US 12,067,084 B1
Apparatus and methods for increasing proximity of a subject process to an outlier cluster
Barbara Sue Smith, Toronto (CA); and Daniel J. Sullivan, Toronto (CA)
Assigned to The Strategic Coach Inc., Toronto (CA)
Filed by The Strategic Coach Inc., Toronto (CA)
Filed on Jan. 10, 2024, as Appl. No. 18/409,636.
Int. Cl. G06F 18/23 (2023.01); G06F 18/2321 (2023.01)
CPC G06F 18/2321 (2023.01) 20 Claims
OG exemplary drawing
 
1. An apparatus for determining an instruction set, the apparatus comprising:
a processor;
a memory connected to the processor, the memory containing instructions configuring the processor to:
receive, from a user device, a plurality of datasets, wherein each dataset of the plurality of datasets describes a plurality of actions performed by an entity;
generate, for each dataset of the plurality of datasets, an outlier cluster, wherein generating the outlier cluster further comprises:
aggregating data included in each dataset of the plurality of datasets;
identifying data within aggregated data based on similarity and matching at least a portion of the plurality of actions;
assigning a quality score for the identified data based on assessing whether the identified data exceeds a threshold value; and
generating the outlier cluster as a function of the quality score;
receive, from the user device, a subject process describing a current state of the entity associated with the user device;
identify, for the outlier cluster of each dataset, a process modification model, wherein the process modification model describes a set of actions to be performed to increase a proximity of the subject process to the outlier cluster;
generate an interface data structure including an input field, wherein the interface data structure configures a remote display device to:
display the input field;
receive a user-input datum from the input field, wherein the user-input datum describes data for updating the subject process; and
display an instruction set determined using the process modification model, wherein displaying the instruction set comprises displaying an updated subject process based on the user-input datum.