A Systems-Informed Assessment of Türkiye’s Digital, Human-Capability, and Innovation Enablers for Industry 5.0 Relative to the EU-27: An Integrated CRITIC–MARCOS and Entropy–TOPSIS Approach

Industry 5.0 reframes industrial transformation as a human-centric, sustainable and resilient socio-technical transition. Yet comparable country-level evidence on the capabilities that enable this transition remains limited, particularly for late-digitalizing economies. This study benchmarks Türkiye against the 27 European Union member states using a systems-informed multi-criteria decision-making framework. Seven indicators represent three complementary capability domains: enterprise digitalization (artificial intelligence, cloud computing, data analytics and enterprise resource planning), human capability (basic or above-basic digital skills) and innovation capacity (R&D expenditure and high-technology exports). CRITIC–MARCOS is used as the primary model, while the full 2 × 2 combination of CRITIC and Entropy weighting with MARCOS and TOPSIS ranking, equal-domain weighting and indicator-exclusion tests assess sensitivity. Türkiye ranks 28th under CRITIC–MARCOS and remains between 26th and 28th across the principal specifications. Pairwise rank correlations range from 0.932 to 0.981, supporting the stability of Türkiye’s placement in the lower-readiness group despite variation in its exact rank across methods. Türkiye is below the unweighted EU-27 country mean for all indicators, with its largest relative shortfall in high-technology exports. The findings diagnose a structural gap in the digital, human-capability and innovation enablers of Industry 5.0; they do not measure the complete Industry 5.0 construct, particularly its direct human-centric, sustainability and resilience outcomes.

Authors

Institutions

Publication Details

Journal
Systems
Published
2026-08-18
DOI
https://doi.org/10.3390/systems14081017
Primary Topic
Digital Transformation in Industry
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A Systems-Informed Assessment of Türkiye’s Digital, Human-Capability, and Innovation Enablers for Industry 5.0 Relative to the EU-27: An Integrated CRITIC–MARCOS and Entropy–TOPSIS Approach

Alaeddin Koska
Systems
Digital Transformation in Industry
article

A Systems-Informed Assessment of Türkiye’s Digital, Human-Capability, and Innovation Enablers for Industry 5.0 Relative to the EU-27: An Integrated CRITIC–MARCOS and Entropy–TOPSIS Approach

Alaeddin Koska
article en

Abstract

Industry 5.0 reframes industrial transformation as a human-centric, sustainable and resilient socio-technical transition. Yet comparable country-level evidence on the capabilities that enable this transition remains limited, particularly for late-digitalizing economies. This study benchmarks Türkiye against the 27 European Union member states using a systems-informed multi-criteria decision-making framework. Seven indicators represent three complementary capability domains: enterprise digitalization (artificial intelligence, cloud computing, data analytics and enterprise resource planning), human capability (basic or above-basic digital skills) and innovation capacity (R&D expenditure and high-technology exports). CRITIC–MARCOS is used as the primary model, while the full 2 × 2 combination of CRITIC and Entropy weighting with MARCOS and TOPSIS ranking, equal-domain weighting and indicator-exclusion tests assess sensitivity. Türkiye ranks 28th under CRITIC–MARCOS and remains between 26th and 28th across the principal specifications. Pairwise rank correlations range from 0.932 to 0.981, supporting the stability of Türkiye’s placement in the lower-readiness group despite variation in its exact rank across methods. Türkiye is below the unweighted EU-27 country mean for all indicators, with its largest relative shortfall in high-technology exports. The findings diagnose a structural gap in the digital, human-capability and innovation enablers of Industry 5.0; they do not measure the complete Industry 5.0 construct, particularly its direct human-centric, sustainability and resilience outcomes.

SystemsVol. 14(8)
Kahramanmaraş Sütçü İmam University (TR)
Industry, innovation and infrastructure
Openalex Percentile: Top 10%
Digital Transformation in Industry
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.