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Saikrishna Kiyatoor

Saikrishna Kiyatoor

AI Content Evaluator - Education & EdTech

INDIA flag
Hyderabad, India
$12.00/hrExpertInternal Proprietary Tooling

Key Skills

Software

Internal/Proprietary Tooling

Top Subject Matter

No subject matter listed

Top Data Types

TextText

Top Label Types

Classification
RLHF
Evaluation Rating
Data Collection
Prompt Response Writing SFT
Emotion Recognition
Red Teaming

Freelancer Overview

I have over 11 years of experience in operations management, AI content evaluation, and data annotation, with a strong focus on reviewing and improving AI-generated educational content in quantitative and operations management domains. My expertise includes providing structured feedback to enhance AI reasoning, ensuring quality assurance, validating AI-human interaction outputs, and refining internal guidelines for multiple platforms. I am skilled in statistics, learning analytics, and workflow optimization, and have contributed to projects that support global student learning through AI-assisted systems. I am comfortable working with cross-functional teams, developing SOPs, and leveraging data-driven evaluation to maintain high standards in data labeling and annotation processes.

ExpertEnglishHindiTeluguTamil

Labeling Experience

AI-Generated Solutions Review & Annotation for Operations Management

Internal Proprietary ToolingTextClassificationRLHF
Worked on reviewing and labeling AI-generated academic solutions for Operations Management subjects. My role involved checking correctness, tagging errors, rating solution quality, and classifying responses based on accuracy, clarity, and completeness. I annotated issues such as logical mistakes, calculation errors, missing steps, and irrelevant explanations. This helped improve AI model training and answer quality for students. Also contributed to chat reviews and feedback loops to refine model performance.

Worked on reviewing and labeling AI-generated academic solutions for Operations Management subjects. My role involved checking correctness, tagging errors, rating solution quality, and classifying responses based on accuracy, clarity, and completeness. I annotated issues such as logical mistakes, calculation errors, missing steps, and irrelevant explanations. This helped improve AI model training and answer quality for students. Also contributed to chat reviews and feedback loops to refine model performance.

2023

Chat Conversation Annotation for AI Tutor Systems

Internal Proprietary ToolingTextEmotion RecognitionRLHF
Annotated and evaluated AI–student chat conversations to assess intent recognition, relevance, and helpfulness of responses. Tagged conversations for correct/incorrect answers, tone issues, hallucinations, and policy violations. Provided structured feedback to improve chatbot learning and conversational accuracy. Focused on making the AI more reliable and student-friendly.

Annotated and evaluated AI–student chat conversations to assess intent recognition, relevance, and helpfulness of responses. Tagged conversations for correct/incorrect answers, tone issues, hallucinations, and policy violations. Provided structured feedback to improve chatbot learning and conversational accuracy. Focused on making the AI more reliable and student-friendly.

2024 - 2025

Education

J

Jawaharlal Nehru Technological University

Master of Computer Applications, Computer Applications

Master of Computer Applications
2009 - 2012
O

Osmania University

Bachelor of Science, Electronics

Bachelor of Science
2006 - 2009

Work History

O

One Forma, DataAnnotation, SoulAI, Outlier

AI Content Evaluator I SME Contributor

Hyderabad
2025 - Present
F

Freelance

Operations, Learning & Development Consultant

Hyderabad
2017 - Present