Biraj M.

Key Skills

Software

Other

Top Subject Matter

Software Engineering

Coding and Programming

Frontend and Backend

Top Data Types

Text

Document

Computer Code Programming

Top Task Types

Classification

Entity (NER) Classification

Text Generation

Text Summarization

Computer Programming/Coding

Data Collection

Prompt + Response Writing (SFT)

Freelancer Overview

I have hands-on experience as an AI data annotator and grader, evaluating AI-generated responses against detailed structured rubrics. My work involves scoring outputs across multiple quality dimensions on a defined scale, then writing clear, well-reasoned rationales that justify each score. I'm meticulous about consistency: I reference specific evaluation criteria, keep my rationales tight and within set length limits, and make sure my scores are properly differentiated rather than clustered together. I take quality control seriously and have built my own tools to keep my evaluations accurate and on-standard. What sets me apart is the analytical rigor and written communication I bring from my background as a critical care nurse. Years of high-stakes clinical work have trained me to assess information carefully, catch small but important details, and document my reasoning clearly under strict standards. I'm comfortable working independently, following complex guidelines precisely, and maintaining the level of attention to detail that good AI training data depends on.

Labeling Experience

Bring your own file

DocumentEvaluation/Rating

I bring in high-quality software engineering documents and evaluate/rate the document on different metrics.

2026 - Present

AI Response Quality Evaluation & Rubric-Based Grading

TextEvaluation/Rating

I evaluate AI-generated responses against detailed structured rubrics, scoring outputs across multiple quality dimensions on a defined scale and writing clear rationales to justify each score. My tasks include assessing accuracy, completeness, and overall response quality, then documenting my reasoning within strict length and formatting standards. I work through a high volume of individual evaluations, referencing specific criteria by name and making sure my scores are well differentiated rather than clustered together. To maintain consistency, I follow a quality checklist on every submission and have built my own tools to keep my evaluations accurate and on-standard.

2026 - Present

Education

Work History