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.

Shin Bang

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.

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.

See more

Language

English
Fluent

Work Experience

Data Science Consultant at 2OS Solutions LLC
January 1, 2024 - Present
Supports 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, 2023
Hands-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, 2020
Led 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, 2017
Conducted 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, 2026
Bachelor of Science, Psychology at Korea University
January 11, 2030 - January 13, 2026

Qualifications

Certified Model Risk Officer/Validation Lead
January 11, 2030 - January 13, 2026

Industry Experience

Financial Services, Media & Entertainment, Travel & Hospitality, Professional Services, Software & Internet