Robyn W.

Key Skills

Software

Other

Scale AI

Data Annotation Tech

Appen

Top Subject Matter

Biology and STEM (medical/clinical education context)

Biology and medicine education

Legal Services & Contract Review

Top Data Types

Text

Document

Image

Top Task Types

Prompt + Response Writing (SFT)

Bounding Box

Classification

Object Detection

Text Generation

Question Answering

Text Summarization

RLHF

Fine-tuning

Evaluation/Rating

Data Collection

Transcription

Freelancer Overview

Outlier AI - Biology specialist contributor and reviewer. Brings 13+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Education includes Bachelor of Medicine, Bachelor of Surgery, University of Nottingham (2026) and Graduate Diploma in Law, BPP University (2019). AI-training focus includes data types such as STEM, Text, Medical, and DICOM and labeling workflows including Prompt + Response Writing (SFT), Evaluation, and Rating.

Labeling Experience

Appen Crowd Gen Contributor

ImageObject Detection

Worked as a generalist contributor doing data labelling and image generation etc at Appen Crowd Gen

2025 - Present

Data Annotation biology contributor

TextRLHF

Biology/Stem Contributor at Data annotation.

2024 - Present

Stellar AI STEM and Generalisit Contributor

ImageBounding Box

STEM Projects and Bounding Box AI labelling for screenshots.

2024 - Present

Outlier AI – Biology specialist contributor and reviewer

OtherTextPrompt + Response Writing (SFT)

Worked as a biology specialist contributor and reviewer, training and improving AI models in biology, STEM, and generalist domains through iterative review cycles. Created and applied rubrics, prompts, and questions, then reviewed outputs by grading, editing, rewriting, and correcting model errors. Served in a reviewer capacity by providing quality control feedback on other contributors’ work for client delivery. • Designed rubrics to evaluate biology/STEM responses • Wrote prompts/questions and produced high-quality example content • Graded and edited model responses, including error correction • Reviewed other contributors and enforced quality standards

2024 - Present

Education

Work History