November 10th, 2014, 9:39 am
QuoteOriginally posted by: neuroguyQuoteOriginally posted by: katastrofaDoes it really have to be so boring (modulo the fact that probably all IB jobs are boring)? In a simple case, scoring is done by multivariate logistic regression, but it often requires more sophisticated modelling and optimisation of algorithms. It probably depends on the role details and your experience, but it can be fun.Before the crisis I knew a guy working on this kind of stuff for a major BB (i.e. scoring systems for retail and small business loans). He had a PhD and was interested in applying Bayesian techniques. However they would never shift away from what they were using (backpropagation neural networks, which amounts to a method of fitting the kind of models that katastrofa cites). And, as he readily admitted, they had a point. Turns out that given enough data (which the bank had) such models are very efficient at making these discriminations (basically a supervised learning problem about the liklihood of default).I also know a guy who works for a consultancy on similar scoring type problems (in this case, the aim being detection of credit card fraud). It seems they are also almost exclusively using neural networks for this.