Challenges

Some financial services customers become quite valuable as they generate fees on transactions and grow a portfolio of business over the years including banking fees, credit cards, home loans, personal loans and more. Simple churn analysis uses rules based on known behaviors to identify potential churn risks. Rules-based systems, however, are inflexible and miss many customers who do churn and generate false positives that end up giving expensive incentives to customers who were not at risk to leave the bank.

Opportunity

AI is a great solution for customer churn prediction as the problem involves complex data over time and interactions between different customer behaviors that can be difficult for people to identify. AI can look at a variety of data, including new data sources, and at relatively complex interactions between behaviors and compared to individual history to determine risk. AI can also be used to recommend the best offer that will most likely retain a valuable customer. In addition, AI can identify the reasons why a customer is at risk and allow financial institution to act against those areas for the individual customer and more globally.

Why H2O.ai

The mission at H2O.ai is to democratize AI for all so that more people across industries can use the power of AI to solve business and social challenges. The financial services industry is a key focus for the company with strong partnerships with leading brands like Wells Fargo, Citigroup, Capital One, PayPal, Discover, Dun & Bradstreet and Equifax helping to drive significant product innovation. H2O Driverless AI is an award-winning platform for automatic machine learning that empowers data science teams to scale by dramatically increasing the speed to develop highly accurate predictive models. Driverless AI includes innovative features of particular interest to financial services including machine learning interpretability (MLI), reason codes for individual predictions, and automatic time series modeling.

Customer Stories

Rahul Gupta
Data Engineer, Capital One

"H2O Sparkling Water allowed us to do rapid prototyping with a wide variety of algorithms."

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Venkatesh Ramanathan
Senior Data Scientist, Paypal

"H2O Driverless AI gives amazing performance in terms of feature performance and also model performance."

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