2021
DOI: 10.1371/journal.pone.0254993
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Assessing the level of digitalization and robotization in the enterprises of the European Union Member States

Abstract: One of the main reasons for the dynamic global economic development observed in recent years is the process of digitalization, referred to as Industry 4.0. The significance of digitalization for this development is appreciated by the EU-27. In order for these actions to be effective, it is necessary to diagnose the current level of digitalization in the EU-27countries. The article presents the results of the assessment of the level of digitalization of enterprises in the EU-27 countries. An empirical analysis … Show more

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Cited by 30 publications
(21 citation statements)
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“…Third, the present study demonstrates an innovative application of the entropy–TOPSSI model for the assessment of a country’s digital trade development level. Other studies have mostly used the TOPSIS model to evaluate socioeconomical phenomena ( Watrobski et al, 2016 ; Beyaz and Yıldırım, 2020 ; Brodny and Tutak, 2021a ). The combination of the entropy weight method and TOPSIS model leads to more objective assessments that serve as an example for the researchers in digital trade field.…”
Section: Discussionmentioning
confidence: 99%
“…Third, the present study demonstrates an innovative application of the entropy–TOPSSI model for the assessment of a country’s digital trade development level. Other studies have mostly used the TOPSIS model to evaluate socioeconomical phenomena ( Watrobski et al, 2016 ; Beyaz and Yıldırım, 2020 ; Brodny and Tutak, 2021a ). The combination of the entropy weight method and TOPSIS model leads to more objective assessments that serve as an example for the researchers in digital trade field.…”
Section: Discussionmentioning
confidence: 99%
“…This concept, as a strategic initiative of the German government, was adopted as part of the action plan "High-Tech Strategy 2020" in 2011 to revolutionize the production process [18,19]. Thus, the idea of Industry 4.0 encompasses the digital transformation of the entire industrial, service, and consumer markets, from the emergence of smart manufacturing to the digitization of all of the channels necessary for the flow of all resources and value [20][21][22][23]. So far, nine core technology pillars have been identified and have been shown to have a significant impact on industrial and service activities in this regard.…”
Section: Industry 40mentioning
confidence: 99%
“…Consequently, sustainable decision making may be stimulated by putting a price on otherwise seemingly free impact costs to society [13]. The stimulation can enable the energy markets playing an important role in tackling the climate change [10,18], making the externalities of energy production visible which are hardly included in the cost estimations [11,19].…”
Section: Literature Review True Cost Accounting Frameworkmentioning
confidence: 99%
“…The Netherlands, Poland, and Germany energy markets were selected for the study. Poland and the Netherlands are among the least sustainable European energy markets [80] but show contrasting trends in industry 4.0 developments; the Netherlands is one of the most advanced, Poland the least [10,11]. Germany, in contrast, is currently reducing the amount of CO 2 emissions significantly and is on the way to becoming the pioneer in renewable energy [81].…”
Section: Data Collection and Respondentsmentioning
confidence: 99%
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