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Process Mining for Root Cause Analysis: A Systematic Literature Review

Cilt: 15 Sayı: 3 1 Eylül 2025
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Process Mining for Root Cause Analysis: A Systematic Literature Review

Öz

Process mining techniques mostly focus on process discovery, conformance checking, and business process performance. However, relatively little research has been done on analyzing and identifying the root causes of compliance and performance issues in process mining. In this paper, we present a systematic literature review (SLR) that explores the use, stages, approaches, challenges of applying process mining to root cause analysis (RCA) in business processes from an empirical perspective. This SLR offers an overview of the state-of-the-art and applications of process mining in RCA, highlighting opportunities to address challenges and practical limitations in this domain. The findings aim to support the implement of novel RCA techniques and guide the selection of appropriate RCA methods with specific features tailored to various needs.

Anahtar Kelimeler

Kaynakça

  1. Adams, J. N., van Zelst, S. J., Quack, L., Hausmann, K., van der Aalst, W. M., & Rose, T. (2021). A framework for explainable concept drift detection in process mining. International Conference on Business Process Management, 400–416.
  2. Akhramovich, K., Serral, E., & Cetina, C. (2024). A systematic literature review on the application of process mining to industry 4.0. Knowledge and Information Systems, 66 (5), 2699–2746.
  3. Andersen, B., & Fagerhaug, T. (2006). Root cause analysis: Simplified tools and techniques. Quality Press.
  4. Bautista, A. D., Wangikar, L., & Akbar, S. M. K. (2012). Process mining-driven optimization of a consumer loan approvals process. BPI Challenge.
  5. Berti, A., Schuster, D., & van der Aalst, W. M. (2023). Abstractions, scenarios, and prompt definitions for process mining with llms: A case study. International Conference on Business Process Management, 427–439.
  6. Bozorgi, Z. D., Teinemaa, I., Dumas, M., La Rosa, M., & Polyvyanyy, A. (2020). Process mining meets causal machine learning: Discovering causal rules from event logs. 2020 2nd International Conference on Process Mining (ICPM), 129–136.
  7. Breiman, L., Friedman, J., Stone, C. J., & Olshen, R. A. (1984). Classification and Regression Trees. CRC Press.
  8. Buijs, J. (2014). Receipt phase of an environmental permit application process (‘wabo’), coselog project. Eindhoven University of Technology.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Bilgisayar Yazılımı

Bölüm

Derleme

Erken Görünüm Tarihi

31 Ağustos 2025

Yayımlanma Tarihi

1 Eylül 2025

Gönderilme Tarihi

2 Aralık 2024

Kabul Tarihi

11 Şubat 2025

Yayımlandığı Sayı

Yıl 2025 Cilt: 15 Sayı: 3

Kaynak Göster

APA
Gurgen Erdogan, T. (2025). Process Mining for Root Cause Analysis: A Systematic Literature Review. Journal of the Institute of Science and Technology, 15(3), 765-777. https://doi.org/10.21597/jist.1594801
AMA
1.Gurgen Erdogan T. Process Mining for Root Cause Analysis: A Systematic Literature Review. Iğdır Üniv. Fen Bil Enst. Der. 2025;15(3):765-777. doi:10.21597/jist.1594801
Chicago
Gurgen Erdogan, Tugba. 2025. “Process Mining for Root Cause Analysis: A Systematic Literature Review”. Journal of the Institute of Science and Technology 15 (3): 765-77. https://doi.org/10.21597/jist.1594801.
EndNote
Gurgen Erdogan T (01 Eylül 2025) Process Mining for Root Cause Analysis: A Systematic Literature Review. Journal of the Institute of Science and Technology 15 3 765–777.
IEEE
[1]T. Gurgen Erdogan, “Process Mining for Root Cause Analysis: A Systematic Literature Review”, Iğdır Üniv. Fen Bil Enst. Der., c. 15, sy 3, ss. 765–777, Eyl. 2025, doi: 10.21597/jist.1594801.
ISNAD
Gurgen Erdogan, Tugba. “Process Mining for Root Cause Analysis: A Systematic Literature Review”. Journal of the Institute of Science and Technology 15/3 (01 Eylül 2025): 765-777. https://doi.org/10.21597/jist.1594801.
JAMA
1.Gurgen Erdogan T. Process Mining for Root Cause Analysis: A Systematic Literature Review. Iğdır Üniv. Fen Bil Enst. Der. 2025;15:765–777.
MLA
Gurgen Erdogan, Tugba. “Process Mining for Root Cause Analysis: A Systematic Literature Review”. Journal of the Institute of Science and Technology, c. 15, sy 3, Eylül 2025, ss. 765-77, doi:10.21597/jist.1594801.
Vancouver
1.Tugba Gurgen Erdogan. Process Mining for Root Cause Analysis: A Systematic Literature Review. Iğdır Üniv. Fen Bil Enst. Der. 01 Eylül 2025;15(3):765-77. doi:10.21597/jist.1594801