{"id":1795,"date":"2022-08-18T10:12:00","date_gmt":"2022-08-18T14:12:00","guid":{"rendered":"https:\/\/arriablog22dev.wpengine.com\/?p=1795"},"modified":"2023-09-13T22:26:22","modified_gmt":"2023-09-13T22:26:22","slug":"arria-nlg-is-revolutionizing-suspicious-activity-reporting-sar","status":"publish","type":"post","link":"https:\/\/www.arria.com\/blog\/arria-nlg-is-revolutionizing-suspicious-activity-reporting-sar\/","title":{"rendered":"Arria NLG is revolutionizing Suspicious Activity Reporting (SAR)"},"content":{"rendered":"\n<p>When a financial services company suspects a financial crime is taking place, they legally must submit the information to the US Treasury as part of the Banking Secrecy Act (BSA) through FinCEN (Finance Crimes Enforcement Network). In today\u2019s technology-driven world, this is a Herculean task, with millions of records requiring attention, and as banking, financial services, and insurance(BFSI) have shifted to digital commerce, <a href=\"https:\/\/www.infosecurity-magazine.com\/news\/financial-crime-digital-banking\/\">digital financial crimes have surged<\/a>.<\/p>\n\n\n\n<p>To help manage this process, one of the largest financial institutions in the world turned to Arria\u2019s Natural Language Generation (NLG) technology to expedite the reporting of Suspicious Activity Reports (SAR).&nbsp;Instead of manually analyzing data and writing a report, now, when a suspicious event occurs, an investigator compiles data on the event, sends it through Arria, and receives a comprehensive, auto-generated report.&nbsp;&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The impact of NLG on a financial institution<\/strong><\/h2>\n\n\n\n<p>Arria NLG gives investigators superhuman powers by reducing report creation time by 80%. The institution was creating 400,000 reports annually. With the shift to Arria, they saved approximately 90,000 employee hours per year, and the automation guaranteed accuracy.<\/p>\n\n\n\n<p>Using the Arria NLG platform, the institution:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Maintains compliance with BSA financial crimes reporting requirements<\/li>\n\n\n\n<li>Eliminates backlogs by automating reporting in real-time<\/li>\n\n\n\n<li>Shuts down malicious actors quickly<\/li>\n\n\n\n<li>Frees investigator time with reporting efficiencies<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>An example of an NLG narrative for SAR reporting<\/strong><\/h2>\n\n\n\n<p>Arria\u2019s natural-language narratives are customized to the industry terminology and can also be customized to the voice of a firm so that the language produced is natural and reads as if written by an analyst in the organization. Here is an example:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>MAG Bank, Inc. (MAGBk) is filing a Suspicious Activity Report (SAR) due to an activity indicative of\u202fpayment card fraud\u202fconducted through MAGBk&#8217;s point-of-sale (known as &#8220;Seller&#8221;).<br><br><strong>Summary<\/strong><\/p>\n\n\n\n<p>This investigation reviewed all activity from\u202f1<sup>st<\/sup>&nbsp;January 2012\u202fthrough to 31<sup>st<\/sup>&nbsp;March 2022. The review identified\u202f26\u202fsuspicious transactions totaling\u202fUS$117,314.10, conducted across five MAGBk accounts from\u202f2<sup>nd<\/sup>&nbsp;June 2012\u202fto\u202f25<sup>th<\/sup>&nbsp;June 2019.<br><br><strong>Details<\/strong><\/p>\n\n\n\n<p>Of the\u202f26\u202ftransactions,\u202f6\u202fwere declined, and\u202f20\u202fwere successfully processed, totaling\u202fUS$129,673.40. The majority of the transactions were conducted by card-not-present. Card-not-present is an activity made through electronic invoices in which a customer inputs their payment card information directly into an invoice they received via email or via text SMS.<\/p>\n\n\n\n<p>Note that MAGBk later received\u202ffour chargebacks\u202ftotaling\u202f$12,359.26, for fraud-related reason codes.<\/p>\n\n\n\n<p><strong>Accounts Identified<\/strong><\/p>\n\n\n\n<p>According to MAGBk records,\u202fMrs. Fictionale\u202fopened account number A1234 on\u202f2<sup>nd<\/sup>&nbsp;June 2012,\u202fMr. Smith\u202fopened account number L9876 on\u202f5<sup>th<\/sup>&nbsp;November 2014,\u202fDoe\u202fopened account number R5432 on 9<sup>th<\/sup>&nbsp;April 2017,\u202fMrs. Jones\u202fopened account number Y3456 on\u202f27<sup>th<\/sup>&nbsp;November 2018,\u202fand\u202fMr. Bojangles\u202fopened account number C45678 on\u202f25<sup>th<\/sup>&nbsp;June 2019\u202fto process payments for\u202fvarious types of businesses.&nbsp;<\/p>\n\n\n\n<p>A review was prompted by an internal alert. Of the&nbsp;<strong>56<\/strong>&nbsp;transactions,&nbsp;<strong>six<\/strong>&nbsp;were declined, and&nbsp;<strong>50<\/strong>&nbsp;were successfully processed, totaling&nbsp;<strong>$138,183.79<\/strong>. The majority of the transactions were conducted card-not-present, through electronic invoices in which a customer inputs their payment card information directly into an invoice they received via email. MAGBk later received&nbsp;<strong>four chargebacks<\/strong>&nbsp;totaling&nbsp;<strong>$12,359.26<\/strong>, for fraud-related reason codes.&nbsp;<\/p>\n<\/blockquote>\n\n\n\n<p><strong>Arria\u2019s long experience with BSFI<\/strong><strong><\/strong><\/p>\n\n\n\n<p>Arria is the global leader in natural language generation technology and has been working with the banking, financial services, and insurance (BSFI) sector for years. Our experience, reputation, and ease of integration have meant that many of the world\u2019s leading BSFI organizations trust Arria to help them with SAR and other reporting.<\/p>\n\n\n\n<p>To learn more about how Arria NLG can automate your organization\u2019s reporting, <a href=\"https:\/\/go.arria.com\/forrester-tei-report\">download the Forrester TEI report<\/a>.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.arria.com\/blog\/nlg-an-analyst-on-demand-for-every-industry\/\" target=\"_blank\" rel=\"noreferrer noopener\">Learn more about how Arria NLG helps<\/a> a wide variety of industries.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>When a financial services company suspects a financial crime is&#8230;<\/p>\n","protected":false},"author":8,"featured_media":1796,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[220,14,219],"class_list":["post-1795","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-bfsi","tag-nlg","tag-sar"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - 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