[1] Bounfour A. The management of intangibles: The organisation’s most valuable assets. Routledge; 2002.
[2] Boudreau JW, Ramstad PM. Talentship, talent segmentation, and sustainability: A new HR decision science paradigm for a new strategy definition. Hum Resour Manag Publ Coop with Sch Bus Adm Univ Michigan alliance with Soc Hum Resour Manag. 2005;44(2):129–36.
[3] Escolar-Jimenez CC, Matsuzaki K, Gustilo RC. A neural-fuzzy network approach to employee performance evaluation. Int J Adv Trends Comput Sci Eng. 2019;8(3):573.
[4] Lucia AD, Lepsinger R. A review of the art and science of competency models. Acad Manag Learn Educ. 2013;2:210–2.
[5] McCartney S, Murphy C, Mccarthy J. 21st century HR: a competency model for the emerging role of HR Analysts. Pers Rev [Internet]. 2020;50(6):1495–513. Available from: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85095798653&doi=10.1108%2FPR-12-2019-0670&partnerID=40&md5=d9645551cc7cd0f969a5286d83d970a5
[6] Marrelli AF, Tondora J, Hoge MA. Strategies for developing competency models. Adm Policy Ment Heal Ment Heal Serv Res. 2005;32(5–6):533–61.
[7] Campion MA, Fink AA, Ruggeberg BJ, Carr L, Phillips GM, Odman RB. Doing competencies well: Best practices in competency modeling. Pers Psychol. 2011;64(1):225–62.
[8] Hollenbeck GP, McCall Jr MW, Silzer RF. Leadership competency models. Leadersh Q. 2006;17(4):398–413.
[9] Li J, Long Y, Wang T, Shen D, Zhang Z. A data-driven method for competency evaluation of personnel. In: Proceedings of the 3rd International Conference on Data Science and Information Technology. 2020. p. 93–104.
[10] Goldman E, Scott AR. Competency models for assessing strategic thinking. J Strateg Manag. 2016;9(3):258–80.
[11] Vazirani N. Review paper: Competencies and competency model–A brief overview of its development and application. SIES J Manag. 2010;7(1):121–31.
[12] Kou Y, Jia Z, Wang Y. A comparative research on competency and competence, competency model and competence model. In: Proceedings of the Sixth International Conference on Management Science and Engineering Management: Focused on Electrical and Information Technology. Springer; 2013. p. 681–93.
[13] Spencer LM, Spencer PSM. Competence at Work models for superior performance. John Wiley & Sons; 2008.
[14] Margherita A. Human resources analytics: A systematization of research topics and directions for future research. Hum Resour Manag Rev. 2022;32(2):100795.
[15] Tang Y, Bai S, Cui L. An Empirical Study on the Deficiencies and Optimization of the Management System of Tourist Attractions Based on Human Resource Management. Adv Multimed. 2022;2022.
[16] Aletdinova AA, Murtazina MS. The Collection and Processing Specifics of Online Data on Job Vacancies in the Russian Labor Market. In: 2021 XV International Scientific-Technical Conference on Actual Problems Of Electronic Instrument Engineering (APEIE). IEEE; 2021. p. 1–5.
[17] Ibadov I, Aksenov A, Iumanova I, Sozykin A. The concept of a dynamic model of competencies for the labor market analysis. In: 2020 Ural symposium on biomedical engineering, radioelectronics and information technology (USBEREIT). IEEE; 2020. p. 511–5.
[18] Decorte JJ, Van Hautte J, Deleu J, Develder C, Demeester T. Design of negative sampling strategies for distantly supervised skill extraction. arXiv Prepr arXiv220905987. 2022;
[19] Jones FR, Mardis MA, Prajapati P, Kowligi PR. Facilitating Advanced Manufacturing Technicians’ Readiness in the Rural Economy: A Competency-based Deductive Approach. In: 2021 ASEE Virtual Annual Conference Content Access. 2021.
[20] Su YS, Suen HY, Hung KE. Predicting behavioral competencies automatically from facial expressions in real-time video-recorded interviews. J Real-Time Image Process. 2021;1–11.
[21] Hong W, Wang Y. Evaluation of highway construction foreman’s competency based on support vector machine. In: Journal of Physics: Conference Series. IOP Publishing; 2019. p. 32106.
[22] Zhang J, Yuan Y. Multi-Dimensional Post Competency Evaluation Model in Human Resource Management under the Background of Artificial Intelligence. Math Probl Eng. 2022;2022.
[23] Li J, He R, Wang T. A data-driven decision-making framework for personnel selection based on LGBWM and IFNs. Appl Soft Comput. 2022;126:109227.
[24] Watthananon J, Chintanaporn P. Utilizing Data Mining Techniques to Predicting IT Occupation of Persons with Disabilities in Thailand. In: 2019 34th International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC). IEEE; 2019. p. 1–4.
[25] Taghavi M, Taghavi H, Taghavi M. Research project leadership stipulation system. Campus-Wide Inf Syst. 2013;30(4):266–87.
[26] Wu WW, Lee YT. Developing global managers’ competencies using the fuzzy DEMATEL method. Expert Syst Appl. 2007;32(2):499–507.
[27] Cao C, Zhang Z. Machine Learning-Assisted Competency Modeling for Human Resource Management Jobs. Mob Inf Syst. 2022;2022.
[28] Page D, Seetharam Y, Auret C. Machine learning and manager selection: evidence from South Africa. Int J Emerg Mark. 2023;
[29] Chien CF, Chen LF. Data mining to improve personnel selection and enhance human capital: A case study in high-technology industry. Expert Syst Appl. 2008;34(1):280–90.
[30] Weng SS, Liu Y, Dai J, Chuang YC. A novel improvement strategy of competency for education for sustainable development (ESD) of university teachers based on data mining. Sustainability. 2020;12(7):2679.
[31] Huang IYF, Wu WW, Lee YT. Simplifying essential competencies for Taiwan civil servants using the rough set approach. J Oper Res Soc. 2008;59:259–65.
[32] Wu WW, Lee YT, Tzeng GH. Simplifying the manager competency model by using the rough set approach. In: International Workshop on Rough Sets, Fuzzy Sets, Data Mining, and Granular-Soft Computing. Springer; 2005. p. 484–94.
[33] Mariscal G, Marban O, Fernandez C. A survey of data mining and knowledge discovery process models and methodologies. Knowl Eng Rev. 2010;25(2):137–66.
[34] Wirth R, Hipp J. CRISP-DM: Towards a standard process model for data mining. In: Proceedings of the 4th international conference on the practical applications of knowledge discovery and data mining. Manchester; 2000. p. 29–39.
[35] Zakaria R, Ahmi A, Ahmad AH, Othman Z. Worldwide melatonin research: a bibliometric analysis of the published literature between 2015 and 2019. Chronobiol Int. 2021;38(1):27–37.
[36] Elo S, Kyngäs H. The qualitative content analysis process. J Adv Nurs. 2008;62(1):107–15.
[37] Wei L. Talent Competency Model Prediction Platform Based on Intelligent Interactive Personality Testing Software and Intelligent Cluster Analysis. In: Disruptive Human Resource Management. IOS Press; 2024. p. 175–83.
[38] Li G. Research on the competency of teachers of ideological and political theory courses in undergraduate colleges. In: Journal of Physics: Conference Series. IOP Publishing; 2019. p. 12029.
[39] Caron E, Batistic S. Knowledge Hubs in Competence Analytics: With a Case Study in Recruitment and Selection. In: ICSOFT. 2019. p. 585–94.
[40] Ling Z, Zengrui T, Metawa N. Data mining-based competency model of innovation and entrepreneurship. J Intell Fuzzy Syst. 2019;37(1):35–43.
[41] Ciani E, Laus A. An Actionable Training: From Competency Model to Observable Behaviors While Empowering Communication. In: The Learning Ideas Conference. Springer; 2022. p. 104–13.
[42] Mirafzal M, Fhal S, Wadhera P, Stal-Le Cardinal J. Intelligent competency mapping for improving knowledge management in consulting firms. Proc Des Soc. 2024;4:433–42.
[43] Kang PS, Enstroem R, Bhawna B, Bennett O. A text mining study of competencies in modern supply chain management with skillset mapping. Supply Chain Anal. 2025;10:100117.
[44] Chen CC, Wei CC, Chen SH, Sun LM, Lin HH. AI predicted competency model to maximize job performance. Cybern Syst. 2022;53(3):298–317.
[45] Goropečnik L.; Kropivšek J.; Jošt M.; Stirn L.Z. COMPETENCY MODEL DEVELOPED BY USING A MULTI-CRITERIA APPROACH AND K-MEANS CLUSTERING. In: Proceedings of the 17th International Symposium on Operational Research in Slovenia, SOR 2023. Proceedings of the 17th International Symposium on Operational Research in Slovenia, SOR 2023; 2023. p. 293–7.