Ryan S.

Key Skills

Software

No software listed

Top Subject Matter

Biotech

Pharma

Agencies

Top Data Types

Image

Text

Document

Top Task Types

Transcription

Data Collection

Prompt + Response Writing (SFT)

Evaluation/Rating

Freelancer Overview

Experienced project manager and AI training data contributor with a background spanning data labeling, video content tagging, and transcript review. As a PMP-certified Senior Project Manager, I bring structured thinking, attention to detail, and quality standards to every task — skills that translate directly into accurate, consistent annotation work. I've contributed to AI training workflows through video production tagging and transcript-related tasks, developing a strong instinct for precision, contextual accuracy, and adherence to guidelines under tight turnaround expectations. My project management background gives me an edge in high-volume or multi-step labeling environments: I'm comfortable working within complex instruction sets, flagging ambiguities, and maintaining quality across repetitive tasks without losing focus. I'm familiar with the nuances of audio/visual content annotation and understand how clean, well-labeled data directly impacts model performance — making me a reliable and conscientious contributor to any AI training data initiative.

Labeling Experience

Handshake Video Caption AI

VideoTranscription

Ongoing contributor to AI training data initiatives encompassing video content tagging, transcript review and correction, and structured data labeling tasks. Work spans categorizing video segments by topic, tone, and content type, as well as reviewing and cleaning machine-generated transcripts for accuracy, speaker attribution, and formatting consistency. Projects have ranged from single-task sprints to multi-phase annotation workflows, with quality measures including adherence to detailed style guides, inter-rater consistency standards, and iterative feedback loops to ensure labeling accuracy.

2025 - Present

Education

Work History