Lucas W.

Key Skills

Software

No software listed

Top Subject Matter

AI-supported fitness and nutrition product development

Healthcare technology operations (OR technology systems and imaging validation)

Systems integration and endoscopy/communications signal validation

Top Data Types

Text

Document

Image

Top Task Types

Routing

Freelancer Overview

AI-Supported Product Development (Freelance / Startup) — Atrium Athletics / Viking Health Corp (Model output review & da. Brings 12+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal and Proprietary Tooling. AI-training focus includes data types such as Text, Medical, and DICOM and labeling workflows including Evaluation, Rating, and Routing.

Labeling Experience

AI-Supported Product Development (Freelance / Startup) — Atrium Athletics / Viking Health Corp (Model output review & dataset iteration)

Text

Performed AI-supported review and structuring of training inputs for an application by validating training-related user data logic and expected outputs. Assessed consistency of model outputs against rules and flagged incorrect or ambiguous results for correction. Iterated dataset organization and documentation based on feedback from stakeholders. • Reviewed and structured training inputs (user data, workouts, diet logic) • Validated output consistency and flagged errors/ambiguities • Maintained workflow and logic-change documentation • Supported iterative improvements through feedback cycles

2024 - 2024

Technical Systems Documentation & QA — University of Minnesota Medical Center (OR Technology Specialist)

Maintained high-accuracy logs for complex operating-room technical systems, including tracking behavior, failures, and edge cases. Followed strict procedural and compliance standards while validating imaging outputs and system tracking accuracy. Ensured data integrity across multiple devices and software platforms to support reliable downstream use. • Tracked system behavior, failures, edge cases, and corrective actions • Validated imaging outputs and system tracking accuracy • Followed SOP and procedural compliance requirements • Ensured multi-device/software data integrity

2022 - 2023

Systems Integration & Troubleshooting — Stryker Communications & Endoscopy (Integration Specialist)

Routing

Analyzed and validated signal routing and data flow across multiple integrated systems using multi-step technical instructions. Documented step-by-step processes, outcomes, and inconsistencies identified across datasets and signals. Trained team members on standardized workflows to improve consistency of structured review and troubleshooting. • Validated signal routing and data flow across systems • Documented procedures and outcomes for integration steps • Identified inconsistencies and performance issues • Trained team members on standardized multi-step workflows

2021 - 2021

Financial Data Accuracy & Compliance — Eklov & Associates – LPL Financial (Head of Client Relations)

Document

Maintained structured client data in accordance with FINRA and SEC regulations through precise verification of financial records and reports. Flagged inconsistencies and ensured compliance standards were met with zero-tolerance documentation practices. Performed repeated accuracy review activities to maintain consistent, audit-ready datasets. • Verified accuracy of financial records and generated reports • Flagged inconsistencies to support compliance requirements • Followed precise documentation and audit-ready practices • Ensured data consistency under FINRA/SEC standards

2019 - 2020

Education

Work History