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C
Christopher

Christopher

Narrative risk and content labeling system operator

Thailand flagBangkok, Thailand
$25.00/hrEntry LevelInternal Proprietary Tooling

Key Skills

Software

Internal/Proprietary Tooling

Top Subject Matter

Narrative risk
content moderation
social harms

Top Data Types

TextText
DocumentDocument

Top Task Types

ClassificationClassification

Freelancer Overview

Founder & CEO (AI Data Labeling, Content Review Operations). Brings 3+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Arts, Miami University (2005). AI-training focus includes data types such as Text and labeling workflows including Classification.

Entry LevelEnglish

Labeling Experience

Founder & CEO (AI Data Labeling, Content Review Operations)

TextClassification
Designed and operated a narrative risk and content review system for labeling and categorizing online text data. Applied a detailed harm taxonomy and policy guidelines to annotate user-generated content for social harms. Reviewed and documented edge cases to support moderation system training and evaluation. • Used internal/proprietary tooling and productivity platforms as labeling and documentation infrastructure. • Regularly leveraged large language models for prompt engineering, draft evaluations, and content analysis. • Created written procedures so reviewers could consistently perform detailed text content labeling and escalate high-risk items. • Balanced speed and accuracy while handling continuous, high-ambiguity content labeling queues.

Designed and operated a narrative risk and content review system for labeling and categorizing online text data. Applied a detailed harm taxonomy and policy guidelines to annotate user-generated content for social harms. Reviewed and documented edge cases to support moderation system training and evaluation. • Used internal/proprietary tooling and productivity platforms as labeling and documentation infrastructure. • Regularly leveraged large language models for prompt engineering, draft evaluations, and content analysis. • Created written procedures so reviewers could consistently perform detailed text content labeling and escalate high-risk items. • Balanced speed and accuracy while handling continuous, high-ambiguity content labeling queues.

2025 - Present

Education

M

Miami University

Bachelor of Arts, American Studies

Bachelor of Arts
2005 - 2005

Work History

S

Satree Phuket International Program (IPC)

Cambridge Secondary ESL, IELTS, and Global Perspectives Teacher

Phuket
2024 - 2025
W

Wraptite

Customer Service Manager

Cleveland
2021 - 2022