your AI Project: Deep Technical Logic: I don't just label data; I architect the logic. I specialize in grading AI responses for mathematical accuracy and structural integrity. Digital Archiving Expertise: Creator of Afrika Untold Stories, a massive relational dataset documenting 3,000+ cultural groups. I understand how to manage "edge cases" in complex information systems. Verification & Fact-Checking: Expert-level auditing to eliminate model hallucinations in historical, cultural, and technical contexts. Technical Stack: SQL, Python, Advanced Excel, JSON Structuring, and Cross-Platform Data Validation. I am looking for long-term partnerships with remote-first companies focusing on the future of generative AI. Let’s build a more accurate, logical model together.