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AP

Ashutosh Pathak

AI Data Annotator · LLM Evaluator · RLHF Content Quality

Azamgarh, Uttar Pradesh, India

@ashutoshpathak22380640

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About

AI data annotator and LLM evaluator with 3+ years of freelance experience across Outlier (Scale AI) and Turing, focused on rubric-based evaluation, preference ranking, factual verification, and structured feedback for RLHF workflows. Also brings 10+ years of pharmaceutical sales and marketing experience with strengths in compliance, accurate reporting, and client communication.

Experience

  • Freelance AI Data Annotator
    Outlier (Scale AI)
    2023 – Present

    Evaluate AI-generated responses for factual accuracy, relevance, grammar, coherence and overall quality against project-specific rubrics. Rank model responses and write structured feedback that supports RLHF model-improvement workflows. Annotate and categorize content across current events, science, pop culture and general knowledge, applying detailed taxonomies consistently. Identify factual inconsistencies, inappropriate content and other quality issues across concurrent evaluation projects.

  • Freelance AI Data Annotator
    Turing
    2023 – Present

    Review AI-generated text, code and conversational responses for logical correctness, quality and safety compliance. Assess multi-turn conversations for coherence, helpfulness and instruction adherence. Perform preference ranking, content labeling, response rewriting and factual verification across varied task types. Deliver assignments on deadline while independently managing a remote workload of about 5-6 hours a day.

  • Marketing Executive (SE2)
    Lupin Ltd.
    Apr 2017 – Present

    Build and maintain professional relationships with healthcare clients through structured, consultative communication. Analyze competitor products and market trends and prepare structured reports that support business decisions. Manage high-volume client interactions while keeping accurate records and close attention to detail.

  • Senior Sales Officer
    Mankind Pharma Pvt. Ltd.
    Sep 2012 – Apr 2017

    Achieved assigned sales targets through analytical planning, disciplined follow-up and clear client communication. Coordinated with cross-functional teams while adapting to evolving product guidelines and compliance requirements.

Education

  • MBA
    UPTU, Lucknow
    Marketing and Finance · 2012
  • Bachelor of Arts
    Allahabad University
    2010

Skills

<3 months <3 months Just getting started - under three months. This is also what shows when a level has not been set.
Research LLM evaluation Quality Review Text Annotation Content Moderation Factual Verification Reinforcement Learning from Human Feedback (RLHF)

Tools / apps / platforms

<3 months <3 months Just getting started - under three months. This is also what shows when a level has not been set.
Microsoft Office

Languages

Native / Bilingual Native / Bilingual Their first language, or as strong as one.
Hindi Speak Bhojpuri Speak
Fluent Fluent Comfortable using it for work.
English Speak

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