Autor: Katharina Morsch

AI-Driven Organization as a New Work Paradigm

AI-Driven Organization as a New Work Paradigm

Implications for individual and organizational change
Wolfgang Beinhauer, Josephine Hofmann, Leonie Krauch, Katharina Morsch, Carsten Schmidt
Is it sufficient to train employees in the use of AI tools, or does the AI organization require an entirely new set of competencies? This paper introduces a digital enablement model comprising three competency dimensions and demonstrates, through an upskilling program implemented at the Fraunhofer Institute for Industrial Engineering IAO, how organizations can sustainably bridge the AI adoption gap.
Industry 4.0 Science | Volume 44 | 2026 | Edition 5 | Pages 94-100
Designing Effective AI Certification

Designing Effective AI Certification

Insights from established certification domains for the standardization of human-centered AI
Katharina Morsch
Certification for human-centered AI is becoming increasingly important—as a source of competitive differentiation, a response to regulatory expectations, and a mechanism for fostering human-centered work environments. But how can organizations determine whether the underlying requirements are truly embedded in practice? Drawing on expert interviews from established certification domains, this paper shows that the decisive question is answered not during the audit itself, but in the period between audit cycles. Ultimately, it is not the certificate that matters, but the commitment of organizational leadership and the organization as a whole to engage seriously in the certification process and its continuous implementation.
Industry 4.0 Science | Volume 44 | 2026 | Edition 5 | Pages 86-92 | DOI 10.30844/I4SE.26.4.8