Research Article

Machine Learning-Assisted Competency Modeling for Human Resource Management Jobs

Table 1

Competency definition summary.

Scholars or institutional researchDefinition of competency

Davld. C. MeClellandKnowledge, skills, abilities, traits, or motivations directly similar to or related to work or work performance or other important achievements in life

Richard BoyatzisA person has the potential characteristics that lead to good performance in a job (it may be motivation, trait, skill, self-image, or social role, or the knowledge entity he uses, etc.)

Lyle. M. SpencerPotential personal characteristics related to effective or excellent job performance, including five dimensions: Knowledge, skills, self-concept, traits and motivation

Flei Shman, Wetrongen, Marshall-MiesA mixture of knowledge, skills, abilities, motives, beliefs, values, and interests

MirabileKnowledge, skills, abilities, or characteristics associated with high performance in a position

DuboisCompetency is the necessary ability to achieve or exceed the expected quality level of work output: it is the potential characteristics of an employee, such as motivation, skills, self-image, social role, and knowledge. These factors will lead to effective or outstanding performance in the work

SpencerIndividuals have one or more potential traits, and these potential traits are related to their job or job performance, but also can be expected to reflect their behavior and performance.

GreenWritten description of measurable working habits and personal skills used to achieve work objectives

BoyatzisA person’s potential characteristics, such as motivation, traits, skills, self-image or social role, or the knowledge entity he/she uses, will produce effective or excellent job performance

McLaganCompetency refers to knowledge, skills, and competencies that are sufficient to accomplish key work outcomes

FletcherCompetency refers to some kind of behavior, which is concrete, observable, verifiable and can be classified logically