Oliver T. Williams
Graphic Designer & Data Analyst
Data Analyst & Graphic Designer
Work Experience
Generalist Expert [Contract]
Aug 2026 – PresentMercor
- Conducted qualitative and visual evaluations of AI model outputs regarding UI/UX, visual hierarchy, and layout consistency.
- Evaluated visual/multimodal model responses against established design standards and functional criteria.
- Formulated detailed design tasks and provided structured feedback to refine model performance on design-centric requests.
- Evaluated, annotated, and curated complex datasets to support AI model training and fine-tuning.
- Maintained high data quality and throughput standards in structured evaluation and QA workflows.
- Formulated edge-case tasks and benchmarked model outputs against strict accuracy guidelines.
AI Trainer [Contract]
Apr 2026 – PresentHandshake AI & DataAnnotation
- Authored complex graphic design project briefs to stress-test AI model capabilities across 2D software including GIMP, Inkscape, and Krita.
- Reviewed and graded AI-generated text and images for accuracy, quality, and logical flow while providing detailed written rationales for each decision.
- Developed structured evaluation rubrics and scoring datasets to train machine learning models on professional design standards.
AI Trainer [Contract]
Apr 2026 – PresentDataAnnotation
- Applying a dual background in data analytics and graphic design to evaluate and refine unreleased AI models through rigorous human-feedback data curation.
- Evaluated the composition, lighting, and aesthetic quality of AI-generated imagery, specifically identifying structural inconsistencies, prompt adherence, and visual artifacts.
- Critically reviewed and graded AI-generated text for factual accuracy, natural phrasing, and logical flow across a wide variety of complex topics.
- Provided detailed, written rationales for model grading, contributing to high-quality datasets used to train and align language and vision models.
2D Design Specialist [Contract]
Apr 2026 – Jul 2026Handshake AI
- Authored complex graphic design project briefs to stress-test model capabilities and tool execution within 2D design software including GIMP, LibreSprite, Inkscape, and Krita.
- Developed structured, binary evaluation rubrics and scoring datasets that directly train machine learning models to evaluate design outputs.
- Translated advanced design workflows into deterministic, step-by-step verification processes used by automated systems to grade outputs and optimize model weights.
Tax Verification Associate
Feb 2026 – Apr 2026Thomson Reuters
- Reviewed and categorized sensitive tax data using Excel and internal software, consistently exceeding high-volume daily targets during peak tax season.
Graphic Design Intern
Dec 2024 – Feb 2025City of Shorewood
- Designed print and digital materials for city events including brochures, flyers, and social media graphics while ensuring adherence to municipal branding guidelines.
- Standardized all public forms by converting them into accessible fillable PDFs using Adobe Acrobat Pro to improve office efficiency.
Drake Relays Logo Designer
Dec 2024 – May 2025Drake University
- Selected from 11 finalists to design the official logo and visual theme for the 2025 Drake Relays ("Racing Through Time").
- Brand identity deployed across merchandise, campus signage, and digital platforms for an event drawing thousands of attendees.
Projects
Brushfactory
Aug 2026 – PresentBrushfactory.co
- Designed and shipped a responsive web application (HTML/Tailwind/JS) to convert digital illustration brushes across major platforms, executing the complete UI/UX and brand identity from the ground up.
- Built the backend conversion logic and test harness in Python to parse proprietary formats, measuring drift in brush size, spacing, and pressure response.
Freelance Branding & Design
Aug 2021 – PresentVarious Clients
- Designed tour and performance flyers for Minneapolis musicians Dessa and Jeremy Messersmith, delivered in print and digital formats.
- Provided logo systems, brand guidelines, and promotional assets for clients including The Forged Group and Pyrkia Health.
Data Visualization & Modeling
Aug 2025 – Dec 2025DMARC Food Pantry Network
- Built a reproducible R pipeline to clean and analyze visitor logs from 90+ pantry locations, enriched with ACS Census demographic data.
- Created Leaflet geospatial maps to identify service gaps and developed a Poisson regression model to forecast future pantry demand by region.