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A DECADE OF DATA SCIENCE
Weiyan Zhao
Director of Data Science
Nationwide Insurance
Proprietary & Confidential. Unauthorized use or publication of any part of this document outside of Nationwide is strictly prohibited.
© 2019 Nationwide Mutual Insurance Company
What a good data science team do
What are our key modeling capabilities
• Statistical Modeling and Forecasting
• AL & Machine learning techniques
• Experimental Design
How we deliver insights
• Applied math
• Various models as business solutions
• masterful storytelling
$18
$28
$24
2017 2018 As of June 2019
To generate benefits for the company!
Proprietary & Confidential. Unauthorized use or publication of any part of this document outside of Nationwide is strictly prohibited.
© 2019 Nationwide Mutual Insurance Company
• Statistics
• Mathematics
• Computer Science
• Political Science
• Healthcare
• Engineering
Talent
• CRISP - DM
• Peer reviews
• Style guides
• Standards
• Reproducible
research
Process
• R/RStudio
• Python/Jupyter
• H2O
• Tensor Flow
• VMs with GPUs
• Shiny
Tools
• Intellectually curious
• Creative
• Innovative
• Collaborative
• Passionate
• Rigorous
Culture
Diverse background and tools are essential
Proprietary & Confidential. Unauthorized use or publication of any part of this document outside of Nationwide is strictly prohibited.
© 2019 Nationwide Mutual Insurance Company
Business
Understanding
Data
Collection and
Understanding
Model
Development
Model
Validation
Model
Deployment
Performance
Monitoring
ML algorithms
AI applications
Statistical models
R, Python, H2O, etc
Common Design Patterns
• Batch based
• Event based
• Model-as-a-service/Real-time
* Illustration of Cross-industry Standard
Process for Data Mining (CRISP-DM )
Model life cycle
Proprietary & Confidential. Unauthorized use or publication of any part of this document outside of Nationwide is strictly prohibited.
© 2019 Nationwide Mutual Insurance Company
GENERATED
SCORES
25 BILLION
OVER
MONTHLY RELEASES
100
Since 2010, our proprietary and patented model
production environment has been busy…
EXECUTED
MODEL RUNS
OVER A HALF
MILLION
Increase
Profitability
Mitigate
Risks
Know
Customers
Proprietary & Confidential. Unauthorized use or publication of any part of this document outside of Nationwide is strictly prohibited.
© 2019 Nationwide Mutual Insurance Company
Thank You
Email (zhaow3@nationwide.com)

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Weiyan Zhao, Nationwide Insurance - A Decade of Data Science. The Nationwide Journey - H2O World 2019 NYC

  • 1. A DECADE OF DATA SCIENCE Weiyan Zhao Director of Data Science Nationwide Insurance
  • 2. Proprietary & Confidential. Unauthorized use or publication of any part of this document outside of Nationwide is strictly prohibited. © 2019 Nationwide Mutual Insurance Company What a good data science team do What are our key modeling capabilities • Statistical Modeling and Forecasting • AL & Machine learning techniques • Experimental Design How we deliver insights • Applied math • Various models as business solutions • masterful storytelling $18 $28 $24 2017 2018 As of June 2019 To generate benefits for the company!
  • 3. Proprietary & Confidential. Unauthorized use or publication of any part of this document outside of Nationwide is strictly prohibited. © 2019 Nationwide Mutual Insurance Company • Statistics • Mathematics • Computer Science • Political Science • Healthcare • Engineering Talent • CRISP - DM • Peer reviews • Style guides • Standards • Reproducible research Process • R/RStudio • Python/Jupyter • H2O • Tensor Flow • VMs with GPUs • Shiny Tools • Intellectually curious • Creative • Innovative • Collaborative • Passionate • Rigorous Culture Diverse background and tools are essential
  • 4. Proprietary & Confidential. Unauthorized use or publication of any part of this document outside of Nationwide is strictly prohibited. © 2019 Nationwide Mutual Insurance Company Business Understanding Data Collection and Understanding Model Development Model Validation Model Deployment Performance Monitoring ML algorithms AI applications Statistical models R, Python, H2O, etc Common Design Patterns • Batch based • Event based • Model-as-a-service/Real-time * Illustration of Cross-industry Standard Process for Data Mining (CRISP-DM ) Model life cycle
  • 5. Proprietary & Confidential. Unauthorized use or publication of any part of this document outside of Nationwide is strictly prohibited. © 2019 Nationwide Mutual Insurance Company GENERATED SCORES 25 BILLION OVER MONTHLY RELEASES 100 Since 2010, our proprietary and patented model production environment has been busy… EXECUTED MODEL RUNS OVER A HALF MILLION Increase Profitability Mitigate Risks Know Customers
  • 6. Proprietary & Confidential. Unauthorized use or publication of any part of this document outside of Nationwide is strictly prohibited. © 2019 Nationwide Mutual Insurance Company Thank You Email (zhaow3@nationwide.com)