US 11,836,809 B2
Employment status detection based on transaction information
Michael Mossoba, Arlington, VA (US); Abdelkader M'Hamed Benkreira, New York, NY (US); and Joshua Edwards, Philadelphia, PA (US)
Assigned to Capital One Services, LLC, McLean, VA (US)
Filed by Capital One Services, LLC, McLean, VA (US)
Filed on Mar. 8, 2022, as Appl. No. 17/653,884.
Application 16/948,735 is a division of application No. 16/777,148, filed on Jan. 30, 2020, granted, now 10,796,380, issued on Oct. 6, 2020.
Application 17/653,884 is a continuation of application No. 16/948,735, filed on Sep. 30, 2020, granted, now 11,282,147.
Prior Publication US 2022/0188942 A1, Jun. 16, 2022
Int. Cl. G06Q 40/12 (2023.01); G06Q 40/02 (2023.01); G06Q 50/22 (2018.01); G06F 21/62 (2013.01); G06N 20/00 (2019.01); G06Q 50/26 (2012.01); G06Q 10/105 (2023.01)
CPC G06Q 40/12 (2013.12) [G06F 21/6218 (2013.01); G06N 20/00 (2019.01); G06Q 40/02 (2013.01); G06Q 50/22 (2013.01); G06Q 50/26 (2013.01); G06Q 10/105 (2013.01)] 20 Claims
OG exemplary drawing
 
1. A method, comprising:
accessing, by a device, one or more activities from a user device,
wherein the user device is associated with a user;
determining, by the device, whether the one or more activities accessed from the user device are not likely to be associated with one or more employment-related activities,
wherein the device ignores activities that are not likely to be associated with the one or more employment-related activities;
determining, by the device using a machine learning model and based on an activity, of the one or more activities, being an employment-related activity of the one or more employment-related activities, that an employment status has changed,
wherein the employment status is associated with the user; and
performing, by the device, an action, associated with the user, based on determining that the employment status has changed.