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September 13, 2021  •  Issue 21:09:01


           AI's evolution from predictive to prescriptive






                                                               is no intellectual property associated with simply hiring
                                                               more loan officers and making more calls," he said. "That
                                                               effort is table stakes. What is significantly more valuable in
                                                               the mid and long term is building proprietary risk models
                                                               using loan performance data."
                                                               Andy Renshaw, vice president, strategy and solutions at
                                                               Feedzai,  a  cloud-based  financial  risk  management  plat-
                                                               form, observed that AI adoption is rising. "Interest in pre-
                                                               dictive AI has been increasing with proven success stories
                                                               from early adopters, increased availability of data and low
                                                               cost of cloud computing," he said. "The adoption of predic-
                                                               tive analytics was accelerated by the COVID-19 pandemic
                                                               as organizations, including financial institutions, had to
                                                               rethink business processes and digital transformation ob-
                                                               jectives."

                                                               Felix Berkhahn, chief data scientist at AML software pro-
                                                               vider HAWK:AI, attributes growing AI adoption to con-
        By Dale S. Laszig                                      sumer acceptance, which has changed in recent years,
                                                               particularly in the financial field. "We see new customers
                 wenty years ago, artificial intelligence (AI) was   who are more willing to use AI, but we also see it on the
                 considered a breakthrough technology; today, AI   regulatory side," he said. "Here in Berlin, several big finan-
                 is an integral part of connected commerce. Next-
        T generation AI models are more autonomous than        cial institutions are working together to build institutional
                                                               monitoring solutions. You can really see, from all angles,
        early models and frequently make decisions independently   we have changed."
        of humans. Their ability to parse anomalous behavior from
        massive data sets makes them invaluable to numerous  Scalable foundations
        endeavors from fraud prevention to financial services.
                                                               Like a weather report or sales forecast, predictive analytics
        The Green Sheet interviewed technology leaders who lever-  is more intuition than exact science; it's a way to anticipate
        age advanced AI technologies to protect the commerce val-  outcomes based on current and historical data, which ma-
        ue chain and improve the customer experience. In this arti-
        cle, they detail AI's remarkable evolution and offer insights
        into the increasingly sophisticated interplay between pre-
        dictive AI machines and their human creators.
                                                                 Contributed articles inside by:
        Innovation, opportunity
        Sam Bobley, chief executive officer at Ocrolus, a fintech au-  Jeff Fortney .............................................................................................28
        tomation platform, works with numerous clients employ-   Roger McNamara ..................................................................................30
        ing data scientists and has seen AI drive innovation and
        opportunity. "The reasons make sense: you don't build a   Elie Katz ....................................................................................................32
        differentiated lending business through brute force; there   TOC on page 3


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