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Akshataa Joshi

Akshataa Joshi

AI Data Labeling Specialist | RLHF, Prompt Evaluation, Medical Domain (Aether, Avalon, Blackbeard, Whitecoat)

India flagSurat, India
$45.00/hrEntry LevelDon T Disclose

Key Skills

Software

Don't disclose

Top Subject Matter

General Domain AI Annotation & Evaluation
Healthcare & Medical Content (Dentistry)
Conversational AI & Prompt Evaluation

Top Data Types

TextText
DocumentDocument
ImageImage

Top Task Types

ClassificationClassification
Object DetectionObject Detection
Text GenerationText Generation
Text SummarizationText Summarization
RLHFRLHF
Fine-tuningFine-tuning
Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)

Freelancer Overview

I am a detail-oriented AI data labeling specialist with hands-on experience across multiple Outlier projects including Aether, Avalon, Blackbeard, and Whitecoat. My work has involved prompt-response evaluation, ranking, conversational data annotation, and quality assessment of AI-generated outputs, with a strong focus on accuracy, consistency, and strict adherence to guidelines. With a professional background in healthcare (dentistry), I bring domain-specific expertise to medical and high-stakes content evaluation. I am skilled at identifying factual inaccuracies, hallucinations, and logical inconsistencies, and ensuring high-quality, reliable training data across large-scale annotation tasks.

Entry LevelEnglishHindi

Labeling Experience

Freelance Data Labeling Specialist – Whitecoat Project (Outlier AI)

Text
Worked on the Whitecoat Project, evaluating medical AI-generated content with a focus on accuracy and clinical relevance. Applied domain expertise in healthcare and dentistry to ensure high standard in data quality. Made nuanced judgment calls in complex or ambiguous scenarios. • Assured clinical accuracy and reliability of content. • Used structured health data annotation guidelines. • Provided feedback to improve medical AI models. • Focused on reducing medical misinformation and increasing data trustworthiness.

Worked on the Whitecoat Project, evaluating medical AI-generated content with a focus on accuracy and clinical relevance. Applied domain expertise in healthcare and dentistry to ensure high standard in data quality. Made nuanced judgment calls in complex or ambiguous scenarios. • Assured clinical accuracy and reliability of content. • Used structured health data annotation guidelines. • Provided feedback to improve medical AI models. • Focused on reducing medical misinformation and increasing data trustworthiness.

2023 - Present

Freelance Data Labeling Specialist – Blackbeard Project (Outlier AI)

Text
Participated in the Blackbeard Project, critically assessing AI-generated content for accuracy, hallucinations, and safety concerns. Flagged issues and applied structured evaluation frameworks to maintain data reliability. Supported the improvement of AI safety benchmarks and factual correctness. • Detected and flagged AI-generated inaccuracies and hallucinations. • Used robust evaluation rubrics for consistent labeling decisions. • Contributed to red teaming efforts and content moderation. • Documented edge cases to inform future annotation guidelines.

Participated in the Blackbeard Project, critically assessing AI-generated content for accuracy, hallucinations, and safety concerns. Flagged issues and applied structured evaluation frameworks to maintain data reliability. Supported the improvement of AI safety benchmarks and factual correctness. • Detected and flagged AI-generated inaccuracies and hallucinations. • Used robust evaluation rubrics for consistent labeling decisions. • Contributed to red teaming efforts and content moderation. • Documented edge cases to inform future annotation guidelines.

2023 - Present

Freelance Data Labeling Specialist – Avalon Project (Outlier AI)

TextClassification
Contributed to the Avalon Project by annotating complex conversational datasets, focusing on intent classification and response alignment. Ensured reduction of ambiguity and improved overall data clarity. Followed evolving guidelines to maintain consistency and data quality. • Classified conversation intent and response types. • Addressed ambiguous and sensitive cases in dialogue data. • Supported training for LLMs and conversational models. • Used proprietary annotation tools for workflow efficiency.

Contributed to the Avalon Project by annotating complex conversational datasets, focusing on intent classification and response alignment. Ensured reduction of ambiguity and improved overall data clarity. Followed evolving guidelines to maintain consistency and data quality. • Classified conversation intent and response types. • Addressed ambiguous and sensitive cases in dialogue data. • Supported training for LLMs and conversational models. • Used proprietary annotation tools for workflow efficiency.

2023 - Present

Freelance Data Labeling Specialist – Aether Project (Outlier AI)

Text
Worked on the Aether Project evaluating AI prompt-response outputs for linguistic quality, factual accuracy, and reasoning. Judged the appropriateness and accuracy of model responses with strict guideline adherence. Maintained consistency in subjective evaluation and contributed to data quality improvements. • Evaluated and ranked prompt-responses for clarity and correctness. • Applied complex annotation guidelines and structured criteria. • Collaborated remotely using internal Outlier AI systems. • Provided feedback for improvement of annotation guidelines.

Worked on the Aether Project evaluating AI prompt-response outputs for linguistic quality, factual accuracy, and reasoning. Judged the appropriateness and accuracy of model responses with strict guideline adherence. Maintained consistency in subjective evaluation and contributed to data quality improvements. • Evaluated and ranked prompt-responses for clarity and correctness. • Applied complex annotation guidelines and structured criteria. • Collaborated remotely using internal Outlier AI systems. • Provided feedback for improvement of annotation guidelines.

2023 - Present

Education

M

Mahatma Gandhi University of Medical Science & Technology, Jaipur

Master of Dental Surgery, Orthodontics and Dentofacial Orthopaedics

Master of Dental Surgery
2020 - 2023
S

Sri Aurobindo Dentistry, MPMSU, Jabalpur

Bachelor of Dental Surgery, Dentistry

Bachelor of Dental Surgery
2014 - 2019

Work History

W

White Nest Dental Clinic

Dentist and Orthodontist

Surat
2025 - Present
M

MM Hospital & Research Center

Head Dentist and Orthodontist

Indore
2024 - Present