Using process mining for workarounds analysis in context: Learning from a small and medium-sized company case
•A method for workarounds identification, classification, and impact evaluation.•Process mining is utilized in a medium-sized enterprise for workaround analysis.•Process mining generates workaround indicators, but human input is still needed.•Implementation involves semantic linking of event logs wi...
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Published in | International journal of information management data insights Vol. 3; no. 1; p. 100163 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
Elsevier Ltd
01.04.2023
Elsevier |
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Abstract | •A method for workarounds identification, classification, and impact evaluation.•Process mining is utilized in a medium-sized enterprise for workaround analysis.•Process mining generates workaround indicators, but human input is still needed.•Implementation involves semantic linking of event logs with process terminology.•Incomplete de jure processes and related systems cause challenges for process mining.
Workarounds are deviations in the execution of designed, de jure, work processes. Process mining research has developed methods for unobtrusive workaround analysis using process-aware systems’ datasets. This study applies process mining for workaround analysis in a medium-sized enterprise (SME). SME contexts can be challenging for workaround mining because SMEs often lack de jure process designs and their process-supportive information systems may have ambiguous semantics. The identification of de jure models and the solving of systems data ambiguities are the first steps in workarounds identification. A semantically well-defined information system may enable factual, de facto, process mining. Comparing the de jure and de facto process models may give candidate workarounds. Our study shows that (1) incomplete de jure models hinder the use of process mining for detecting workarounds, and (2) human interpretation of process mining outcomes is needed to realize a useful triple loop organizational learning from workarounds mining. |
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AbstractList | •A method for workarounds identification, classification, and impact evaluation.•Process mining is utilized in a medium-sized enterprise for workaround analysis.•Process mining generates workaround indicators, but human input is still needed.•Implementation involves semantic linking of event logs with process terminology.•Incomplete de jure processes and related systems cause challenges for process mining.
Workarounds are deviations in the execution of designed, de jure, work processes. Process mining research has developed methods for unobtrusive workaround analysis using process-aware systems’ datasets. This study applies process mining for workaround analysis in a medium-sized enterprise (SME). SME contexts can be challenging for workaround mining because SMEs often lack de jure process designs and their process-supportive information systems may have ambiguous semantics. The identification of de jure models and the solving of systems data ambiguities are the first steps in workarounds identification. A semantically well-defined information system may enable factual, de facto, process mining. Comparing the de jure and de facto process models may give candidate workarounds. Our study shows that (1) incomplete de jure models hinder the use of process mining for detecting workarounds, and (2) human interpretation of process mining outcomes is needed to realize a useful triple loop organizational learning from workarounds mining. Workarounds are deviations in the execution of designed, de jure, work processes. Process mining research has developed methods for unobtrusive workaround analysis using process-aware systems’ datasets. This study applies process mining for workaround analysis in a medium-sized enterprise (SME). SME contexts can be challenging for workaround mining because SMEs often lack de jure process designs and their process-supportive information systems may have ambiguous semantics. The identification of de jure models and the solving of systems data ambiguities are the first steps in workarounds identification. A semantically well-defined information system may enable factual, de facto, process mining. Comparing the de jure and de facto process models may give candidate workarounds. Our study shows that (1) incomplete de jure models hinder the use of process mining for detecting workarounds, and (2) human interpretation of process mining outcomes is needed to realize a useful triple loop organizational learning from workarounds mining. |
ArticleNumber | 100163 |
Author | Hoffmann, Petra Bemthuis, Rob Boksebeld, Jurian Wijnhoven, Fons |
Author_xml | – sequence: 1 givenname: Fons surname: Wijnhoven fullname: Wijnhoven, Fons email: a.b.j.m.wijnhoven@utwente.nl organization: Department of High-Tech Business and Entrepreneurship, Faculty of Behavioural, Management and Social Sciences, University of Twente, Hallenweg 17, Enschede 7522NH, the Netherlands – sequence: 2 givenname: Petra orcidid: 0000-0001-8094-3735 surname: Hoffmann fullname: Hoffmann, Petra organization: Department of High-Tech Business and Entrepreneurship, Faculty of Behavioural, Management and Social Sciences, University of Twente, Hallenweg 17, Enschede 7522NH, the Netherlands – sequence: 3 givenname: Rob orcidid: 0000-0003-2791-6070 surname: Bemthuis fullname: Bemthuis, Rob organization: Department of Pervasive Systems, Faculty of Electrical Engineering, Mathematics and Computer Science, Hallenweg 17, Enschede 7522NH, the Netherlands – sequence: 4 givenname: Jurian surname: Boksebeld fullname: Boksebeld, Jurian organization: Department of High-Tech Business and Entrepreneurship, Faculty of Behavioural, Management and Social Sciences, University of Twente, Hallenweg 17, Enschede 7522NH, the Netherlands |
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Copyright | 2023 The Author(s) |
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Keywords | Process mining Workarounds Business process management Work systems Triple loop learning |
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