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6   Transform, Content to Actionable Data and Unlock New Business Opportunities Through AI                                                                           Transform, Content to Actionable Data and Unlock New Business Opportunities Through AI  7






           Using AI to Meet New



           Financial Regulations                                                                                                   Most of this financial research is delivered            The automated solution saves companies
                                                                                                                                   via email, so to ensure that its clients are
                                                                                                                                                                                           millions of dollars in labor costs and legal fees,
                                                                                                                                   meeting regulations, SPi Global developed an            adds Jishnu. “Just to adhere to this regulation,
                                                                                                                                   Email Classification System that analyzes and           firms would need to hire about 20 to 30 analysts
                                                                                                                                   categorizes all incoming emails. The technology         to classify incoming research,” says Jishnu.
                                                                                                                                   scans content within the email, as well as any          “With our application, they only need a couple
                                                                                                                                   attachments, identifying what research the              of analysts to sift through the data as the
                                                                                                                                   company actually pays for and which incoming            classification is done by the system. Our tool is
                                                                                                                                   research may not be MiFID II compliant. Emails          90% accurate, so it is simply a matter of the
                                                                                                                                   that are compliant are allowed to pass through          analysts validating the results. On top of that,
                                                                                                                                   to the appropriate financial professionals.             our technology creates an audit trail that
                                                                                                                                   Those that are not compliant are flagged for            demonstrates our clients are MiFID II compliant.”
                                                                                                                                   further analysis.
                                                                                                                                                                                           The same email classification approach is
                                                                                                                                                                                           applicable to a variety of industries, says Venky.
                                                                                                                                                                                           Publishers, for example, can use this system to
                                                                                                                                                                                           better manage the publishing workflow with
                                                                                                                                                                                           respect to author management.


                                                                                                                                                                                           Project managers receive thousands of emails
                                                                                                                                                                                           daily related to ongoing publishing projects
           The ability to recognize concepts and categorize them using machine learning and natural                                                                                         that are in different stages of production.
           language processing is a cornerstone to SPi Global’s AI solutions. SPi Global customizes this                                                                                   The Email Classification System can analyze
           approach to meet a variety of industry-specific needs. For example, in the financial sector, this                                                                               and categorize these emails so that project
           technology helps firms sift through research and weed out content that does not meet new                                                                                        managers immediately know which publication
           regulatory requirements.                                                                                                                                                        they relate to, what stage of the production
                                                                                                                                                                                           process they are in, and even the level of priority.
           SPi Global has several financial clients who must adhere to far-reaching financial regulations                          SPi Global built machine learning into the              The technology speeds up the publishing work-
           that went into  effe  ct in the European Union in 2018. The EU passed the Markets in Financial                          Email Classification System, and it is informed         flow and empowers project managers to respond

           Instruments Directive II (MiFID II) in order to create greater regulation and transparency around                       by business rules. “The system was developed            to the most important emails first and improve
           financial research content.                                                                                             using insights from subject matter experts who          the service levels provided to the authors.

                                                                                                                                   understand the nuances of MiFID II regulations
           Under this law, buy- side firms are required to track inducement risk and consumption of research                       minutely,” says Venky. “They developed a corpus
           they receive from sell- side firms. This research provides financial advice that could influence                        of manually classified emails that were used to
           markets, so managers document all the research information they receive and flag inducement                             train the model. This follows the process of
           risk. Inducements, in the financial sector, are when brokers offer research for free to induce fund                     supervised learning.”
           managers to trade with them.







        © SPi Global Content Solutions                                                                                             © SPi Global Content Solutions
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