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.
Kyle Thomas
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
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).
Currently working through the following volumes:
An integrated history of Reconstruction and the Gilded Age (1865β1896), detailing the clash between the post-war free-labor vision and the rapid rise of corporate power, industrialization, and inequality.
A definitive collection of short stories by one of science fictionβs most demanding writers, showcasing his intricate puzzles, unreliable narrators, and profound literary style.
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.
A history of scientific progress told through seventeen equationsβranging from the Pythagorean theorem to Black-Scholesβhighlighting how mathematics underpins our daily lives and technology.
Experience
A record of where I've worked and what I built there.
Work history
- 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
- 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
- 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
Projects & Publications
Publications, case studies (Harvard Business Publishing), and independent analytics platforms.
Selected work
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.
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.
End-to-end sports analytics platform built on a DuckDB/parquet data lake, with R-based ingestion and a Python modeling/dashboard layer.
Bayesian logistic regression model using KenPom ratings to predict NCAA tournament outcomes.
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.
Examines machine-learning-derived ‘clean’ financial statement data; published in Harvard Business Publishing (HBP) and used in HBS MBA courses.
Covers equity valuation and corporate governance defenses during a hostile takeover bid; published in HBP and used in HBS MBA courses.
Examines the financial, regulatory, and societal implications of Walgreens’ proposed tax inversion following its merger with Alliance Boots; published in HBP.
Video supplement examining retail store competition, execution, and strategy in Mexico; published in HBP.
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.
Skills & Diagnostics
Real-time telemetry and developer telemetry diagnostics.
Contact
Best ways to reach me.
- github github.com/tkthomas27
- linkedin linkedin.com/in/timothykylethomas/
- location Charlotte, NC
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
- Dune - Frank Herbert
- Lord of the Rings - JRR Tolkien
- Book of the New Sun - Gene Wolfe
- Lord of Light - Roger Zelazny
- The Fisherman - Jeff Langan
Top 5 History Books
- Battle Cry of Freedom - James McPherson
- Albionβs Seed - David Hackett Fischer
- The Guns of August - Barbara Tuchman
- Churchill: Walking with Destiny - Andrew Roberts
- Milennium: From Religion to Revolution - Ian Mortimer
Top 5 Non-Fiction
- The Righteous Mind - Jonathan Haidt
- Short History of Nearly Everything - Bill Bryson
- The Ascent of Money - Niall Ferguson
- Bernoulliβs Fallacy - Aubrey Clayton
- Misbehaving: The Making of Behaviorial Economics - Richard Thaler
Movies
2026 Watchlist
β The French Connection - William Friedkin
β Thief - Michael Mann
β The Keep - Michael Mann
β Heat - Michael Mann
β The Last of the Mohicans - Michael Mann
β The Insider - Michael Mann
β Ronin - John Frankenheimer
β Used Cars - Robert Zemeckis
β Rope - Alfred Hitchcock
β Rear Window - Alfred Hitchcock
β North by Northwest - Alfred Hitchcock
β Alligator - Lewis Teague
β The Duellists - Ridley Scott
β The Last Duel - Ridley Scott
β The King - David MichΓ΄d
β Color Out of Space - Richard Stanley
β Five Deadly Venoms - Chang Cheh
β Akira - Katsuhiro Otomo
β The Andromeda Strain - Robert Wise
β High and Low - Akira Kurosawa
β The Adventures of Tintin - Steven Spielberg
β Zodiac - David Fincher
β Broadcast News - James L. Brooks
β The Lost City of Z - James Gray
β Twelve O’Clock High - Henry King
β The Memphis Belle - William Wyler
β The Dam Busters - Michael Anderson
β Chimes at Midnight - Orson Welles
β Barbarian - Zach Cregger
β 28 Years Later: The Bone Temple - Nia DaCosta
β The Lighthouse - Robert Eggers
Music
Current Electric Guitars:
- ESP EC-1000 Piezo
- Jackson Rhodes RRX24
- Jackson Jeff Loomis Kelly (HT)
- Gibson SG
- Warmoth Telemaster
- Squier Jaguar
Current Acoustic Guitars:
- Cordoba Thinline
- Ibanez Artwood
- Ibanez PC15
- Washburn Banjo
Current Basses:
- ESP F-1004
- Jackson Minion