Bank of America Corporation

Linda B Nipper

John Barrett Hall

Darlene D Meunier

James N Reid

Linda D Suarez

Debra R Murphy

Andrew Delker

Diana Horn

Systems for dynamic unauthorized activity detection are provided. In some arrangements, issue data may be received from, for instance, a customer of an enterprise organization. The issue data may include a data file containing metadata associated with a plurality of checks written or issued by the customer. As those checks are cashed, the checks may be evaluated for potential unauthorized activity. Accordingly, check data and/or check image data may be received by the enterprise organization. The check and/or check image data, as well as the metadata, may be analyzed using machine learning to determine whether unauthorized or potential unauthorized activity has occurred. Based on the determination, one or more actions may be identified and executed.

Dynamic unauthorized activity detection

Aspects of the disclosure relate to enhanced check processing systems with improved check validation features and enhanced information security. A computing platform may determine whether a correlation between source data and metadata associated with a check exceeds a predetermined correlation threshold. Based on determining that the correlation does not exceed the predetermined correlation threshold, the computing platform may direct an OCR computing system to perform character recognition on the check. Then, the computing platform may determine whether a discrepancy between the metadata and an OCR output from the OCR computing system exceeds a predetermined resolution threshold. In response to determining that the discrepancy between the OCR output and the metadata does not exceed the predetermined resolution threshold, the computing platform may update stored records associated with the check. Subsequently, the computing platform may direct a DDA computing system to post a corrected payment associated with the check.

Automated check encoding error resolution

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Concord, NC, United States of America

Linda B Nipper