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Branch learns how to a quick loan right when it’s needed #branch #lending #product
Matt Flannery is the Founder and CEO of Branch as well as the Founder of Kiva.
Matt Flannery and Branch have done something the banks have not: learned how to profitably lend to people who have little to no credit history. Matt is the founder and CEO of Branch, which issues small loans to millions of people in India, Nigeria, Kenya, and Tanzania.
He's also the founder of Kiva, a microfinance pioneer that skyrocketed from a small project into a worldwide nonprofit that Oprah and President Clinton loved talking about.
On this episode of CRAFTED., we learn how Branch uses data from people's phones to confidently make loans to people who don't have traditional credit scores. Plus, how they prevent fraud and avoid bias.
We'll also explore the wild ways that Branch is experimenting with Generative AI, including how they are creating “future synthetic data” that they believe will predict how users will save and spend in the future.
Takeaways:
– Branch uses AI to confidently lend to people without traditional credit scores
– Branch was built on traditional machine learning models – the name “Branch” derives in part from the “random forest” approach – and now is adding Generative AI approaches to the mix
– Branch is using GenAI to create “future synthetic data” that predicts how people will spend and save in the years to come. As Matt says, “it’s kind of a wild idea” and it’ll take a few years to see how predictive the approach is
– To avoid bias, lend to lots of people no matter what the data says. It will teach you what the “natural loss rate” is and prevent you from training your model on customers you’ve already selected as creditworthy.
– Preventing fraud is the biggest challenge. And you can go from zero fraud to massive fraud over a weekend if fraudsters discover a vulnerability.
– Branch is hugely successful in India, because of the approach it developed in Africa: lend very small amounts to lots of people and, as people repay, offer them larger loans.
– Branch failed in Mexico because the user experience of repaying the loan (visiting a local shop) was too difficult; meanwhile, another reason for success in India is the country’s recent rollout of a nationwide mobile payments system (UPI). Plus, the willingness to repay in India is naturally very high.
—
CRAFTED. is sponsored by Docker and produced by Modern Product Minds.
Docker helps developers build, share, run, and verify applications anywhere – without environment confirmation or management. More than 20 million developers worldwide use Docker's suite of development tools, services, and automation to accelerate the delivery of secure applications. Learn more at https://www.docker.com/.
Modern Product Minds (Dan Blumberg, the host, and his team) advises companies on product, discovery, growth, and experimentation. Learn more at https://modernproductminds.com/
—
Subscribe to CRAFTED.
Get the newsletter at http://Crafted.fm
Spotify: https://tr.ee/StMUoi21Pa
Apple: https://tr.ee/9k89838M3M
Where to find Matthew Flannery:
LinkedIn: https://www.linkedin.com/in/matthew-flannery-4b6895111
X: @mattflannery
Where to find the host, Dan Blumberg:
LinkedIn: https://www.linkedin.com/in/dblums/
X: @dblums (needs to be linked)
Instagram: @crafted.podcast
Where to find Docker:
Docker: https://www.docker.com/
LinkedIn: https://www.linkedin.com/company/docker
X: @docker
Instagram: @dockerinc
#ai #tech #entrepreneur
Видео Branch learns how to a quick loan right when it’s needed #branch #lending #product канала Docker
Matt Flannery and Branch have done something the banks have not: learned how to profitably lend to people who have little to no credit history. Matt is the founder and CEO of Branch, which issues small loans to millions of people in India, Nigeria, Kenya, and Tanzania.
He's also the founder of Kiva, a microfinance pioneer that skyrocketed from a small project into a worldwide nonprofit that Oprah and President Clinton loved talking about.
On this episode of CRAFTED., we learn how Branch uses data from people's phones to confidently make loans to people who don't have traditional credit scores. Plus, how they prevent fraud and avoid bias.
We'll also explore the wild ways that Branch is experimenting with Generative AI, including how they are creating “future synthetic data” that they believe will predict how users will save and spend in the future.
Takeaways:
– Branch uses AI to confidently lend to people without traditional credit scores
– Branch was built on traditional machine learning models – the name “Branch” derives in part from the “random forest” approach – and now is adding Generative AI approaches to the mix
– Branch is using GenAI to create “future synthetic data” that predicts how people will spend and save in the years to come. As Matt says, “it’s kind of a wild idea” and it’ll take a few years to see how predictive the approach is
– To avoid bias, lend to lots of people no matter what the data says. It will teach you what the “natural loss rate” is and prevent you from training your model on customers you’ve already selected as creditworthy.
– Preventing fraud is the biggest challenge. And you can go from zero fraud to massive fraud over a weekend if fraudsters discover a vulnerability.
– Branch is hugely successful in India, because of the approach it developed in Africa: lend very small amounts to lots of people and, as people repay, offer them larger loans.
– Branch failed in Mexico because the user experience of repaying the loan (visiting a local shop) was too difficult; meanwhile, another reason for success in India is the country’s recent rollout of a nationwide mobile payments system (UPI). Plus, the willingness to repay in India is naturally very high.
—
CRAFTED. is sponsored by Docker and produced by Modern Product Minds.
Docker helps developers build, share, run, and verify applications anywhere – without environment confirmation or management. More than 20 million developers worldwide use Docker's suite of development tools, services, and automation to accelerate the delivery of secure applications. Learn more at https://www.docker.com/.
Modern Product Minds (Dan Blumberg, the host, and his team) advises companies on product, discovery, growth, and experimentation. Learn more at https://modernproductminds.com/
—
Subscribe to CRAFTED.
Get the newsletter at http://Crafted.fm
Spotify: https://tr.ee/StMUoi21Pa
Apple: https://tr.ee/9k89838M3M
Where to find Matthew Flannery:
LinkedIn: https://www.linkedin.com/in/matthew-flannery-4b6895111
X: @mattflannery
Where to find the host, Dan Blumberg:
LinkedIn: https://www.linkedin.com/in/dblums/
X: @dblums (needs to be linked)
Instagram: @crafted.podcast
Where to find Docker:
Docker: https://www.docker.com/
LinkedIn: https://www.linkedin.com/company/docker
X: @docker
Instagram: @dockerinc
#ai #tech #entrepreneur
Видео Branch learns how to a quick loan right when it’s needed #branch #lending #product канала Docker
docker containers software development devops artificial intelligence machine learning developer hackathons product management product management interview programming software engineer ai ai product management gen ai open source software Matt Flannery branch lending branch loans crafted podcast modern product minds dan blumberg docker vodcast branch loan app branch loan app review branch personal loan branch loan app details
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24 сентября 2024 г. 14:30:18
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