Machine Learning System and Method for Predicting Caregiver Attrition

Patent №

US 11,436,549

Granted

2022-09-06

Filed 2018

Owner

CLEARCARE, INC.

Lab

AI components

2

ml · planning

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16102559

A system collects information associated with the work performance and work satisfaction of caregiver's who provide in-home care services to seniors. A machine learning system is trained to predict caregiver attrition and generate a user interface display indicative of a risk an individual caregiver will attrit. The system may also be used to determine action steps to reduce the risk of attrition of a caregiver.

Machine learningPlanningG06Q 10/06398G06F 16/9535G06N 20/00G06N 20/20G06Q 10/0635G16H 40/20G16H 50/30H04L 67/535+1 more

AI classification

Planning1.00
Machine learning0.98
Knowledge representation0.41
Natural language0.21
Evolutionary computation0.09
Speech0.02
AI hardware0.00
Vision0.00

Ownership

CLEARCARE, INC.

assignment · 479560667

Assignors

HULL, JONATHAN J., NUDD, GEOFFREY

On an employer assignment, the assignors are typically the inventors.

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