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PyABS

Code to simulate purchase of portfolio of Asset Backed Securities under simulated interest rate scenarios. This code is intended to illustrate opportunities presented by a real life scenario, the Term Asset Loan Facility, explained in tis article: https://towardsdatascience.com/alpha-generation-using-data-science-quantitative-analysis-abs-talf-part-1-eade08b075c

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Steps

  • Generate correlated random numbers to feed a multivariate process applied to interest rates
  • Simulate movements of spreads over a becnhmark for given asset classes
  • Simulate purchases of assets under given assumptions
  • Simulate probabilities of assets transitioning from intial rating to other ratings and defaults, using a Markov process
  • Calculate distribution of returns/risks under several scenarios

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Useful functions to analyze Asset Backed Securities deals

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