Available to hire
I’m Shin Bang, a data science leader focused on turning complex data into strategic insights that drive revenue, risk management, and customer value. I bridge business goals with rigorous analytics, building scalable ML solutions and governance frameworks across finance, hospitality, and subscription-based businesses.
I’ve led teams, steered model risk programs, and migrated analytics infrastructure to modern platforms (AWS, DataBricks). I enjoy collaborating with executives to align analytics with strategy and delivering measurable impact.
Experience Level
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Language
English
Fluent
Work Experience
Data Science Consultant at 2OS Solutions LLC
January 1, 2024 - PresentSupports a loss forecasting project to price auto loan portfolio; built a recovery curve in Python/AWS SageMaker; developed an automated forecasting template enabling price segmentation; delivered end-to-end marketing campaign analytics for Sirius XM; dashboard development with Salesforce, DataBricks, Tableau; built predictive models and marketing mix analyses.
Data Scientist, Sr Lead at OPORTUN, INC.
January 1, 2021 - December 1, 2023Hands-on data science leadership delivering modeling solutions for lending; built fraud/credit risk models, explored new data sources and features; passed OCC and internal audits for model risk; automated data ingestion via AWS/DataBricks; deployed a self-serve model deployment pipeline with DataBricks MLflow reducing dependencies by 90%; engaged with C-suite/regulators.
Data Science Lead at MARRIOTT INTERNATIONAL
January 1, 2018 - December 1, 2020Led experimentation, membership segmentation, and optimization of benefits to maximize revenue/retention; built optimization systems and new algorithms enabling 5-10% uplift; did B2B transition of marketing models to in-house AWS platform increasing speed/efficiency; used clustering and behavioral analysis to refine segments and communications.
Data Scientist, Staff to Director at CAPITAL ONE FINANCIAL
January 1, 2010 - December 1, 2017Conducted A/B testing and statistical analysis to optimize marketing; built supervised ML models to predict credit risk and customer value; served as Certified Model Risk Officer/Validation lead; managed cross-functional projects including consolidation of HSBC models into Capital One platform; decommissioned 50+ legacy models; collaborated with executives and regulators.
Education
Master of Science (MS), Statistics at Stanford University
January 11, 2030 - January 13, 2026Bachelor of Science, Psychology at Korea University
January 11, 2030 - January 13, 2026Qualifications
Certified Model Risk Officer/Validation Lead
January 11, 2030 - January 13, 2026Industry Experience
Financial Services, Media & Entertainment, Travel & Hospitality, Professional Services, Software & Internet
Experience Level
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
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