Calvic

Key Skills

Software

Scale AI

Top Subject Matter

Medical Domain Expertise

Scientific Domain Expertise

Generalist Domain Expertise

Top Data Types

Text

Image

Document

Top Task Types

RLHF

Text Generation

Freelancer Overview

AI Domain Expert & Medical Content Evaluator | Independent / Remote. Brings 8+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal, Proprietary Tooling, and Scale AI. Education includes Bachelor of Medicine, Bachelor of Surgery, University of Benin (2022). AI-training focus includes data types such as Text and labeling workflows including RLHF, Evaluation, and Rating.

Labeling Experience

AI Domain Expert & Medical Content Evaluator | Independent / Remote

TextRLHF

As an AI Domain Expert & Medical Content Evaluator, I completed more than 500 tasks involving preference ranking, comparative judgment, and golden answer generation for medical and generalist AI pipelines. My work included generating expert-level golden answers and assessing chain-of-thought reasoning quality in clinical AI outputs. I reviewed AI-generated health content for safety, accuracy, and compliance, consistently maintaining a quality standard above 98%. • Provided structured feedback to improve model alignment and patient safety. • Fine-tuned and evaluated clinical AI benchmarks across multiple domains. • Identified and flagged medical misinformation and harmful content. • Applied domain expertise in internal medicine, surgery, paediatrics, psychiatry, and emergency medicine.

As an AI Domain Expert & Medical Content Evaluator, I completed more than 500 tasks involving preference ranking, comparative judgment, and golden answer generation for medical and generalist AI pipelines. My work included generating expert-level golden answers and assessing chain-of-thought reasoning quality in clinical AI outputs. I reviewed AI-generated health content for safety, accuracy, and compliance, consistently maintaining a quality standard above 98%. • Provided structured feedback to improve model alignment and patient safety. • Fine-tuned and evaluated clinical AI benchmarks across multiple domains. • Identified and flagged medical misinformation and harmful content. • Applied domain expertise in internal medicine, surgery, paediatrics, psychiatry, and emergency medicine.

2022 - Present

Freelance Writer & Editor / English Language Specialist | Remote

TextText Generation

As a Freelance Writer & Editor/English Language Specialist, I authored and edited over 100 long-form documents for medical, technical, and instructional purposes. My writing contributed high-quality human benchmarks suitable for AI training, reference generation, and critical evaluation of AI outputs. I produced, reviewed, and refined complex content directly used in data labeling pipelines across multiple domains. • Generated and curated expert-level, diverse exemplars for LLM fine-tuning. • Evaluated stylistic and content quality for a range of genres. • Provided reference standard content for prompt/response training. • Supported instruction-following and factual accuracy evaluation tasks.

As a Freelance Writer & Editor/English Language Specialist, I authored and edited over 100 long-form documents for medical, technical, and instructional purposes. My writing contributed high-quality human benchmarks suitable for AI training, reference generation, and critical evaluation of AI outputs. I produced, reviewed, and refined complex content directly used in data labeling pipelines across multiple domains. • Generated and curated expert-level, diverse exemplars for LLM fine-tuning. • Evaluated stylistic and content quality for a range of genres. • Provided reference standard content for prompt/response training. • Supported instruction-following and factual accuracy evaluation tasks.

2019 - Present

Generalist AI Trainer | Outlier AI (Scale AI Platform) — Remote

Scale AIText

As a Generalist AI Trainer on the Scale AI platform, I annotated data across text, image, audio, and video modalities. My responsibilities included scoring AI responses using evaluation rubrics and generating calibrated golden answers for diverse AI prompts. I performed systematic comparative judgment and delivered QA reviews to enhance pipeline consistency and response quality. • Maintained high throughput and quality metrics across multimodal pipelines. • Applied structured criteria for comparative evaluation of AI outputs. • Provided actionable feedback to reduce annotation errors. • Ensured reliable data for production-grade AI systems.

As a Generalist AI Trainer on the Scale AI platform, I annotated data across text, image, audio, and video modalities. My responsibilities included scoring AI responses using evaluation rubrics and generating calibrated golden answers for diverse AI prompts. I performed systematic comparative judgment and delivered QA reviews to enhance pipeline consistency and response quality. • Maintained high throughput and quality metrics across multimodal pipelines. • Applied structured criteria for comparative evaluation of AI outputs. • Provided actionable feedback to reduce annotation errors. • Ensured reliable data for production-grade AI systems.

2025 - 2025

Content Quality Consultant / Data Annotation Specialist | Global Tech Project (Contract)

TextRLHF

As a Content Quality Consultant/Data Annotation Specialist on a multi-year contract, I sustained over 98% quality scores in RLHF annotation tasks. I performed daily preference ranking and comparative judgment of multimodal AI outputs to support model alignment. My work included identifying quality trends and providing structured reports to research teams for ongoing improvements. • Evaluated generative model outputs for factual accuracy and coherence. • Supported large-scale production-ready AI system alignment. • Reviewed text, image, audio, and video outputs using tailored criteria. • Delivered feedback that resulted in measurable improvements in model quality.

As a Content Quality Consultant/Data Annotation Specialist on a multi-year contract, I sustained over 98% quality scores in RLHF annotation tasks. I performed daily preference ranking and comparative judgment of multimodal AI outputs to support model alignment. My work included identifying quality trends and providing structured reports to research teams for ongoing improvements. • Evaluated generative model outputs for factual accuracy and coherence. • Supported large-scale production-ready AI system alignment. • Reviewed text, image, audio, and video outputs using tailored criteria. • Delivered feedback that resulted in measurable improvements in model quality.

2020 - 2024

Education

Work History