A Typological Theory of Roles in Process Mining : Conceptualising Competencies Through Text Mining of Job Vacancy Data

Title data

Maleki Shamasbi, Simin ; Van Looy, Amy ; Weber, Barbara ; Röglinger, Maximilian:
A Typological Theory of Roles in Process Mining : Conceptualising Competencies Through Text Mining of Job Vacancy Data.
In: Enterprise Information Systems. Vol. 19 (2025) Issue 11 . - 2521389.
ISSN 1751-7583
DOI: https://doi.org/10.1080/17517575.2025.2521389

Official URL:

Abstract in another language

Process mining is revolutionising how organisations optimise operational processes by applying sophisticated algorithms to historical data from contemporary information systems. Despite recent efforts to address the organisational aspects of process mining, a crucial gap in comprehensive understanding of competency requirements for successful implementation remains. This study integrates theoretical insights with empirical job vacancy data to develop a typology of roles, including a competency framework and ideal role types. Using topic modelling, cluster analysis, rigorous evaluation metrics, and consensus-building, this study ensures validity and reliability. It offers practical and theoretical insights to support effective organisational adoption and success in process mining initiatives.

Further data

Item Type:	Article in a journal
Refereed:	Yes
Keywords:	Process mining; competency framework; skill; typology; topic modelling; LDA; job advertisement; Latent Dirichlet Allocation; vacancy; tex mining
Institutions of the University:	Faculties > Faculty of Law, Business and Economics > Department of Business Administration Faculties > Faculty of Law, Business and Economics > Department of Business Administration > Chair Business Administration XVII - Information Systems and Value-Based Business Process Management Faculties > Faculty of Law, Business and Economics > Department of Business Administration > Chair Business Administration XVII - Information Systems and Value-Based Business Process Management > Chair Business Administration XVII - Information Systems and Value-Based Business Process Management - Univ.-Prof. Dr. Maximilian Röglinger Research Institutions Research Institutions > Affiliated Institutes Research Institutions > Affiliated Institutes > Branch Business and Information Systems Engineering of Fraunhofer FIT Research Institutions > Affiliated Institutes > FIM Research Center for Information Management Faculties Faculties > Faculty of Law, Business and Economics
Result of work at the UBT:	Yes
DDC Subjects:	000 Computer Science, information, general works > 004 Computer science 300 Social sciences > 330 Economics
Date Deposited:	18 Jul 2025 07:50
Last Modified:	20 Nov 2025 10:31
URI:	https://eref.uni-bayreuth.de/id/eprint/94223