AW

Data & Analytics Engineer

Antonio Williams

10 Years Python | 10 Years SQL — Exceptional Agentic AI, Financial, Programming & Data Skills

17+ years building analytics systems and data infrastructure across healthcare finance, underwriting, and systematic quantitative trading.

I use automation and AI to take toil off the team and accelerate time-to-insight — building the tools, standards, and training that make the whole team faster, not smaller.

0+

Years Experience

0

Yrs Python

0

Yrs SQL

0

Companies

Antonio Williams

Expertise

Skills & Technologies

Deep technical depth across the full data engineering and analytics stack.

Programming & Data Engineering

Python (Expert)PandasNumPyOpenpyxlSciKit-LearnTkinterSeleniumPyAutoGUIBeautifulSoupSQL (Expert)TeradataSnowflakePostgreSQLMySQLObject-Oriented ProgrammingFunctional Programming

Cloud & DevOps

AWS LambdaAWS CloudWatchAWS S3Amazon BedrockDockerDBTGitHub

Data Visualization & BI

Tableau (Advanced)PlotlyMatplotlibSeabornBokehJupyter NotebooksExcel (Advanced)PowerPoint (Advanced)AlteryxBusinessObjects

AI & Agentic Tools

Claude Code Terminal (Expert)OpenAI Codex CLIAgentic AI SystemsPrompt EngineeringCLAUDE.md Architecture

Workflow & Methodologies

Agile / ScrumKanbanJIRAConfluenceMacOSWindowsLinux (Ubuntu)

Career

Work Experience

17+ Years in Healthcare Finance, Underwriting, and Analytics

5/2025 – 5/2026

Senior Product Operations Analyst – Product Operations | Financial Controls, Reconciliation Automation & Client Analytics

Winston Salem, NC (Remote from Atlanta, GA)

  • Led financial controls and quarterly business reviews (QBRs) for the company's largest client — a 107,000-member health plan — reporting plan performance and medical cost trends against budget to inform strategic client decisions.
  • Conducted deep-dive drill-down and episode-of-care analyses across place-of-service, condition cohorts, high-cost claimants, and pharmacy/therapeutic drug classes to isolate key cost drivers and surface actionable levers to reduce spend.
  • Designed and deployed 7 Python-powered reconciliation workflows that freed the team from repetitive invoice and claims processing — validating client invoice totals against a BigQuery SQL source of truth and auto-distributing results so analysts could spend their time on client-facing analysis instead of manual checks.
4/2023 – Present

Quantitative Analytics Developer, Researcher – Quantitative Finance | Systematic Trading

Atlanta, GA

  • Architected proprietary Python/SQL models that detect real-time statistical anomalies across 15 years of 1-minute market data, flagging high-probability mean-reversion setups.
  • Built a fully vectorized NumPy backtesting engine parallelized across 24 CPU workers to validate every signal over 15+ years of historical data, quantifying edge before any capital is committed.
  • Deliver real-time analytics and alerts for high-impact statistical events through a live multi-timeframe charting platform, enabling immediate action on rare opportunities.
10/2018 – Present

Independent Data, AI & Automation Consultant – Freelance | Python Automation & Analytics for Small Businesses

Atlanta, GA (Remote)

  • Built Python automations (Pandas, Openpyxl) that streamlined recurring Excel reporting for small-business clients — converting multi-hour manual processes into one-click, repeatable workflows with improved accuracy.
  • Integrated AI and LLM tooling (Claude, agentic workflows) into client automations to accelerate development and add natural-language access to data and reporting.
  • Automated PowerPoint deck production end-to-end, generating presentation-ready client reports from source data and giving the team back hours of manual formatting per cycle for higher-value work.

Senior Business Intelligence Developer / Senior Data Engineer - Client Reporting Team | Analytics & Insights

Durham, NC (Remote from Atlanta, GA)

  • Delivered ad hoc analytical support to Sales and Healthcare Consultants across a book of 45+ large-group and national clients, resolving questions on medical claims, utilization, and membership.
  • Developed and presented annual claims-cost and utilization reports for 6 key clients, equipping stakeholders with insights that shaped strategic renewal conversations.
  • Automated healthcare claims and membership reporting with Python and Tableau, compressing a recurring ~2-hour reporting task to ~15 minutes and giving the team that time back for higher-value analysis.

Senior Analytics Consultant - Mid-Market / Large Market Clients

Atlanta, GA

  • Projected healthcare costs and set budget rates for 10+ self-funded clients, recommending plan-design changes backed by recurring dashboard insights.
  • Guided clients on plan utilization vs. benchmarks, actuarially pricing self-funded plans with optimized premium rates to ensure future cost coverage.
  • Developed outcome-focused data visualizations through clear dashboards, enabling clients to understand the effectiveness of their healthcare strategies.

Senior Financial Analyst / Consultant – Employee Benefits Division - Mid-Market Clients

Atlanta, GA

  • Monitored YTD and rolling 12-month financials with dynamic dashboards linked to predictive models for continuous forecasting.
  • Produced underwriting and budget projections for self-funded clients, clearly communicating financial strategy to drive informed decisions.
  • Delivered strategic recommendations to prospects, quantifying projected savings of up to 12% to drive client acquisition and win new business.
6/2014 – 11/2014

Senior Analyst II – Health and Group Benefits - Large-Market Clients

New York, NY

  • Developed dynamic, Excel‐based financial models that synthesized complex claims and market data, enabling precise forecasting of healthcare cost risks and informed multiyear strategy planning.
  • Engineered scenario-driven analyses using advanced spreadsheet techniques to translate raw data into actionable financial insights, empowering enterprise clients to swiftly optimize their plan performance.
  • Mentored junior analysts in crafting custom models—integrating historical trends and sensitivity analysis—to assess alternative utilization scenarios for self-funded clients.
12/2011 – 6/2014

Health and Benefits Analyst - Mid-Market Clients

Miami, FL

  • Developed dynamic financial models to extract actionable insights for cost containment strategies, directly influencing employer group performance.
  • Negotiated with top insurance carriers by presenting detailed forecasts and compelling PowerPoint exhibits, securing competitive benefits packages tailored to client needs.
  • Constructed comprehensive claims projections and budget forecasts with advanced data analysis techniques, incorporating scenario planning and sensitivity analysis to model plan migrations accurately.

Group Underwriter I, Group Underwriter II (National Accounts) 500+ Employees - New Business and Renewals

Atlanta, GA

  • Underwrote and priced medical, dental, and vision plans for a 21-employer group book of business, driving profitability and aligning with strategic growth targets.
  • Managed risk exposure and margin performance, contributing to consistent year-over-year improvements in revenue, membership, and underwriting profit.
  • Responded to RFPs/RFIs in highly competitive bid environments, playing a key role in winning major new business and retaining key accounts.