P2P lending
What can we learn from what a machine has learned? Interpreting credit risk machine learning models
This paper studies a few popular machine learning models using LendingClub loan data, and judges these on performance and interpretability
Ensemble methods for credit scoring of Chinese peer-to-peer loans
Small and medium-sized enterprises that borrow from "alternative" lenders in the United Kingdom: who are they?
Community energy retail tariffs in Singapore: opportunities for peer-to-peer and time-of-use versus vertically integrated tariffs
Evaluating the risk performance of online peer-to-peer lending platforms in China
The objective of this paper is to select effective risk indicators and thus establish a risk index system of P2P platforms so as to evaluate the risk performance of these platforms in China.
Spike in bad loans raises scrutiny of P2P credit models
Jump in delinquencies at some lenders prompts questions over modelling practices, but firms stand by their approach
Rise of the machines: AI begins to tackle credit risk
Self-taught technology could push humans aside from some – or all – of the underwriting process
Credit veteran tackles opacity in peer-to-peer lending
PeerIQ CEO Ram Ahluwalia shines a light on the world of peer-to-peer securitisation
Securitisation losses rattle peer-to-peer lenders
Marketplace lending hit by downgrades, legal worries and questions over structure of deals
Basel III transforming securities lending market
New entrants respond to challenges facing primes and lenders
Hedge funds, securitisation and leverage change P2P game
The institutionalisation of P2P lending is creating new risks, critics warn