Data Scientist / ML Engineer, Winback ModelJanuary - May 2026
Notre Dame Capstone Project
Built production LightGBM churn/winback model on imbalanced data (~1% positive rate, 126K samples).
Tuned with Optuna, optimized thresholds via net revenue sweep, deployed with Databricks, MLflow, and SHAP.
Achieved recall 0.881 and ROC-AUC 0.924 in production PySpark pipeline.
Walmart Technology, Replenishment and Supply ChainBentonville, AR
Principal Product ManagerApr, 2022 - May, 2025
Led the Inventory Placement product, a mixed integer linear program to place online-only items in optimal fulfillment centers while minimizing cost, packages to the customer, and capacity constraints with a two-day delivery promise.
Led Target Safety Stock optimization using forward-looking demand and lead-time variability to optimize additional inventory by store, DC, and FC against carrying costs and target service levels.
Cross-functionally managed product goals with Engineering, Business Inventory Transformation, End-to-End Supply Chain, and Data Science teams across five time zones.
Coordinated with next-gen fulfillment planning, order execution, replenishment data foundation, and supply chain optimization teams to optimize node inventory across the network.
Approved and validated modeling and optimization methodologies with post-implementation back-testing and validation.
Managed and prioritized 1–12 month backlogs for Targets and Placement products across bi-weekly, quarterly, and annual planning cycles.
While on EDF, increased customer in-stock by 40 basis points and saved close to $900M in FY21 by running approximately 13B functional transactions for 500,000 store-item combinations in 2 hours 30 minutes.
Implemented Cassandra, Kafka, Java Spring Boot, MeghaCache, and React/Redux for the EDF product, deployed cloud-native on Walmart OpenStack and Azure intranet clouds.
Served as tech lead, product manager, resource manager, and technical development resource for EDF; led up to 24 direct-report associates.
Worked with cross-functional teams in Bangalore, Reston, VA, and Sunnyvale on Order Well, Enterprise Inventory, Transportation, Order Management, and forecasting platforms.
Drove Kinetica GPU DB proof of concept to production: Kafka ingestion through Spark to in-DB aggregation with REST API at under 20 ms and 110,000+ transactions per second.
Drove Riverbed application monitoring evaluation, eventually replaced by Dynatrace based on cost and company direction.
Led design and engineering architecture for On-Demand Replenishment (ODR) and Event Driven Fulfillment (EDF), a microservice-driven fulfillment and replenishment system.
Delivered EDF to replace GRS for products fulfilled to stores through DCs with reserve inventory stored at the DC.
Led and engineered Pull Forward product to optimize inbound replenishment for DC labor by smoothing demand and pulling future orders forward while guaranteeing shelf capacity.
Introduced the first modern topic/queue integration of Online Grocery Pickup from Walmart.com into Home Office Replenishment.
Led design and engineering architecture for On-Demand Replenishment (ODR) and Event Driven Fulfillment (EDF).
Sam's Club Innovations - Operations ExcellenceBentonville, AR
Project and design lead for Café Reinvention in Bentonville Club, delivering a 40% increase in traffic and revenue through kiosk/tablet self-service ordering.
Program lead for back office digitization to reduce paper in clubs; guided KPI project vision for centralized digital reporting to club operations.
Functional lead for Groupon-like member service offering for business members.
Led cross-functional teams delivering reporting and forecasting tools for club wages, inventory management, front-end efficiencies, and self-checkout.
Defined savings methodologies for innovations projects including club wage optimization, sales driven stocking, and front-end optimization.
Project lead on cross-functional initiative aligning club, market, region, and divisional daily financial and membership incentive tracking reporting.
Founded the Innovations team community service committee, leading 3–4 service events annually.
Walmart ISD, Replenishment & Forecasting SystemsBentonville, AR
Technical LeadJun, 2004 - Jan, 2011
Project and technical lead for Demand Chain Profiling; recommended cancellation after proving accuracy gains did not translate to bottom-line benefit, saving $18M in capital.
GRS Reporting Workbench technical lead; led cross-functional requirements and an innovative approach to replenishment reporting.
GRS phase 2 technical lead for Walmart engineering, business partners, and third-party teams, reducing future development effort by 20–40 hours per process analyzed.
Mentored five associates formally and dozens informally; led mentoring and training circles for the replenishment area.
Washburn UniversityTopeka, KS
WebCT Online Course Instructor / CreatorOct, 2000 - May, 2004
Created online courses and trained faculty and students on online courseware.
Facilitated training sessions for groups of 300–400 local and remote students.