At Innodata India Pvt. Ltd., I facilitated virtual onboarding for over 1,000 new employees weekly on data annotation workflows and quality standards. I also created training curricula and reference guides, and tracked learner readiness in Excel.
As a Quality & Policy Expert (QPE) and Auditor, I audited annotated datasets and used SQL and Excel to analyze error rates, throughput, and quality trends. I worked with Language Data Scientists on scoring rubrics and evaluation criteria for complex edge cases.
As an Analyst, AI/LLM Practice, I evaluated LLM responses against project rubrics and provided RLHF signals for supervised fine-tuning. I also reviewed multimodal outputs and designed test prompts to examine model behavior, safety, and alignment.
Earlier, at Trivium Education Private Services Limited, I reviewed academic submissions, provided feedback, and helped calibrate rubric use. At Zesling E-Learning Platform, I taught online Spoken English classes and documented learner progress.

