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[Music] hear all about it underwriters replaced not by machines but by risk managers it seems like almost every day we hear about another type of automation data analytics workflow solutions all of which are going to drive automation and efficiency and that promise is really tempting because if we look at the underwriting expense its 24 cents per dollar premium is spent on the underwriting process right thats not settling claims theres a huge amount of opportunity to be gained mckenzie paints a picture of a world bold world in 2030. in 2030 underwriting as we know it today ceases to exist for most personal and small business products the process of underwriting is reduced to a few seconds as the majority of underwriting is automated and supported by a combination of machine and deep learning models but its not just underwriting more than half of claims activities have been replaced by automation and advanced algorithms handle initial claims routing increasing efficiency and accurac