Ruby Ann D.

Key Skills

Software

Other

Top Subject Matter

AI/LLM evaluation and data annotation for model training and QA

Medical and corporate transcription with QA and proofreading

Legal Services & Contract Review

Top Data Types

Text

Audio

Document

Image

Top Task Types

Transcription

Bounding Box

Classification

Segmentation

Object Detection

Text Generation

Question Answering

Text Summarization

Fine-tuning

Evaluation/Rating

Prompt + Response Writing (SFT)

Freelancer Overview

AI/LLM Analyst (Project-based). Brings 24+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal, Proprietary Tooling, and Other. Education includes Bachelor of Science, Silliman University (2004). AI-training focus includes data types such as Image and Text and labeling workflows including Bounding Box and Transcription.

Labeling Experience

Freelance Medical Transcriptionist at OutSec (2023–Present)

OtherTextTranscription

Provided freelance medical transcription services by transcribing clinical notes, medical reports, and physician correspondence with high attention to terminology and accuracy. Edited and proofread documents prior to submission to ensure clarity and compliance with client standards. Handled confidential medical information while meeting fast turnaround requirements. • Transcription of clinical and physician documentation • Proofreading and editing for clarity and compliance • Confidential data handling with strict accuracy requirements • Formatting and turnaround adherence for medical documents

2020 - Present

Freelance Transcriptionist at Rev (2018–2023)

OtherAudioTranscription

Completed large-volume transcription work across multiple domains including legal, corporate, academic, media, and technical industries. Maintained high accuracy ratings while adapting to varied accents and differing audio quality. Produced readable, high-quality transcripts under tight deadlines. • Transcription across multi-domain audio content • Accuracy-focused transcription quality assurance • Adaptation to varied accents and audio conditions • Deadline-driven transcript delivery

2018 - 2023

Senior General Transcriptionist at Pacific Transcription (2004–2010)

OtherAudioTranscription

Produced high-volume transcripts for legal, medical, financial, research, and entertainment sectors. Reviewed and edited team output for grammar, consistency, formatting, and overall quality. Mentored junior transcriptionists and supported workflow expectations during priority projects. • High-volume transcription across multiple industries • Quality review/editing of team transcripts • Mentoring junior staff on quality and workflow • Assistance with supervisory responsibilities on priority/high-volume work

2004 - 2010

AI/LLM Analyst (Project-Based) at Innodata (2026)

OtherText

Conducted AI output evaluation for factual accuracy, clarity, safety, and policy compliance in an LLM project environment. Performed data annotation and categorization to support AI model training and refinement. Designed and tested prompts across multiple use cases to assess response quality and reasoning behavior. • LLM output factuality, clarity, safety, and policy compliance checks • Data annotation/categorization for training dataset refinement • Prompt testing and response analysis for quality and reasoning behavior • Hallucination, inconsistency, and edge-case failure identification

2026

AI/LLM Analyst (Project-based)

ImageBounding Box

Evaluated and annotated image data to support AI/LLM model training and QA activities. Performed quality assurance checks to verify annotation consistency and correctness. Logged issues and edge cases to improve downstream model performance and safety compliance. • Image annotation and evaluation • Bounding box labeling and transcription/document QA support • Hallucination/contradiction detection and critical edge-case logging • Proofreading and data accuracy verification

2023

Education

Work History