Work with Win
AI for Data & Analytics: Start-to-Finish
Starting at
$2,475
Advance Your Data & Analytics Career with AI
Starting at
$2,475
About
I build with AI, and I coach people to do the same. On my own, I built NutriPlan, an AI meal planning app, solo and full-stack. I grew it to 4,000+ organic users with 60% week-2 retention. I also shipped WalkMap, a street-exploration app, to the App Store, and I run a personal AI agent every day for real work. By day, I'm a Product BizOps Manager at LinkedIn. I work on product strategy and operations, and I spend part of my time on hands-on product projects, including a 0-to-1 GenAI product. I also built the Claude Code workflows my team uses. Before LinkedIn, I spent three years on the investment team for UVA's $15B endowment. I've coached for several years, with a 5.0 rating across 23 Leland reviews. Clients have landed at Google, AWS, Bain, Deloitte, and LinkedIn. I work with career switchers, with operators and analysts who want AI to do real work, and with non-technical people who want to ship something. Sessions are hands-on. We work on your actual problem, and you leave with something that works and a plan for what's next.
Win also coaches for AI Services, Build with AI, Break Into AI Careers, and AI for Product Development. View all.
Win’s AI for Data & Analytics Qualifications
Coaches professionally
Experience level: Manager
10+ AI for Data & Analytics clients
AI Certified
Completed Level 1 of Leland’s AI Builder Program
Win has helped clients get into these companies:
Analysis has been my job for seven years: three on an endowment investment team and four-plus in product BizOps at LinkedIn. That means SQL, experiment readouts, market sizing, recurring reports, and the decks that follow. I use AI to speed up the slow parts: - drafting and debugging queries - checking logic - cleaning messy data - turning recurring reports into automations that refresh themselves I'll show you these workflows and adapt them to your data and tools. This is for analysts, finance and strategy people, and ops leads who spend more time pulling numbers than thinking about them. You'll leave with: - a workflow running on your own work - prompts and templates you can reuse - a clear sense of where AI helps and where you still need to check its work
Win can help with:
AI Automation
AI Fundamentals
AI Model Evaluation
Dashboard Creation
Data Cleaning & Prep
Data Pipeline Automation
Data Strategy
Data Visualization
Freelancing
Natural Language Querying
Predictive Analytics
Reporting & Insights
Why do I coach?
I coach because it's a way to give back. I was a first generation college student coming from a family of small business owners, and therefore had no connections or help when it came to embarking on my career journey. I understand how difficult career progression can be when you don't have access to these resources, so I want to be able to share my own expertise with others to ease that burden.
Work Experience
Product BizOps Manager
May 2022 - Present
Product strategy and operations. Part of my time goes to hands-on product projects, including a 0-to-1 GenAI product. I built Claude Code workflows my team uses for monitoring, inbox triage, and refreshing strategy docs.
Investment Associate
University of Virginia
July 2019 - April 2022
Admissions Committee
• Invested UVA’s $15 billion endowment across 7 asset classes, performing new investment diligence and refining the existing portfolio • Collaborated with senior team members to craft diligence plans, perform analyses, establish data-driven investment theses, and bring recommendations to committee • Analyzed 50+ existing investments, evaluating underlying positions of each fund, changes in investment approach, and broader macroeconomic shifts affecting them • Performed top-down market research to develop UVIMCO’s strategic plans for new subsector investments
Sales and Trading Analyst
Nasdaq
June 2018 - August 2018
• Crafted Board of Directors strategy materials via collaboration with US and Swiss Heads of Market Services, detailing strategic positioning and shifting market dynamics with a focus on international expansion • Constructed analysis on market trends, competitor positioning, and customer needs within the US and European FICC markets, synthesizing it into formal reports for senior leadership • Partnered with the Options Industry Council to develop an educational options webinar teaching investors how to hedge using financial derivatives; ~2,000 investors streamed in 2018
Win was also given offers to work at
DoorDash
Instacart
Education
McIntire School of Commerce - University of Virginia
Bachelors, Concentrations in Finance and Management, Track in Real Estate
2015 - 2019
Grade: GPA - 3.9
Win was also personally admitted to
College of William and Mary
James Madison University
Virginia Polytechnic Institute and State University
Virginia Commonwealth University
5.0 average review
23 reviews
Overall rating
Win has helped clients get into these companies:
AI for Data & Analytics: Start-to-Finish
Starting at
$2,475
Advance Your Data & Analytics Career with AI
Starting at
$2,475
Win also coaches for AI Services, Build with AI, Break Into AI Careers, AI for Product Development, Business Operations & Strategy, Business Analytics & Intelligence, Career Coaching, and Communication & Public Speaking. View all.