At Handshake AI, I evaluate mathematical reasoning in a language model and build training datasets around the gaps I identify. I document error patterns with structured feedback.
Across projects with Atlas Capture and RexZone, I annotate video and images, review submissions for quality, and test model outputs against prompt sets. I also contribute to data annotation and evaluation workflows with Micro1, AfterQuery, and SME Annotation.
At Adikavi Nannaya University (AKNU), I led doctoral research on the socio-economic impact of welfare schemes, analyzing 3,000+ records from a 1,000+ respondent field study using SPSS, SEM, ANN, and AMOS. I also guided postgraduate students in research methodology and quantitative analysis.
My work has also included teaching management subjects and developing course content, as well as using Salesforce and Zapier in an HR role at Apex Frozen Foods. As an independent researcher and learning consultant, I design AI-integrated curriculum modules and have completed three Anthropic AI certifications.

