Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...
Machine learning disrupting car insurance industry
1. Machine learning:
To the rescue of car
insurers?
Rudradeb Mitra
https://www.linkedin.com/in/mitrar
2. Car Insurance:
Final nails in the coffin?
• High cost of
acquisition, retention
and churn
• No brand loyalty (one
of lowest NPS)
• Low engagement
https://medium.com/@rudradeb/car-insurance-industry-final-nails-in-the-coffin-276b3d949a5e#.czo68gnl9
6. What is machine learning?
• Apply previously acquired
knowledge to new or novel
situation
Arthur Samuel with his checker playing machine
7. Something is happening
recently…..
• AlphaGo was able to build
intuition.
• AP is going to use machine
created news articles for
sports coverage.
• Deep Mind to check NHS eye
scans for disease analysis.
• People have termed it similar
to Industrial revolution
13. What can Machine learning
do for car insurers?
• Identify high risk and low risk
drivers
Driving data clustering
through Unsupervised
learning
14. What can Machine learning
do for car insurers?
• Identify what incentivizes
behavior change
Driving and behavioral data
analysis through reinforcement
learning
15. What can Machine learning
do for car insurers?
• Identify new customers -
groups of friends
Supervised learning (data?) /
Unsupervised learning /
Reinforcement learning