Review Article

A Bibliometric Perspective on AI Research for Job-Résumé Matching

Table 3

Selected works for the narrative review.

TitleReferenceSelection criteria

Matching people and jobs: a bilateral recommendation approach[9]Highly cited (Table 2), seminal paper (Figure 5), cluster centrality (Figure 10(a), Figure 10(b))
Extending the applicability of recommender systems: a multilayer framework for matching human resources[23]Highly cited (Figure 4), seminal paper (Figure 5)
Matching résumés and jobs based on relevance models[8]Highly cited (Table 2), seminal paper (Figure 5), cluster centrality (Figure 10(a), Figure 10(b))
PROSPECT : a system for screening candidates for recruitment[13]Highly cited (Table 2), seminal paper
Job recommender systems: a survey[19]Review paper, highly cited (Table 2), influential paper (Figure 5)
A survey of job recommender systems[10]Review paper, highly cited (Table 2), influential paper (Figure 5)
Towards an automated system for intelligent screening of candidates for recruitment using ontology mapping (EXPERT)[12]Highly cited (Table 2), influential paper (Figure 5), cluster centrality (Figure 10(a))
Application of machine learning algorithms to an online recruitment system[38]Highly cited in collection (Figure 4(b)), cluster centrality (Figure 10(b))
A job recommender system based on user clustering[11]Highly cited (Table 2), influential paper (Figure 5)
RésuMatcher: a personalised résumé-job matching system[15]Highly cited (Table 2), influential paper (Figure 5), cluster centrality (Figure 10(a))
JRC : a job post and resume classification system for online recruitment, analysis, and shortcomings of e-recruitment systems[39, 40]Recent timeline, authoring dynamics (Figure 3), highly cited in collection (Figure 4(b))
Developing a framework for potential candidate selection, potential candidate selection using information ex-date selection using information extraction and skyline queries[41, 42]Recent timeline, authoring dynamics (Figure 3), ML or NLP keywords (Figure 6)
A domain-specific ESA method for semantic text matching[43]Recent timeline, authoring dynamics (Figure 3), ML or NLP keywords (Figure 6)
A vectorisation model for job matching application of a government employment service office[44]Recent timeline, authoring dynamics (Figure 3), ML or NLP keywords (Figure 6)
Competence-level prediction and resume and job description matching using context-aware transformer models[45]Recent timeline, authoring dynamics (Figure 3), ML or NLP keywords (Figure 6)