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Aaron Clewis

@aaronclewis

I build statistical models and practical AI automation workflows.

United States
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What I'm looking for

I'm looking to apply statistical modeling, Python, AI integration, and workflow automation to practical business problems, connecting data, operations, customer intake, and reporting into usable systems.

I've built practical AI estimation and workflow automation for Collision Champs, replacing fragmented estimate and CRM processes with a custom operating stack connecting GoHighLevel, AWS-based CCC syncing, customer communication, and sales reporting.

I evaluated and integrated Tractable AI, built Python photo-quality checks and guided website prompts, and designed fallback paths so poor photos, missing VINs, and AI failures would not lose leads.

Previously, I built and documented a BASEL loss forecasting model at Wells Fargo with an estimated $1B benefit over the existing EAD model over five years. At CoreLogic, I developed production alternative-lending credit models using logistic regression, Python, SAS, Teletrack attributes, and derived features.

My background also includes demand forecasting and reporting automation at JCPenney, marketing analytics at Citi and Javelin Direct, and economics instruction at the University of North Texas. I work across Python, SQL, SAS, VBA, cloud platforms, statistical modeling, forecasting, and operational automation.

Experience

Work history, roles, and key accomplishments

CC

AI & Data Engineering Consultant

Collision Champs

Jan 2026 - May 2026 (4 months)

Replaced a fragmented estimate and CRM workflow with a custom operating stack using GoHighLevel, a homegrown estimator, and AWS-based CCC syncing. Evaluated and integrated Tractable AI into estimate intake, built Python-based photo-quality checks, and served as GoHighLevel administrator.

Education

Degrees, certifications, and relevant coursework

University of North Texas logoUT

University of North Texas

Master of Science, Interdisciplinary Studies: Economics, Finance, and Decision Science

Completed a one-year independent study with a long-time Wall Street bond trader focused on the Efficient Market Hypothesis. Employed by the Economics department first as a tutor and later as a Teaching Fellow (Lecturer) with independent classes.

Tech stack

Software and tools used professionally

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