Kyle Thomas

Causal Inference Bayesian Modeling Agentic AI Systems Quantitative Marketing Charlotte, NC

Senior data analytics leader with 15+ years of experience spanning financial services, quantitative marketing, and academic research. Specializes in causal inference, hierarchical Bayesian modeling, A/B testing, and proactive retention modeling. Builds production ML pipelines on Snowflake and Posit Workbench (R/Python on AWS), and is at the leading edge of applying agentic AI (LangGraph, MCP, Claude Code) to analytics workflows. Academic foundation spanning analytics, philosophy, and comparative religion brings a distinctive rigor to causal reasoning and applied model design.


Currently

β†’ Professional Focus

Director, Senior Lead Data Analyst at TIAA. Specializing in causal inference, advanced retention modeling, and deploying agentic AI systems (Claude, Snowflake, MCP) to analytics workflows. Previously Quantitative Marketing Analyst at Bank of America and Research Associate at Harvard Business School.

β†’ Academic Background

M.S. in Analytics from Georgia Tech (2021) Β· M.T.S. in Buddhist Studies from Harvard Divinity School (2012) Β· B.A. in Philosophy and Religion from Furman University (2009).

β†’ Reading List

Currently working through the following volumes:

The Republic for Which It Stands by Richard White

An integrated history of Reconstruction and the Gilded Age (1865–1896), detailing the clash between the post-war free-labor vision and the rapid rise of corporate power, industrialization, and inequality.

The Best of Gene Wolfe by Gene Wolfe

A definitive collection of short stories by one of science fiction’s most demanding writers, showcasing his intricate puzzles, unreliable narrators, and profound literary style.

Catch-22 by Joseph Heller

A landmark satirical novel set during WWII that exposes the absurdity of military bureaucracy through the paradox of a rule where sanity is proven by wanting to get grounded, and fitness to fly is proven by flying.

In Pursuit of the Unknown by Ian Stewart

A history of scientific progress told through seventeen equationsβ€”ranging from the Pythagorean theorem to Black-Scholesβ€”highlighting how mathematics underpins our daily lives and technology.

Experience

A record of where I've worked and what I built there.


Work history

Director, Senior Lead Data Analyst β€” TIAA

  • Lead retention analytics and customer behavior valuation for a large-scale retirement services book of business
  • Design and deploy advanced ML pipelines for proactive retention modeling, identifying at-risk participant cohorts ahead of attrition events
  • Apply causal inference methodology to isolate the effect of interventions from confounded observational data
  • Design and analyze A/B tests to evaluate retention interventions and product/communication strategies
  • Build agentic AI tooling to accelerate analytics workflows: LangGraph/MCP pipelines, spec-driven development in Kiro IDE (Powers, Skills, Agents, Hooks), and Claude Code as a primary development tool
  • Evaluate emerging platform capabilities (Snowflake Cortex Search/Analyst/Intelligence, Posit Connect, RAG vs. BM25 retrieval) for integration into enterprise analytics workflows
  • Core stack: Snowflake, Posit Workbench (R/Python on AWS), Kiro

Quantitative Marketing Analyst β€” Bank of America

  • Delivered quantitative marketing analytics supporting customer targeting, segmentation, and campaign performance measurement
  • Applied statistical and analytical methods to inform marketing strategy and customer engagement decisions at scale

Research Associate β€” Harvard Business School

  • Led data collection, cleaning, and analysis using SQL, R, Python, and Stata in support of faculty research in the Accounting and Management department
  • Authored several published case studies and teaching materials covering corporate governance, accounting, finance, strategy, and valuation, used in MBA courses at Harvard Business School


Education

M.S., Analytics β€” Georgia Institute of Technology
M.T.S., Buddhist Studies β€” Harvard Divinity School
B.A., Philosophy and Religion β€” Furman University

Projects & Publications

Publications, case studies (Harvard Business Publishing), and independent analytics platforms.


Selected work

ai-news-generator

Curated AI-news aggregator: pulls items from AI blogs and Hacker News RSS feeds into a DuckDB/parquet store and generates a simple static website hosted on GitHub Pages.

Python DuckDB RSS Parser GitHub Actions Static Site Generator
charlotte-food-grades

Interactive map of food-service inspection grades across Charlotte/Mecklenburg County, NC, backed by scraped public inspection data, plus a live MCP server over the same dataset.

MapLibre GL JS Python DuckDB MCP Server Fly.io
sports dashboard

End-to-end sports analytics platform built on a DuckDB/parquet data lake, with R-based ingestion and a Python modeling/dashboard layer.

R Python DuckDB Sports Analytics DuckDB/parquet
ncaa-bracket-prediction

Bayesian logistic regression model using KenPom ratings to predict NCAA tournament outcomes.

R Bayesian Logistic Regression KenPom
plateful

A friendly, public meal-planning web app built on USDA FoodData Central. Users build a day of meals around calorie/macro targets with allergen filters, UPC lookup, and shareable links.

Next.js Tailwind CSS PostgreSQL DuckDB Meal Planning

Examines machine-learning-derived ‘clean’ financial statement data; published in Harvard Business Publishing (HBP) and used in HBS MBA courses.

Publication Harvard Business School Finance Valuation Machine Learning Case Study

Covers equity valuation and corporate governance defenses during a hostile takeover bid; published in HBP and used in HBS MBA courses.

Publication Harvard Business School Finance Valuation Corporate Governance Case Study

Examines the financial, regulatory, and societal implications of Walgreens’ proposed tax inversion following its merger with Alliance Boots; published in HBP.

Publication Harvard Business School Finance Regulation Tax Inversion Case Study

Video supplement examining retail store competition, execution, and strategy in Mexico; published in HBP.

Publication Harvard Business School Strategy Retail Video Supplement Mexico

Directed an on-location film crew in India documenting a local cell phone retailer, focusing on aligning district managers and store teams; published in HBP.

Publication Harvard Business School Operations Retail Alignment Video Supplement India

Skills & Diagnostics

Real-time telemetry and developer telemetry diagnostics.


Active ML Pipelines
4
Status: Healthy (Snowflake)
Avg Model Performance
0.94 AUC
Bayesian / XGBoost
Version Control YTD
824 Commits
GitHub & GitLab
SYSTEM.TELEMETRY.RADAR
TERMINAL // ANALYTICS_DIAG ● ONLINE
[INFO] Initializing system diagnostics...
[SUCCESS] Connected to Snowflake datalake.
[WARN] Left 7 'console.log("here")' in prod.
[INFO] Claude Code automated edits: 100%.
[INFO] Sarcasm detected in commit message.
[SUCCESS] Site compiled in 74ms.
[ERROR] SleepDeprivationException: engaged caffeine override.
[INFO] Listening for new local requests...
SYSTEM.TELEMETRY.TIME_SERIES // COMMIT_FREQUENCY

Contact

Best ways to reach me.



β†’ feel free to reach out about data work, side projects, or coffee.

Hobbies

Interests and pastimes outside of data science and quantitative analytics.


Reading

Top 5 Modern Fiction

Top 5 History Books

Top 5 Non-Fiction

Movies

2026 Watchlist

βœ… The French Connection - William Friedkin

☐ Thief - Michael Mann

☐ The Keep - Michael Mann

βœ… Heat - Michael Mann

☐ The Last of the Mohicans - Michael Mann

☐ The Insider - Michael Mann

☐ Ronin - John Frankenheimer

☐ Used Cars - Robert Zemeckis

☐ Rope - Alfred Hitchcock

☐ Rear Window - Alfred Hitchcock

☐ North by Northwest - Alfred Hitchcock

☐ Alligator - Lewis Teague

☐ The Duellists - Ridley Scott

☐ The Last Duel - Ridley Scott

☐ The King - David Michôd

☐ Color Out of Space - Richard Stanley

☐ Five Deadly Venoms - Chang Cheh

βœ… Akira - Katsuhiro Otomo

☐ The Andromeda Strain - Robert Wise

☐ High and Low - Akira Kurosawa

☐ The Adventures of Tintin - Steven Spielberg

☐ Zodiac - David Fincher

☐ Broadcast News - James L. Brooks

☐ The Lost City of Z - James Gray

☐ Twelve O’Clock High - Henry King

βœ… The Memphis Belle - William Wyler

☐ The Dam Busters - Michael Anderson

☐ Chimes at Midnight - Orson Welles

βœ… Barbarian - Zach Cregger

βœ… 28 Years Later: The Bone Temple - Nia DaCosta

☐ The Lighthouse - Robert Eggers

Music

Current Electric Guitars:

Current Acoustic Guitars:

Current Basses: