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Sabitha MSM
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Sabitha M

@sabitham2

AI evaluator developing LLM response evaluation and prompt-engineering expertise through hands-on practice and 10+ years in education.

India
Message

As an Online Educator & Academic Content Specialist, I create lessons, assessments, and learning materials across subjects including Mathematics, Science, and English. I evaluate student responses for accuracy, reasoning, clarity, and relevance, then provide structured corrective feedback.

In my independent professional development, I practice evaluating AI-generated responses for factual accuracy, grounding, instruction following, reasoning, and safety. I compare responses, document evidence-based rationales, and work through ambiguous cases using defined criteria.

I also design and refine prompts, test edge cases, and assess outputs across English, Hindi, and Telugu, with basic Kannada proficiency. My training includes rubric design, calibration, benchmarking, and human-in-the-loop evaluation concepts.

For my AI-assisted educational content project, I used ChatGPT to draft lesson plans, worksheets, and question papers, then reviewed and corrected the material before delivery. I use tools including Google Docs, Google Sheets, Microsoft Word, and Microsoft Excel in this workflow.

Experience

Work history, roles, and key accomplishments

ID
Current

Hands-On Training & Project-Based Practice

Independent Professional Development

Jan 2026 - Present (9 months)

Developing practical expertise in AI evaluation and prompt engineering through structured training, evaluation exercises, mock assessments, and project-based practice. Evaluating AI-generated responses against defined criteria for accuracy, grounding, relevance, instruction following, reasoning, completeness, clarity, and helpfulness.

FE
Current

Online Educator & Academic Content Specialist

Freelance / Independent Educator

Jan 2014 - Present (12 years 9 months)

Delivered online instruction in Mathematics, Science, English, Social Studies, Hindi, and Basic Kannada to students from diverse academic backgrounds. Developed structured lesson plans, worksheets, assessments, and learning materials, and evaluated learner responses for accuracy, conceptual understanding, reasoning, completeness, clarity, and relevance.

Education

Degrees, certifications, and relevant coursework

AC

Acupuncture Course

Course, Acupuncture

Completed an Acupuncture Course in 2018.

NC

National Institute of Business Management, Chennai

MBA, Marketing & Human Resources

MBA in Marketing and Human Resources from the National Institute of Business Management, Chennai, completed in 2007.

JN

JNTU

B.Tech, Electrical & Electronics Engineering

B.Tech in Electrical and Electronics Engineering from JNTU, completed in 2003.

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