Therafro

Key Skills

Software

Other

Google Cloud Vertex AI

Top Subject Matter

Multimodal (image/video) annotation and dataset quality

Rubric-based evaluation and structured feedback for training/QA

Document/text quality checks for compliance-style labeling QA

Top Data Types

Video

Document

Text

Image

Top Task Types

Segmentation

Classification

Freelancer Overview

Freelance Video Editor (Ketpai Productions) — annotation-style scene labeling and metadata tagging. Brings 19+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Education includes Associate of Arts, Mt. Hood Community College (2007) and Associate of Arts, The Art Institute (2009). AI-training focus includes data types such as Video, Document, and Text and labeling workflows including Segmentation, Evaluation, and Rating.

Labeling Experience

Shipping and Production Lead (CheeseButta™) — data integrity checks and anomaly flagging

OtherText

Production and shipping operations included monitoring and analyzing structured logs and spreadsheets, flagging anomalies and documenting process adjustments. The work supported data integrity and quality control practices analogous to evaluating labeling outputs and dataset consistency. Cross-functional coordination and clear documentation reinforced workflow clarity required for AI labeling and evaluation. • Oversaw machine product production, shipping, and receiving with structured record keeping • Monitored shipping/production data to flag anomalies • Documented process adjustments to maintain data integrity and QC • Coordinated with teams and used logs/spreadsheets for discrepancy resolution

2023 - 2024

Administrative Manager (Greater Vancouver/Portland Environment Control) — contract/text integrity auditing

OtherDocumentClassification

Administrative auditing included verifying contract text and business agreement data for integrity and regulatory compliance, paralleling label verification and policy enforcement tasks. The work involved maintaining highly accurate multi-field records, strengthening data validation and error-checking routines relevant to dataset QA. These duties reflect the quality and compliance checks typically required in AI training data preparation and annotation review. • Audited agreement and contract text for data integrity and compliance • Maintained absolute accuracy across multi-variable spreadsheets and databases • Managed data entry, account updates, and system operations for record consistency • Performed validation and error-checking across structured fields

2023 - 2023

General Manager (Firehouse Subs) — quality audits and structured training documentation

OtherText

General management included leading quality assurance initiatives by auditing system logs, sales trends, and team metrics, reflecting systematic QA approaches used in AI labeling review. The role also involved creating detailed training manuals and instructional guidelines with structured documentation practices analogous to annotation guidelines and rater instructions. Building data-driven labor schedules using forecasting and variance measurement reinforced metric-driven evaluation and reporting habits relevant to model output assessment. • Audited system logs and performance metrics for consistent quality checks • Created structured training manuals and instructional guidelines • Built forecasting/variance models to support metric-driven evaluation • Provided clear documentation supporting standardization of processes

2022 - 2023

Freelance Video Editor (Ketpai Productions) — annotation-style scene labeling and metadata tagging

OtherVideoSegmentation

Freelance video editing work focused on analyzing, categorizing, and tagging visual media assets to support multimodal dataset labeling and retrieval. Responsibilities included reviewing long-form footage, providing precise scene-level descriptions, and adding structural annotations similar to multimodal captioning and segmentation. The role emphasized maintaining strict visual and structural quality standards to improve consistency of labeled training data. • Analyzed and categorized visual media assets for metadata tagging • Reviewed and timestamped long-form footage with structural scene annotations • Produced scene-level descriptions and structural segmentation-style annotations • Ensured quality standards across diverse short-form and corporate video tasks

2006 - 2023

All star Trainer (MOD Pizza) — rubric-based evaluation and guideline-style documentation

OtherVideo

As an All Star Trainer, evaluated individual performance data and provided actionable feedback, applying rubric-based evaluation practices. Responsibilities included translating complex workflows into clear instructional guides, analogous to creating annotation guidelines and rater instructions. The role also involved supervising inventory logistics databases and resolving anomalies through cross-referencing, reinforcing data validation and anomaly detection habits applicable to labeling QA. • Evaluated performance metrics and delivered rubric-style feedback • Documented workflows into user guides akin to annotation guidelines • Cross-referenced logistics/shipping data to resolve system anomalies • Reinforced structured documentation and quality correction processes

2013 - 2014

Education

Work History