Building real estate AI for agents, teams, and brokerages—bringing pipeline, inbox, contracts, deadlines, communications, vendors, and approvals into one intelligent workspace.

• Unifying deal workflows, documents, communications, tasks, and approvals around a shared transaction record.
• Designing review-gated AI workflows that surface risk and keep agents in control.

Led Instagram Search × Meta AI integration through LLM-based query understanding and personalized ranking; previously drove the global launch of end-to-end encryption on Messenger through experiment design, go-to-market strategy, and capacity planning.

• 0→1: Set the launch bar and drove AI Search integration into Instagram.
• 1→100: Rebuilt the search flow across query understanding, retrieval, ranking, personalization, and model evaluation, improving high-quality search volume by 21% year over year.
• Designed LLM evaluation frameworks and benchmark suites for quality, safety, and regression, including human-in-the-loop annotation and system-prompt optimization.

Led major banks in developing measurable insights, testing and implementing new ideas, mitigating risk, and reducing friction through quantitative analytics, data modeling, and digital strategy.

• Led analytics engagements for major banks to test and implement new ideas, mitigate risk, and reduce operational friction through quantitative modeling.
• Developed and tuned financial risk models and classifiers; ran hypothesis testing and monitoring, saving 100+ hours per week in manual review.

Optimized a fraud identification workflow for one of the largest hospital groups in North America.

• Designed and implemented fraud and anomaly detection workflows.
• Built ETL data pipelines, performed data-quality analysis, and drafted data dictionaries.

Developed a real estate price prediction and recommendation system for investor clients, contributing to $5.3M in combined deals.

• Delivered model outputs through Tableau dashboards and iterated models and features with stakeholders.
• Built and trained machine-learning models using historical transaction data.

M.S., Data Science (Financial Fraud Analytics)

Duke University•2017–2018

B.S., Accounting & MIS

The Ohio State University•2012–2016