Experience
SoFiSenior Data Scientist
San Francisco, CA · May 2022 — Present
AI Tooling—Implemented an MCP-based tool layer enabling secure LLM access to pricing grid artifacts, experiment metadata, and evaluation tables; delivered automated "Grid A vs Grid B" and "Experiment 1 vs Experiment 2" diff + performance reports, reducing analysis cycle time by 70%+.
A/B Testing & Ops Optimization—Designed and executed A/B testing frameworks to optimize lending workflows and pricing strategy; applied predictive modeling and statistical analysis to forecast customer behavior and loan performance — driving +15% approvals, maintaining WAC targets, and reducing loss rates by 10%.
Data Infrastructure—Built automated pipelines (Python, SQL, dbt) processing millions of application records daily; created self-serve dashboards and reporting that reduced internal data requests from days to minutes.
Compliance Analytics—Developed proactive compliance monitoring across Personal Loans, Student Loans, Credit Cards, and Home Loans; architected Monte Carlo alerting to detect pricing anomalies in near real time — 99.9%+ accuracy across 1,000+ deployments, maintaining audit readiness for OCC, Internal Audit, and 2LOD.
Executive Analytics—Owned the analytics roadmap for lending compliance and operations; delivered weekly executive narratives influencing pricing strategy across a $20B+ portfolio. Led cross-functional initiatives improving operational efficiency by 50%.
Team Leadership—Mentored 2 junior data scientists and formalized SOPs/best practices that scaled execution workflows across the team.
AutodeskSenior Analytics, BI & GTM Strategy
San Francisco, CA · May 2020 — May 2022
GTM Reporting—Partnered with Sales, Marketing, and Finance teams to design and scale GTM reporting infrastructure — automating CAC, funnel conversion, pipeline velocity, and revenue attribution metrics.
Data Pipelines—Built SQL-based data pipelines integrating product usage, CRM (Salesforce), and financial systems — enabling end-to-end visibility into customer journeys and powering real-time segmentation and lead scoring models.
Predictive Models—Developed predictive models in Python and R to forecast ARR impact, retention trends, and campaign ROI; insights drove quarterly budget allocation and targeting strategies across GTM teams.
Dashboards—Created interactive dashboards (Tableau, Looker) for Sales Ops, Marketing, and RevOps leaders — reducing time-to-insight by 70% and improving self-serve analytics adoption.
Market Analysis—Led TAM sizing and customer segmentation analyses to inform new market entry and pricing strategies, supporting successful launches and revenue acceleration.
ZipRecruiterMarketplace Strategy Data Scientist
Santa Monica, CA · May 2019 — May 2020
Campaign Analytics—Leveraged CRM + web analytics to evaluate campaign KPIs (MAU, ROAS, ROI) and delivered executive dashboards (Python/SQL/Snowflake) to guide spend and strategy.
Budget Optimization—Managed a $300K/month global budget, reallocating investment based on performance insights to maximize ROI and improve budget accuracy.
Customer Segmentation—Led segmentation + market research and built predictive models (R) for LTV, retention, and marketing forecasts; drove +5% MAU in Q4 and 25% QoQ growth.
PayPalData Engineer
San Jose, CA · July 2017 — May 2019
Data Visualization—Led data extraction, statistical modeling, and data visualization in Tableau (VB Scripts, SQL templates) while using Airflow to schedule and develop data pipelines and workflows.
Reporting—Spearheaded the full lifecycle of data analysis and statistical reporting initiatives to drive the evaluation of business trends.
ETL Automation—Developed ETL jobs to automate the RMA data pipeline from inspection to refurbishment; streamlined data upload scripts, cutting development time by 50%.
Education
UC San Diego
B.S. Bioengineering Systems
Minor in Business
UCLA
Data Science Certificate
Fall 2019
Technical proficiencies
Languages & Query
PythonSQLRSAQLVB Script
Data & ML
dbtSnowflakeAirflowAWS SageMakerSparkPrestoMonte CarloFivetranTeradataMongoDBPostgreSQL
BI & Visualization
TableauLookerPower BIModeSigmaSisenseEinstein Analytics
AI & Modern Stack
RAGVector SearchMCPFastAPIREST/GraphQL APIsDockerKubernetesGitGitLabCI/CD
Platforms
SalesforceDatadogWorkatoToad AutomationMATLABRStudio