Anthony E.

Key Skills

Software

Other

Top Subject Matter

Natural language / English LLM training data

English language content quality assurance for AI drafts

Agricultural extension documentation / structured written content

Top Data Types

Text

Top Task Types

RLHF

Text Summarization

Freelancer Overview

Freelance AI Data Trainer & Content Evaluator — Outlier AI (Remote). Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Outlier AI and Other. Education includes Bachelor of Science, University of Calabar (2021). AI-training focus includes data types such as Text and labeling workflows including RLHF, Evaluation, and Rating.

Labeling Experience

Freelance AI Data Trainer & Content Evaluator — Outlier AI (Remote)

TextRLHF

Freelance AI data training and evaluation work generating English training samples and assessing LLM outputs for quality. You scored and ranked responses by accuracy, fluency, helpfulness, and safety, and submitted feedback to refine annotation guidelines. The work contributed data directly into RLHF-style pipelines for fine-tuning and alignment of large language models. • Generated open-ended prompts, multi-turn dialogue pairs, and instructional text • Evaluated outputs using quality rubrics across multiple dimensions • Flagged ambiguous, harmful, or low-quality responses with structured reports • Produced 500+ evaluated tasks per month exceeding platform benchmarks

2023 - Present

Freelance English Content Writer & Editor — Upwork (Remote)

OtherText

Freelance English content writing and editing that involved reviewing AI-generated drafts for correctness and alignment prior to client delivery. You fact-checked content, improved grammar and tone consistency, and ensured brand alignment. Although not a dedicated labeling role, the QA-style review constitutes evaluation of AI outputs for quality. • Reviewed AI-generated drafts for factual accuracy • Edited grammar, tone, and style for consistency • Ensured brand alignment and readability • Maintained high quality performance across client contracts

2022 - 2023

Field Extension Officer (NYSC) — Akwa Ibom State Agricultural Development Programme

OtherTextText Summarization

Field-extension documentation work focused on producing structured educational briefs and reports in clear English for community communication. You authored field reports and community bulletins by translating complex agricultural information into accessible text. While not explicitly labeled as AI training, the role required structured generation and quality-focused preparation of written informational documents. • Authored educational briefs and field reports • Wrote community bulletins from technical agricultural content • Produced structured written outputs under strict deadlines • Communicated complex information in accessible English

2021 - 2022

Education

Work History