A typological theory of roles in process mining: conceptualising competencies through text mining of job vacancy data

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.

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Publication Details

Journal
Enterprise Information Systems
Published
2025-06-30
DOI
https://doi.org/10.1080/17517575.2025.2521389
Citations
1
Primary Topic
Business Process Modeling and Analysis
Type
article
Field-Weighted Citation Impact
2.28
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article

A typological theory of roles in process mining: conceptualising competencies through text mining of job vacancy data

Simin Maleki Shamasbi, Barbara Weber, Amy Van Looy, Maximilian Röglinger
1 citations
Enterprise Information Systems
Business Process Modeling and Analysis
2.28
article

A typological theory of roles in process mining: conceptualising competencies through text mining of job vacancy data

Simin Maleki Shamasbi, Barbara Weber, Amy Van Looy, Maximilian Röglinger
article en
1 citations

Abstract

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.

Enterprise Information SystemsVol. 19(11)
University of St.Gallen (CH), Ghent University Hospital (BE), University of Bayreuth (DE)
Decent work and economic growth
Openalex Percentile: Top 11%
Business Process Modeling and Analysis
2.28
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