J R.

Key Skills

Software

OneForma

Telus

Top Subject Matter

AI language model evaluation

conversational AI

and data annotation for foundation model training.

Top Data Types

Text

Top Task Types

Transcription

RLHF

Entity (NER) Classification

Freelancer Overview

One Forma | AI Language Trainer & Data Annotator (remote freelancing). Brings 12+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include OneForma and Telus. Education includes Master of Arts, San Jose State University (2020) and Bachelor of Science, San Jose State University (2018). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and OCR.

Labeling Experience

AI Search and Ad Evaluator - TELUS International

TextTranscription

You evaluated search query results for semantic relevance, user intent, and structural quality to support AI search and ad performance goals. You audited ad alignment matrices and followed structured annotation guidelines to maintain consistent quality across monthly reviews. You also produced dialogue generations and supported OCR workflows to translate text from corrupted or low-contrast document images using analytical and linguistic judgment. • Assessed search results for relevance, intent, and structure • Audited ad alignment quality metrics across monthly assessments • Applied structured annotation guidelines with high consistency • Supported conversational AI training and OCR text translation

2024 - Present

TELUS International | AI Search, Ad Evaluator & Online Rater (remote freelancing)

TelusText

Evaluated search query results for semantic relevance, user intent, and structural quality as part of AI search quality assurance. Audited ad alignment matrices using structured assessment guidelines to maintain high monthly quality ratings. Produced dialogue generations and voice recordings to support conversational AI training and performed OCR translation for corrupted or low-contrast documents. • Applied structured annotation guidelines with high consistency. • Supported labeling workflows involving semantic tagging and taxonomy management. • Conducted OCR support by translating extracted text from document images. • Delivered ongoing evaluations and training data contributions for production systems.

2024 - Present

Technical Writer and Content Writer - Freelance

TextRLHFEntity (NER) Classification

You worked as a technical, grant, and content writer across EdTech and freelance projects. You edited and fact-checked large volumes of writing to improve clarity, tone, and factual reliability for technical and academic audiences. You followed established style guides and used structured review practices to ensure drafts were ready for publication. • Edited and fact-checked 400+ articles, essays, and technical documents • Wrote original technical and literary analysis content, including prompt design • Applied APA, Chicago, MLA, and AP style standards • Reviewed drafts for content accuracy and effective knowledge transfer

2023 - Present

Senior Writer and Editor - Content Mart

TextRLHFEntity (NER) Classification

You served as a senior writer and editor, producing original content and performing editing and fact-checking for clarity and tone. You applied multiple style standards and ensured written materials aligned with editorial expectations and effective knowledge transfer. You also reviewed AI-generated drafts to confirm content alignment and improve usability for readers. • Edited and fact-checked 400+ articles, essays, and technical documents • Wrote original literary analysis, technical writing, and prompt design content • Applied APA, Chicago, MLA, and AP style guides • Reviewed AI-generated writing for accuracy and alignment

2023 - Present

One Forma | AI Language Trainer & Data Annotator (remote freelancing)

OneFormaText

Evaluated LLM outputs for coherence, factual accuracy, instruction-following, and reasoning quality across thousands of prompts. Designed testing frameworks to detect hallucinations, logical leaps, and tone inconsistencies in generative AI. Analyzed multi-turn dialogues to verify context preservation and safety adherence. • Benchmarked and graded response optimization via side-by-side quality assessments. • Performed semantic tagging and taxonomy management related to labeling workflows. • Annotated multimodal training inputs including text, images, and transcripts. • Validated outputs against evaluation rubrics for writing-focused AI behavior.

2023 - 2026

Education

Work History