Abhishek A.

Key Skills

Software

Clickworker

Labelbox

Other

Top Subject Matter

No subject matter listed

Top Data Types

Image

Text

Top Task Types

Evaluation/Rating

Freelancer Overview

I have strong experience in AI training data evaluation and quality assurance, with a primary focus on text-based data labeling, evaluation, and structured feedback. My core work involves assessing AI-generated responses against detailed guidelines for accuracy, relevance, completeness, clarity, and safety, and providing precise, actionable feedback. I am highly comfortable with evaluation/rating tasks, preference ranking, and error categorization, and I consistently apply structured heuristics to ensure annotation accuracy and consistency across large task volumes. What sets me apart is my quality-driven and process-oriented approach to AI data work. I bring deep expertise in guideline interpretation, ambiguity resolution, calibration, and drift prevention, supported by strong written communication and pattern-recognition skills. I am particularly effective at identifying recurring failure modes in AI outputs, documenting edge cases, and suggesting improvements to annotation guidelines or evaluation frameworks—making me a reliable contributor to high-quality AI training and evaluation workflows.

Labeling Experience

AI training data evaluation and quality assurance

OtherTextEvaluation/Rating

Worked on AI training data projects involving text-based evaluation and human feedback to improve the quality of AI-generated responses. Responsibilities included evaluating and rating model outputs, performing preference ranking between responses, and categorizing errors based on detailed project guidelines. Provided clear, structured feedback to help identify gaps, inconsistencies, and quality issues in AI outputs, contributing to improved model performance through high-quality human-in-the-loop evaluation.

2025

Education

Work History