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1. US20210004745 - PREDICTIVE MODELING METHOD AND SYSTEM FOR DYNAMICALLY QUANTIFYING EMPLOYEE GROWTH OPPORTUNITY

官庁
アメリカ合衆国
出願番号 16459821
出願日 02.07.2019
公開番号 20210004745
公開日 07.01.2021
公報種別 A1
IPC
G06Q 10/06
G物理学
06計算;計数
Q管理目的,商用目的,金融目的,経営目的,監督目的または予測目的に特に適合したデータ処理システムまたは方法;他に分類されない,管理目的,商用目的,金融目的,経営目的,監督目的または予測目的に特に適合したシステムまたは方法
10管理;経営
06資源,ワークフロー,人員またはプロジェクト管理,例.組織化,計画,スケジューリング,時間的,人的または物的資源の割り当て;事業計画;組織モデル
G06Q 10/04
G物理学
06計算;計数
Q管理目的,商用目的,金融目的,経営目的,監督目的または予測目的に特に適合したデータ処理システムまたは方法;他に分類されない,管理目的,商用目的,金融目的,経営目的,監督目的または予測目的に特に適合したシステムまたは方法
10管理;経営
04予測あるいは最適化,例.線形計画法,巡回セールスマン問題,板取問題
G06N 5/02
G物理学
06計算;計数
N特定の計算モデルに基づくコンピュータ・システム
5知識ベースモデルを利用したコンピュータシステム
02知識の表現
CPC
G06N 5/02
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
5Computer systems using knowledge-based models
02Knowledge representation
G06Q 10/06315
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
QDATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES, NOT OTHERWISE PROVIDED FOR
10Administration; Management
06Resources, workflows, human or project management, e.g. organising, planning, scheduling or allocating time, human or machine resources; Enterprise planning; Organisational models
063Operations research or analysis
0631Resource planning, allocation or scheduling for a business operation
06315Needs-based resource requirements planning or analysis
G06Q 10/04
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
QDATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES, NOT OTHERWISE PROVIDED FOR
10Administration; Management
04Forecasting or optimisation, e.g. linear programming, "travelling salesman problem" or "cutting stock problem"
出願人 ADP, LLC
発明者 Zahide Ahu Yildirmaz
Dante DeAntonio
Christopher Ryan
Xhevdet Nezaj
発明の名称
(EN) PREDICTIVE MODELING METHOD AND SYSTEM FOR DYNAMICALLY QUANTIFYING EMPLOYEE GROWTH OPPORTUNITY
要約
(EN)

A method, computer system, and computer program product that aggregates sample data regarding a plurality of factors associated with work scheduling, employee compensation, and employee turnover; performs iterative analysis on the sample data using machine learning to construct a predictive model; populates, using the predictive model, a database with predicted values of employee turnover in relation to work scheduling and employee compensation; converts the predicted values of employee turnover in the database into percentages of observed values of employee turnover for a selected group of employers over a specified time period to create indices of employee turnover; and rank orders the selected employers according to their indices of employee turnover.