Anthony O.

Key Skills

Software

AWS SageMaker

Google Cloud Vertex AI

Telus

Top Subject Matter

Clinical and academic information management for AI training/RAG grounding

Academic information architecture and metadata curation for LLM training data preparation

Educational resource tagging and structured classification for training-data organization

Top Data Types

Text

Document

Top Task Types

RLHF

Prompt + Response Writing (SFT)

Classification

Data Collection

Freelancer Overview

Information Specialist / Volunteer Librarian — Greater Manchester Mental Health Library (AI training support via retriev. Brings 19+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal, Proprietary Tooling, and Koha. Education includes Master of Arts, Manchester Metropolitan University (2024) and Higher National Diploma, Federal Polytechnic Oko. AI-training focus includes data types such as Text and Document and labeling workflows including RLHF, Prompt + Response Writing (SFT), and Classification.

Labeling Experience

Information Specialist / Volunteer Librarian — Greater Manchester Mental Health Library (AI training support via retrieval, verification, and feedback dataset structuring)

TextRLHF

Designed information retrieval and verification workflows to support RLHF-style human feedback loops for RAG and LLM alignment use cases. Evaluated structural integrity, relevance, and semantic precision of text outputs to improve training signal quality and reduce hallucinations. Gathered and cleaned user feedback datasets to systematically analyze service quality and iterate dataset or interface inputs. • Conducted complex Boolean searches to find authoritative sources for grounding. • Synthesized high-fidelity information into structured training-ready bulletins. • Established quality control metrics and source authority evaluation standards. • Curated cleaned feedback datasets for iterative refinement cycles.

2024 - Present

Assistant Librarian — American University in Dubai (metadata annotation and prompt auditing for training-ready authoritative content)

TextPrompt + Response Writing (SFT)

Executed structured cataloging, schema alignment, and precise metadata annotation to create authoritative data pathways suitable for instruction and SFT-style prompt/response training. Audited multidisciplinary prompts by ensuring factual accuracy, coherence, and alignment with reference assets for students and faculty. Collaborated to design information literacy modules that established benchmarks for text objectivity, logical cohesion, and semantic clarity. • Performed metadata annotation and schema alignment using library systems. • Conducted research/reference consultation that translated queries into reliable data pathways. • Audited resource ecosystems and usage statistics to guide curation for training data quality. • Developed literacy modules defining quality benchmarks for semantic clarity and logical coherence.

2017 - 2023

School Librarian — Lekki British School (structured collection labeling and schema-controlled tagging)

OtherDocumentClassification

Curated, categorized, and structured educational collections using standardized classification frameworks to improve data discoverability and consistent labeling. Enforced schema adherence and quality control on cataloging and resource tagging workflows to maintain logically consistent labeled content. Applied structured content evaluation and information literacy instruction to guide how verified resources are organized and tagged. • Implemented standardized schemas for consistent resource tagging. • Curated digital and physical educational collections for structured retrieval. • Maintained quality control checks across cataloging workflows. • Used data-driven analysis to support structured resource allocation decisions.

2013 - 2017

Resource Center Officer — LADEC Resource Center (database indexing, classification, and annotation)

OtherDocumentData Collection

Maintained and updated a centralized organization database by indexing and optimizing access queries to support accurate information retrieval. Classified and annotated incoming literature pools with an emphasis on rapid, accurate retrieval protocols for stakeholders. Ensured information integrity through ongoing maintenance of the indexed knowledge base. • Indexed and maintained the centralized organization database. • Classified and annotated incoming documents and literature. • Optimized query access patterns for retrieval quality. • Performed integrity checks to preserve consistency of stored information.

2005 - 2008

Education

Work History