EV Policy Analytics [May 2024 - Present] - helping Lyft drivers choose to go electric and partnering with government agencies/nonprofits to advocate for the needs of EV driversStrategy & Diagnostics [April 2023 - May 2024] - solving Lyft's biggest strategic problems leveraging analytics and understanding of our marketplaceProduct Analytics for Rider Growth [December 2022 - April 2023]

► Design frameworks and share data-informed insights to solve pressing business problems for Marketing, Customer Success and Sales, ranging from account prioritization to retention to customer journey projects.► Serve as product owner in overseeing design and development of a brand new marketing analytics data model that will level up the overall customer experience; global team includes 5 colleagues from Engineering and Data Strategy.► Evangelize project objectives and progress with executive audiences to ensure that there is buy-in and appropriate resource allocation in a large organization.

► Partnered with Category Managers and Product Managers to understand trends in consumer and service professional behavior on the marketplace through deep dive data analyses that uncovered insights using SQL and Tableau.► Performed a sensitivity analysis via SQL and Excel to estimate profitability for a broad pricing discount test; test resulted in a 17% net revenue lift in just one month.► Designed and built 10+ new Looker dashboards end-to-end - data modeling through UI - used daily by a team of 10+ Category Management stakeholders to monitor actual vs. plan performance. across key metrics.

► Served as part-time advisor to the executive team on new market opportunities and data analytics for medical school learning software platform; developing tools to draw insights from user data utilizing R, SQL and Excel.► Created GTM strategy for co-founder and Chief Marketing Officer, resulting in a comprehensive list of the top medical school prospects based on current penetration rate and student population size.

Leadership► Co-Chair — Challenge for Charity (USC Marshall’s largest student group; oversaw a 56-person board to achieve 4100+ volunteer hours and $93,000 in fundraising for charity)► VP External Relations — High Tech Association► Student Ambassador for Prospective Students ► VP Technology — MBA Partners► Marketing TAConsulting► Meituan (developed GTM strategy for China’s largest food delivery company to accelerate onboarding and digitalization of small restaurants)► Ranker (designed app product roadmap for digital media startup)► Republic Services (advised second largest US waste company on operational innovations)Product Management Training: Graduated 6-session Product Management course by BCG Digital Ventures Product Manager (covered key PM topics, including product development, Lean, Agile, A/B tests, UX, managing cross-functional teams) Case Competitions► Venture Capital Investment — 2nd Place► UCLA Anderson Energy► Adobe AnalyticsAwards: Jack and Peggy Borsting Scholarship, Robert E. Gross/Lockheed Aircraft Corporation Endowed Scholarship

MBA internship in product marketing for Epson's Latin America consumer inkjet group.► Formulated and presented recommendations to executives on how to improve the Latin America consumer ink tank product portfolio segmentation communications strategy, both via point-of-sale and online.► Performed extensive market research – including sales data analysis, 17 post-purchase consumer surveys, 23 store visits and nearly 100 store websites – combined with employee interviews to inform recommendations.

► Performed economic analyses – quantitative statistical analysis and qualitative research – to support university and industry experts on 20+ multimillion-dollar litigation cases for Fortune 500 firms.► Designed and implemented consumer survey for top 5 US telecom company, derived statistical conclusions using STATA, and partnered with marketing professor on survey improvements. ► Deployed logistic regression models to predict mortgage-backed security losses from hundreds of thousands of rows of loan data for a leading financial institution.► Mentored 7 new analysts in data analytics, statistics and economics best practices, using 4 software tools.

► Developed statistical modeling and data cleaning tools, along with wide-ranging visualization dashboards – using R, Stata, SAS and Linux – to support a team of 6 PhD economists covering 4+ financial markets.► Developed brand-new, automated process using R, SQL and Linux to intake 10+ economic data sources and seamlessly create data visualization dashboards to track shadow banking trends.► Coauthored an economics paper on shadow banking (“The Runnables”) that was featured by the media, including a speech by Fed Vice Chair Fischer and academic publications at leading universities.► Spearheaded a cross-divisional initiative, training 50 peers to transition from SPlus to R statistical software; allowed for more efficient collaborations across 30 teams.► Planned growth strategy for new Short-Term Funding Markets section as founding research assistant and doubled section headcount; initiated economic and financial market research, along with Board briefings.► Mentored junior staff in data visualization and statistical modeling via daily, interactive trainings.

► Taught English and introduced students to American culture at assigned school in rural Northern Thailand (which served 700 secondary-level students) as the first-ever American fellow to be placed there.► Developed a new, innovative curriculum for students of differing English abilities. ► Organized and hosted multiple visits by the U.S. Ambassador to Thailand to my school community.