Risk Management Maturity Assessment Method for Strengthening the Resilience of the Intralogistics Service Process in Warehouse 4.0 (RMMAM-W4.0)

Contemporary warehouses operating under the Warehouse 4.0 paradigm are complex cyber-socio-technical systems, in which risk management maturity assessment is typically conducted in isolation from its impact on the resilience of the intralogistics handling process. The aim of this article is to develop the conceptual framework of a three-layer RMMA-W4.0 method, supporting the resilience of such systems by integrating a map of risk sources, a maturity assessment model covering seven risk management dimensions, and six resilience dimensions of the intralogistics handling process. These dimensions were linked through cross-mapping analysis, enabling a resilience profile to be derived from a maturity profile. The application of the method is illustrated through a case study of a highly automated AS/RS-class warehouse. The results showed that an aggregated maturity index may mask a significant imbalance in the profile—a high level of technical maturity did not translate into most resilience dimensions, particularly degraded-mode operation and recovery, which made it possible to formulate targeted improvement recommendations. The conclusions indicate that decomposing the assessment into a maturity profile and a resilience profile derived from it enables the identification of areas requiring priority reinforcement, while a full gap analysis remains a direction for future research.

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Publication Details

Journal
Applied Sciences
Published
2026-09-09
DOI
https://doi.org/10.3390/app16188954
Primary Topic
Digital Transformation in Industry
Type
article
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Risk Management Maturity Assessment Method for Strengthening the Resilience of the Intralogistics Service Process in Warehouse 4.0 (RMMAM-W4.0)

Agnieszka Tubis
Applied Sciences
Digital Transformation in Industry
article

Risk Management Maturity Assessment Method for Strengthening the Resilience of the Intralogistics Service Process in Warehouse 4.0 (RMMAM-W4.0)

Agnieszka Tubis
article en

Abstract

Contemporary warehouses operating under the Warehouse 4.0 paradigm are complex cyber-socio-technical systems, in which risk management maturity assessment is typically conducted in isolation from its impact on the resilience of the intralogistics handling process. The aim of this article is to develop the conceptual framework of a three-layer RMMA-W4.0 method, supporting the resilience of such systems by integrating a map of risk sources, a maturity assessment model covering seven risk management dimensions, and six resilience dimensions of the intralogistics handling process. These dimensions were linked through cross-mapping analysis, enabling a resilience profile to be derived from a maturity profile. The application of the method is illustrated through a case study of a highly automated AS/RS-class warehouse. The results showed that an aggregated maturity index may mask a significant imbalance in the profile—a high level of technical maturity did not translate into most resilience dimensions, particularly degraded-mode operation and recovery, which made it possible to formulate targeted improvement recommendations. The conclusions indicate that decomposing the assessment into a maturity profile and a resilience profile derived from it enables the identification of areas requiring priority reinforcement, while a full gap analysis remains a direction for future research.

Applied SciencesVol. 16(18)
Wrocław University of Science and Technology (PL), AGH University of Krakow (PL)
Openalex Percentile: Top 11%
Digital Transformation in Industry
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