Debster D.

Key Skills

Software

Other

Top Subject Matter

Technical Content/AI Training

Software / Databases (Oracle TimesTen)

Cloud & Distributed Systems (Kubernetes)

Top Data Types

Text

Document

Top Task Types

Text Summarization

Freelancer Overview

ServiceNow documentation evaluation and quality auditing (technical documentation review work tied to AI-capable platfor. Brings 21+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal, Proprietary Tooling, and Other. Education includes Master of Education, Boston University and Bachelor of Science, University of New Hampshire. AI-training focus includes data types such as Document and labeling workflows including Evaluation, Rating, and Text Summarization.

Labeling Experience

AI Training Specialist / Data Annotation

Text

As an AI Training Specialist, I evaluated and provided structured feedback on AI-generated text outputs. I ensured adherence to detailed guidelines, focused on consistency, and followed rubrics for technical and linguistic accuracy. By analyzing, annotating, and validating prompt responses, I maintained high-quality standards in large datasets. • Applied systematic review processes to evaluate technical content produced by AI tools • Identified inconsistencies and errors to maintain uniformity and accurate outputs • Interpreted and analyzed text data using AI interaction platforms • Maintained structured annotation records for QA and model improvement

2023 - Present

ServiceNow documentation evaluation and quality auditing (technical documentation review work tied to AI-capable platform research)

Document

Performed documentation-quality analysis by reviewing and evaluating technical documentation standards, information architecture, topic organization, reuse strategies, linking conventions, and style guidelines. Identified and reported documentation defects such as broken links and other quality issues to improve accuracy and consistency across release materials. Applied verification-style checks to ensure engineering and documentation assets met expected technical standards and reduced downstream review burden. • Reviewed ServiceNow and product documentation for quality, correctness, and guideline compliance • Evaluated information architecture and topic organization for clarity and reuse • Detected and reported defects including broken links • Ensured documentation consistency with enterprise standards

2006 - Present

Senior Technical Writer / Documentation Architect authoring user training and operational runbooks (Oracle TimesTen, Kubernetes Operator, ServiceNow exploration)

OtherDocumentText Summarization

Built hands-on platform understanding and authored extensive technical training and runbook materials intended to teach users how to work with complex systems. Developed and maintained modular, reusable documentation structured for single-source publishing across installation guides, user guides, tutorials, and cloud deployment content. Produced internal training documentation and customer runbooks to operationalize platform behavior and configuration. • Authored installation, onboarding, and how-to training materials with engineer collaboration • Designed DITA-based reusable content for consistent training and release enablement • Created internal training documentation for platform components (e.g., in-memory cache) • Developed runbooks, advanced tutorials, and technical blogs to support learning

2006 - 2026

Education

Work History