Ioannis Boules – Department of Financial and Management Engineering, Engineering School, University of the Aegean, Greece
Xanthi Tsipoura – Department of Financial and Management Engineering, Engineering School, University of the Aegean, Greece
Michail Glykas – Department of Financial and Management Engineering, Engineering School, University of the Aegean, Greece
Keywords:
Process mining;
Maturity assessment;
Critical success factors;
Literature survey
Abstract
In this paper, we present a literature survey of Process Mining and its identified implementation. The aim is the identification of the most promยญinent Critical Success Factors that should be achieved for successful proยญcess mining implementation. We concluded with ten proposed critical sucยญcess factors that should be assessed in any process mining implementation. We also elaborate on the role of process mining in business process manageยญment and its contribution in resolving identified drawbacks.
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LIMEN Conference
8th International Scientific-Business Conference – LIMEN 2022 – Leadership, Innovation, Management and Economics: Integrated Politics of Research – CONFERENCE PROCEEDINGS, Hybrid (EXE Budapest Center, Budapest, Hungary), December 1, 2022,
LIMEN Conference proceedings published by the Association of Economists and Managers of the Balkans, Belgrade, Serbia
LIMEN Conference 2022 Conference proceedings: ISBN 978-86-80194-66-0, ISSN 2683-6149, DOI:ย https://doi.org/10.31410/LIMEN.2022
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Suggested citation
Boules, I., Tsipoura, X., & Glykas, M. (2022). Process Mining Maturity Assessment โ Critical Success Factors. In V. Bevanda (Ed.), International Scientific-Business Conference โ LIMEN 2022: Vol 8. Conference proceedingsย (pp. 151-166). Association of Economists and Managers of the Balkans.ย https://doi.org/10.31410/LIMEN.2022.151
References
Abdolvand, N., Albadvi, A., & Ferdowsi, Z. (2008). Assessing readiness for business process reengineering. Business Process Management Journal, 14(4), 497-511.
Ahmad, H., Francis, A. & Zairi, M. (2007). Business process reengineering: Critical success factors in higher education. Business Process Management Journal, 13(3), 451-469. https://doi.org/10.1108/14637150710752344ย ย
Algermissen, L., Delfmann, P., & Niehaves, B. (2005). Experiences in process oriented reorยญganization through reference modelling in public administrations โ the case study REGIO @ KOMM. Proceedings of the European Conference on Information Systems (ECIS), Reยญgensburg, p. 134.
Aloini, D., Benevento, E., Stefanini, A., & Zerbino, P., (2020). Process fragmentation and port performance: Merging SNA and text mining, International Journal of Information Manยญagement, Volume 51, April 2020, 101925 โ Elsevier.
Aloini, D., Colladon, A. F., Gloor, P., & Guerrazzi, E. (2021). Enhancing operations manageยญment through smart sensors: measuring and improving well-being, interaction and perforยญmance of logistics workers. TQM Journal, 2021 โ emerald.com.
Alvarez, C., Rojasa, E., Ariasa, M., Munoz-Gama, J., Sepรบlveda, M., Herskovic, V., & Capurro, D. (2018). Discovering role interaction models in the Emergency Room using Process Mining, Journal of Biomedical Informatics. (78), 60-77, https://doi.org/10.1016/j.jbi.2017.12.015ย ย
Anand, A., Wamba, S. F. & Gnanzou, D. (2013). A literature review on business process manageยญment, business process reengineering, and business process innovation. Lecture Notes in Business Information Processing, 153, 1-23. https://doi.org/10.1007/978-3-642-41638-5_1ย
Arias, M., Saavedra, R., Marques Samary, M., Munoz-Gama, J., & Sepulveda, M. (2018). Huยญman resource allocation in business process management and process mining: A systemยญatic mapping study. Management Decision, 56(2), 376โ405. doi: 10.1108/md-05-2017-0476ย
Batista, E., & Solanas, A. (2018). Process Mining in Healthcare: A Systematic Review. [IEEE 2018 9th International Conference on Information, Intelligence, Systems and Applications (IISA) โ Zakynthos, Greece (2018.7.23-2018.7.25)] 2018 9th International Conference on Information, Intelligence, Systems and Applications (IISA), 1โ6. https://doi.org/10.1109/ IISA.2018.8633608
Berente, N., Vandenbosch, B., & Aubert, B. (2009). Information flows and business process inยญtegration. Business Process Management Journal, 15 (1), 119-141.
Bicknell, J. W., & Krebs, W. G. (2021). Detecting botnet signals using process mining. Comยญputational and Mathematical Organization Theory, 27, 161โ178. https://doi.org/10.1007/s10588-020-09320-xย
Bougoulia, E. & Glykas, M. (2022). Knowledge management maturity assessment frameworks: A proposed holistic approach. Knowledge and Process Management, 1โ 32. https://doi.org/10.1002/kpm.1731ย
Brzychczy, E. (2017). Use of process mining techniques in an enterprise. Inzynieria Mineralna, (2), 237-244. https://doi.org/10.29227/im-2017-02-26ย
Buzacott, J. A. (1996). Commonalities in reengineered business processes: models and issues. Management Science, 42(5), 768-782.
Castro, B. K. d. A., Dresch, A., & Veit, D. R. (2019). Key critical success factors of BPM impleยญmentation: a theoretical and practical view. Business Process Management Journal, 26(1), 239-256. https://doi.org/10.1108/BPMJ-09-2018-0272ย
Cho, M., Song, M., Comuzzi, M., & Yoo S. (2017). Evaluating the effect of best practices for business process redesign: An evidence-based approach based on process mining techยญniques. Decision Support System, 104, 92-103. https://doi.org/10.1016/j.dss.2017.10.004ย
Coskun, S., Basligil, H. & Baracli, H. (2008). A weakness determination and analysis model for business process improvement. Business Process Management Journal, 14 (2), 243-261.
Dakic, D., Sladojevic, S., Lolic, T., & Stefanovic, D. (2019). Process Mining Possibilities and Challenges: A Case Study. IEEE 17th International Symposium on Intelligent Systems and Informatics (SISY). https://doi.org/10.1109/sisy47553.2019.9111591ย
Dakic, D., Stefanoviฤ, D., Cosic, I., Loliฤ, T. & Medojevic, M. (2018). Business Process Mining Application: A Literature Review, pp. 0866-0875.
Dakic, D., Stefanovic, D., Lolic, T., Narandzic, D. & Simeunovic, N. (2020). Event log exยญtraction for the purpose of process mining: a systematic literature review. In: Prostean, G., Lavios Villahoz, J., Brancu, L., Bakacsi, G. (eds). Innovation in Sustainable Manageยญment and Entrepreneurship. SIM 2019. Springer Proceedings in Business and Economics. Springer, Cham. https://doi.org/10.1007/978-3-030-44711-3ย
Davenport, T.H. (1993). Process Innovation: Reengineering Work Through Information Techยญnology, Harvard Business School Press: Boston, MA.
Djedoviฤ, A., ลปuniฤ, E. & Karabegoviฤ, A. (2017). International Conference on Smart Sysยญtems and Technologies (SST), Osijek, Croatia, 2017, pp. 143-148, https://doi.org/10.1109/SST.2017.8188685ย
Dogan, O., Bayo-Monton, J.-L., Fernandez-Llatas, C., & Oztaysi, B. (2019). Analyzing of Genยญder Behaviors from Paths Using Process Mining: A Shopping Mall Application. Sensors, 19(3), 557. https://doi.org/10.3390/s19030557ย
Dumas, M., La Rosa, M., Mendling, J., & Reijers, H. A. (2013). Fundamentals of Business Proยญcess Management. Berlin, Heidelberg: Springer. https://doi.org/10.1007/978-3-662-56509-4ย
Dunkl, R., Frรถschl, K. A., Grossmann, W., & Rinderle-Ma, S. (2011). Assessing Medical Treatยญment Compliance Based on Formal Process Modeling. Information Quality in e-Health, 533โ546. https://doi.org/10.1007/978-3-642-25364-5_37ย
Erdogan, T. G., & Tarhan, A. (2018). Systematic Mapping of Process Mining Studies in Healthยญcare. IEEE Access, 6, 24543-24567. https://doi.org/10.1109/access.2018.2831244ย
Glykas, M. (2015). Cluster Business Processes Management with 3D Immersive Environยญments. International Journal of E-Entrepreneurship and Innovation, 5(2), 1-23. https://doi.org/10.4018/IJEEI.2015070101ย
Glykas, M. (2019a). Quality Management Review: A Case Study of the Application of the Glykas Quality Implementation Compass. Journal of Multidisciplinary Engineering Science and Technology, 6(12). https://www.jmest.org/wp-content/uploads/JMESTN42353230.pdfย
Glykas, M. (2019b). Audit Process Quality Management in the Airlines Sector with Glykas Quality Compass. International Journal of Management Sciences and Business Research, 8(12), 155-183. https://doi.org/10.5281/zenodo.3613296ย
Glykas, M. (2022). Quality management implementation maturity assessment in the food inยญdustry: Glykas quality compass assessment on ISO 22000. International Journal of Proยญductivity and Quality Management, 1 (1), 1. https://doi.org/10.1504/ijpqm.2022.10047704ย
Glykas, M., & Johnichen G. (2017). Quality and Process Management Systems in the UAE Marยญitime Industry. International Journal of Productivity Management and Assessment Techยญnologies, 5(1), 20-39. https://doi.org/10.4018/IJPMAT.2017010102ย
Glykas, M., Bailey, O. H., Al Maery, M. O., & Al Maery, N. O. (2015). Process and Quality Management in Vocational Education & Training (VET). International Journal of Manยญagement Sciences and Business Research, 4(10). https://www.ijmsbr.com/Volume%204%20Issue%2010%20Paper%2013%20Final.pdfย ย
Glykas, M., Valiris, G., Kokkinaki, A., & Koutsoukou, Z. (2018). Banking Business Process Management Implementation. International Journal of Productivity Management and Asยญsessment Technologies, 6(1), 50-69. https://doi.org/10.4018/IJPMAT.2018010104ย
Grajewski, P., Sliลผ, P. & Tenbrink, C. (2021). Assessing efficiency and effectiveness in the autoยญmotive after-sales processes. International Journal of Services and Operations Manageยญment, 1-1. https://doi.org/10.1504/IJSOM.2021.10039383ย
Gupta, M. (2017). Improving Software Maintenance Using Process Mining and Predictive Anaยญlytics. IEEE International Conference on Software Maintenance and Evolution (ICSME), Shanghai, China: IEEE. https://doi.org/10.1109/icsme.2017.39ย
Gupta, S., Modgil, S. & Gunasekaran, A. (2019). Big data in lean six sigma: a review and furยญther research directions. International Journal of Production Research, 1-23. https://doi.org/10.1080/00207543.2019.1598599ย ย
Hammer, M. & Champy, J. (1993). Reengineering the Corporation: A Manifesto for Business Revolution. New York: Harper Business.
Harl, M., Weinzierl, S. & Stierle, M. (2020). Explainable predictive business process monitoring using gated graph neural networks. Journal of Decision Systems, 2020 โ Taylor & Francis.
Hicham, R., & Anis, B. M. (2020). Processes meet Big Data: Scaling process discovery algoยญrithms in Big Data environment. Journal of King Saud University โ Computer and Inforยญmation Sciences, 2020 โ Elsevier.
Houy, C., Fettke, P. and Loos, P. (2010). Empirical research in business process management โ analysis of an emerging field of research. Business Process Management Journal, 16(4), 619-661. https://doi.org/10.1108/14637151011065946ย
Huang, Z., Lu, X., & Duan, H. (2011). Mining association rules to support resource allocation in business process management. Expert Systems with Applications, 38(8), 9483โ9490. https://doi.org/10.1016/j.eswa.2011.01.146ย
Jokonowo, B., Claes, J. & Sarno, R. (2018). Process mining in supply chains: a systematic literaยญture review. International Journal of Electrical and Computer Engineering (IJECE) Vol.8, No.6, December 2018, ISSN: 2088-870, 2018 โ researchgate.netย
Juhaลรกk, L., Zounek, J., & Rohlรญkova, L. (2019). Using process mining to analyze students’ quiz-taking behavior patterns in a learning management system, Computers in Human Behavior, 92, 496-506. https://doi.org/10.1016/j.chb.2017.12.015ย
Kedem-Yemini, S. (2020). Analysis of Cargo Release Services with Process Mining, Internaยญtional Journal of Industrial Engineering, 2020 โ ieomsociety.org.
Klein, ฮ. (1995). The economics of franchise contracts. Journal of Corporate Finance, 2(1-2), 9-37. https://doi.org/10.1016/0929-1199(95)00003-qย
Kouhestani, S. & Nik-Bakht, M. (2020). IFC-based process mining for design authoring. Autoยญmation in Construction, 112, 103069. https://doi.org/10.1016/j.autcon.2019.103069ย
Kouhestani, S. (2019). Integration of Building Information Modeling (BIM) and Process Minยญing for Design Authoring Processes, โ spectrum.library.concordia.ca.
Kouroupaki, I., Mpafas, C. & Glykas, M. (2022). Fuzzy Cognitive Strategic Map Hierarchies in Performance Measurement, Modeling and Reorganization. In & E. N. Degirmenci (Ed.), New Frontiers for Management and Strategy in the Post-Pandemic Era, vol. 130. Europeยญan Proceedings of Social and Behavioural Sciences (pp. 239-259). European Publisher. https://doi.org/10.15405/epsbs.2022.12.02.18ย
Lameijer, BA., Pereira, W. & Antony, J. (2021). The implementation of Lean Six Sigma for opยญerational excellence in digital emerging technology companies. Journal of Manufacturยญing, 2021 โ emerald.com.
Lamghari, Z., Radgui, M., Saidi R. & Rahmani, M. D. (2019b). Passage challenges from daยญta-intensive system to knowledge-intensive system related to process mining field, ArabยญWIC 2019: Proceedings of the ArabWIC 6th Annual International Conference Research TrackMarch 2019 Article No.: 3 Pages 1-6. https://doi.org/10.1145/3333165.3333168ย
Lamghari, Z., Radgui, M., Saidi, R., & Rahmani, M. D. (2019a). Defining business process improvement metrics based on BPM life cycle and process mining techniques. Internaยญtional Journal of Business Process Integration and Management, 9(2), 107. https://doi.org/10.1504/ijbpim.2019.099875ย
Lim, C., Kim, M.J., Kim, K.H. & Kim, K.J. (2018). Customer process management: A frameยญwork for using customer-related data to create customer value. Journal of Service Manยญagement, ISSN: 1757-5818, 2018 โ emerald.com.
Lorenz, R., Senoner, J. & Sihn, W. (2021). Using process mining to improve productivity in make-to-stock manufacturing. International Journal of Production Research, Volume 59, 2021 โ Issue 16.
Maddah, N., & Roghanian, E. (2021). Data-driven performance management of business units using process mining and DEA: case study of an Iranian chain store. International Jourยญnal of Productivity and Performance Management, 72(2), 550-575. https://doi.org/10.1108/ijppm-10-2020-0562ย ย
Mahendrawathi, E.R., Arsad, N. & Astuti, H.M. (2019). Analysis of production planning in a global manufacturing company with process mining. Journal of Enterprise Information Management, 31(2), 317โ337. https://doi.org/10.1108/jeim-01-2017-0003ย
Malinova, M., Hribar, B. & Mendling, J. (2014). A framework for assessing BPM success. ECIS 2014 Proceedings โ 22nd European Conference on Information Systems, 0-15. http://aiยญsel.aisnet.org/ecis2014?utm_source=aisel.aisnet.org%2Fecis2014%2Fproceedings%2Fยญtrack06%2F5&utm_medium=PDF&utm_campaign=PDFCoverPagesย
Mannhardt, F. (2018). Multi-perspective Process Mining. BPM (Dissertation/Demos/Industry), 2018 โ pure.tue.nl.
Martin, N., De Weerdt, J., & Fernรกndez-Llatas, C. et al. (2020). Recommendations for enยญhancing the usability and understandability of process mining in healthcare. Artificial Intelligence in Medicine Volume 109, September 2020, 101962, https://doi.org/10.1016/j.artmed.2020.101962ย ย
Martino, B. D., Cante, L. C., Esposito, A., Lupi, P., & Orlando, M. (2021). Temporal outlier analยญysis of online civil trial cases based on graph and process mining techniques. International Journal of Big Data Intelligence, 8(1), 31. https://doi.org/10.1504/ijbdi.2021.118746ย
Mesabbah, M., Waleed, A. H., & McKeever, S. (2019). โ A Hybrid Process Mining Framework for Automated Simulation Modelling for Healthcare. [IEEE 2019 Winter Simulation Conยญference (WSC) โ National Harbor, MD, USA (2019.12.8-2019.12.11)] 2019 Winter Simuยญlation Conference (WSC), (), 1094โ1102. https://doi.org/10.1109/wsc40007.2019.9004800ย
Michael, J., Koschmider, A., Mannhardt, F., Baracaldo, N. & Rumpe, B. (2019). User-Centered and Privacy-Driven Process Mining System Design for IoT, International Conference on Advanced Information Systems Engineering CAiSE 2019: Information Systems Engineerยญing in Responsible Information Systems, pp. 194-206 Springer
Oruthotaarachchi, C. R., & Wijayanayake, W. M. J. I. (2021). A Thematic Literature Review on Business Process Management. International Journal of Managing Value and Supply Chains, 12(1), 1-13. https://doi.org/10.5121/ijmvsc.2021.12101ย
Park, Y., & Kang, S. (2016). A Study of Process Mining-based Business Process Innovation. Procedia Computer Science, (91) 734-743. 2016/01/01/ 2016, https://doi.org/10.1016/j.procs.2016.07.066ย ย
Peppard, J., & Rowland, P. (1995). The Essence of Business Process Reengineering. New York: Prentice-Hall.
Pereira, G. P., Santos, E. A. P., & Maceno, M. M. C. (2020). Process mining project methodoloยญgy in healthcare: a case study in a tertiary hospital. Network Modeling Analysis in Health Informatics and Bioinformatics, 9, 28. https://doi.org/10.1007/s13721-020-00227-wย
Poyssick, G., & Hannaford, S. (1996). Workflow Reengineering. Mountain View, CA.: Adobe Press Editions.
Ranganathan, C., & Dhaliwal, J. S. (2001). A survey of business process reengineering pracยญtices in Singapore. Information & Management, 39(2), 125โ134. https://doi.org/10.1016/s0378-7206(01)00087-8ย
Reijers, H. A., & Limam Mansar, S. (2005). Best practices in business process redesign: an overview and qualitative evaluation of successful redesign heuristics. Omega, 33(4), 283- 306. https://doi.org/10.1016/j.omega.2004.04.012ย
Reinkemeyer, L. (2020). Process Mining in Action. Principles, Use Cases and Outlook. Santa Barbara: Springer.
Rosemann, M., & vom Brocke, J. (2010). The Six Core Elements of Business Process Management. Handbook on Business Process Management 1, 107โ122. doi: 10.1007/978-3-642-00416-2_5ย
Rupp, R., & Russell, J. (1994). Golden rules of process redesign. Quality Progress, 27(12) 85-92.
Ruschel, E., Santos, E. A. P. & Loures, E. F. R. (2020). Establishment of maintenance inspection intervals: an application of process mining techniques in manufacturing. Journal of Intelยญligent Manufacturing, 31, 53โ72. https://doi.org/10.1007/s10845-018-1434-7ย
Sachini, E., Nikou, E., & Glykas, M. (2022). Process Mining Human Resources Cost Calcuยญlations in Time Driven Activity Based Costing. In & E. N. Degirmenci (Ed.), New Fronยญtiers for Management and Strategy in the Post-Pandemic Era, vol. 130. European Proceedยญings of Social and Behavioural Sciences (pp. 170-193). European Publisher. https://doi.org/10.15405/epsbs.2022.12.02.15ย
Sikal, R., Sbai, H., & Kjiri, L. (2018). Configurable Process Mining: Variability Discovery Apยญproach. 2018 IEEE 5th International Congress on Information Science and Technology (CiSt) https://doi.org/10.1109/cist.2018.8596526ย
Smith, H. (2003). Business process management โ The third wave: Business process modelling language (bpml) and its pi-calculus foundations. Information and Software Technology, 45, 1065-1069. https://doi.org/10.1016/S0950-5849(03)00135-6ย
Trkman, P. (2010). The critical success factors of business process management. Internaยญtional Journal of Information Management, 30 (2), 125-134. https://doi.org/10.1016/j.ijinfomgt.2009.07.003ย
Turner, C. J., Tiwari, A., Olaiya, R., & Xu, Y. (2012). Process mining: from theory to practice. Busiยญness Process Management Journal, 18(3), 493โ512. https://doi.org/10.1108/14637151211232669ย
Van Der Aalst, W. (2018). Spreadsheets for business process management: Using process minยญing to deal with โeventsโ rather than โnumbersโ? Business Process Management Journal, 24 (1), 105-127. https://doi.org/10.1108/BPMJ-10-2016-0190ย
Van der Aalst, W. M. P., Reijers, H. A., Weijters, A. J. M. M., van Dongen, B. F., Alves de Medeiยญros, A. K., Song, M. & Verbeek, H. M. W. (2007). Business process mining: An industriยญal application. Information Systems, 32(5), 713โ732. https://doi.org/10.1016/j.is.2006.05.003ย
van der Aalst, W.M.P. (2009). TomTom for business process management (TomTom4BPM). in P., van Eck, J. Gordijn & R. Wieringa(Eds), Advanced Information Systems Engineering. CAiSE 2009. Lecture Notes in Computer Science, Vol. 5565, pp. 2-5. Berlin and Heidelยญberg: Springer.
Vitzileou, M., Glykas, M., & Melidis, G. (2022). Quality System Management: The Role of Huยญman Resources. In & E. N. Degirmenci (Ed.), New Frontiers for Management and Strateยญgy in the Post-Pandemic Era, vol. 130. European Proceedings of Social and Behavioural Sciences (pp. 210-238). European Publisher. https://doi.org/10.15405/epsbs.2022.12.02.17ย
Weske, M., Aalst, W., & Verbeek, H. (2004). Advances in business process management. Data & Knowledge Engineering, 50 (1), 1โ8. https://doi.org/10.1016/j.datak.2004.01.001ย
Yang, S. (2019). Applied process mining, recommendation, and visual analytics, rucore.librarยญies.rutgers.edu.
Young, E. (2019). Process mining and its impact on BPM, 2019. [Online]. Available at: assets. ey.com/content/dam/eysites/eycom/fi_fi/pdf/eyprocess-mining-and-its-impact-on-bpm.pdfย ย ย
Zerbato, F., Soffer, P., & Weber, B. (2021). Initial insights into exploratory process mining pracยญtices. In: Polyvyanyy, A., Wynn, M.T., Van Looy, A., Reichert, M. (eds). Business Process Management Forum. Lecture Notes in Business Information Processing, vol. 427. Springยญer, Cham. https://doi.org/10.1007/978-3-030-85440-9_9ย
Zerbino, P., Stefanini, A., & Aloini, D. (2021). Process Science in Action: A Literature Review on Process Mining in Business Management. Technological Forecasting and Social, (172), 1-20, https://doi.arg/10.1016/j.techfore.2021.121021ย