COMPETENCY PROFILES FOR THE USE OF PREDICTIVE MAINTENANCE IN SMES
I. Gräßler, M. Niemeyer, in: J.D.N. Gonzalez, M.G. Romay, EUROSIS-ETI (Eds.), 24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE, 2026, pp. 91–97.
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Conference Paper
| Published
| English
Editor
Gonzalez, Jose David Nunez;
Romay, Manuel Grana
Corporate Editor
EUROSIS-ETI
Abstract
Predictive Maintenance is a key element of data-driven maintenance strategies in Industry 4.0. It promises improved asset availability and operational efficiency. In addition to data analytics and machine learning, simulation-based assessment and digital representations of production systems increasingly complement Predictive Maintenance by enabling the evaluation of maintenance decisions and failure risks before physical intervention. However, small and medium-sized enterprises (SMEs) often face challenges in realizing these benefits due to insufficient employee competencies across all domains. As a prerequisite, a clear understanding of competency gaps that hinder employees to use relevant key technologies such as artificial intelligence and data analytics is needed. This paper presents competency profiles that define relevant competencies for the use of simulation-based Predictive Maintenance and map these competencies to relevant roles that need them. The study is based on a systematic literature review about competencies for digitalization processes in industry focusing on maintenance and, more specifically, data technologies in maintenance. The competency profile is validated through a Delphi-Study with industry representatives assessing the identified competency levels. The results support a more holistic understanding of Predictive Maintenance and provide guidance for targeted competency development in SMEs.
Keywords
Publishing Year
Proceedings Title
24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE
Volume
24
Page
91-97
Conference
24th Industrial Simulation Conference 2026
Conference Location
San Sebastian, Spain
Conference Date
2026-05-27 – 2026-05-29
ISBN
LibreCat-ID
Cite this
Gräßler I, Niemeyer M. COMPETENCY PROFILES FOR THE USE OF PREDICTIVE MAINTENANCE IN SMES. In: Gonzalez JDN, Romay MG, EUROSIS-ETI, eds. 24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE. Vol 24. ; 2026:91-97.
Gräßler, I., & Niemeyer, M. (2026). COMPETENCY PROFILES FOR THE USE OF PREDICTIVE MAINTENANCE IN SMES. In J. D. N. Gonzalez, M. G. Romay, & EUROSIS-ETI (Eds.), 24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE (Vol. 24, pp. 91–97).
@inproceedings{Gräßler_Niemeyer_2026, title={COMPETENCY PROFILES FOR THE USE OF PREDICTIVE MAINTENANCE IN SMES}, volume={24}, booktitle={24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE}, author={Gräßler, Iris and Niemeyer, Marcel}, editor={Gonzalez, Jose David Nunez and Romay, Manuel Grana and EUROSIS-ETI}, year={2026}, pages={91–97} }
Gräßler, Iris, and Marcel Niemeyer. “COMPETENCY PROFILES FOR THE USE OF PREDICTIVE MAINTENANCE IN SMES.” In 24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE, edited by Jose David Nunez Gonzalez, Manuel Grana Romay, and EUROSIS-ETI, 24:91–97, 2026.
I. Gräßler and M. Niemeyer, “COMPETENCY PROFILES FOR THE USE OF PREDICTIVE MAINTENANCE IN SMES,” in 24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE, San Sebastian, Spain, 2026, vol. 24, pp. 91–97.
Gräßler, Iris, and Marcel Niemeyer. “COMPETENCY PROFILES FOR THE USE OF PREDICTIVE MAINTENANCE IN SMES.” 24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE, edited by Jose David Nunez Gonzalez et al., vol. 24, 2026, pp. 91–97.