---
res:
  bibo_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.@eng
  bibo_authorlist:
  - foaf_Person:
      foaf_givenName: Iris
      foaf_name: Gräßler, Iris
      foaf_surname: Gräßler
      foaf_workInfoHomepage: http://www.librecat.org/personId=47565
    orcid: 0000-0001-5765-971X
  - foaf_Person:
      foaf_givenName: Marcel
      foaf_name: Niemeyer, Marcel
      foaf_surname: Niemeyer
      foaf_workInfoHomepage: http://www.librecat.org/personId=68576
  bibo_volume: 24
  dct_date: 2026^xs_gYear
  dct_isPartOf:
  - http://id.crossref.org/issn/ 978-9-492859-40-2
  dct_language: eng
  dct_subject:
  - Predictive Maintenance
  - Artificial Intelligence
  - Data Processing
  - Competencies
  - Role Profiles
  dct_title: COMPETENCY PROFILES FOR THE USE  OF PREDICTIVE MAINTENANCE IN SMES@
...