{"id":94131,"date":"2023-02-15T12:00:00","date_gmt":"2023-02-15T12:00:00","guid":{"rendered":"https:\/\/industry-science.com\/?post_type=article&#038;p=94131"},"modified":"2025-02-05T11:48:03","modified_gmt":"2025-02-05T10:48:03","slug":"covid-19-catalyst-digitalization","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/covid-19-catalyst-digitalization\/","title":{"rendered":"COVID-19: A Catalyst for Digitalization and Transparency?"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">In addition to a variety of social and ecological issues, the COVID-19 crisis has had an economic impact, especially in the context of global supply chains. At the beginning of the crisis in January 2020, procurement activities and the material flow of numerous companies were significantly disrupted by the closure of many factories in China. This was followed by negative economic effects on Europe and the rest of the world from mid-March, further weakening the demand side. As a result, supply chains worldwide have come under considerable pressure. Even before the pandemic, the trade dispute between the USA and China and the UK&#8217;s impending exit from the European Union had led to uncertainty [1, 2, 3].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The crisis has affected the various industries in Germany to varying degrees. For example, at the beginning of the crisis, the automotive industry struggled primarily with procurement problems, followed by a 61% decline in sales in April 2020 [4]. Although sales recovered slightly, they remained 21% below the pre-crisis level in August 2020. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In addition to the manufacturing industry, the effects have also inevitably led to restrictions in the logistics sector. Initially, this was particularly noticeable given the partially closed borders within Europe or the interrupted flow of goods from Asia [5]. As a result, the logistics industry had to adapt to the changed circum\u00adstances. On the one hand, there has been a shift or reduction in the flow of goods. A current study by PWC assumes that logistics services will decline by 8.6% in 2020 [6]. On the other hand, the demand for B2C shipments in the CEP (courier, express, parcel) sector have increased due to a higher volume of online trading, while shipments to business customers have decreased [7]. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The crisis has revealed the vulnerability of global supply chains. Therefore, the short and long-term effects of the crisis were discussed in the media and academic circles. The term \u2018Resilience\u2019 is often used to describe the ability of supply chains to be resilient to potential threats [8, 9]. Resilience describes the ability of a system to withstand disruptions through proactive measures that lead to the restoration of its original state or even the improvement of its position [10].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Various factors influence the resilience of supply chains, such as knowledge of the structure of the supply chain or accurate information on inventory levels [11]. In addition, resilience requires a resilient supplier structure. In this regard, companies need to consider which regions they source their goods from and the extent to which they diversify their supplier base [12]. Incorporating digitalization into the supply chain is seen as another factor of increasing relevance for the future, as it enables the necessary transparency to improve the response to disruptions in the supply chain [10].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In addition to the technical infrastructure, a sufficient level of transparency requires the willingness of various actors to exchange data and thus trust one another. In total, five core topics can be identified that are affected as a result of the COVID-19 crisis [cf. 13, 14]:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Increasing importance of flexibility to ensure competitiveness <\/li>\n\n\n\n<li>Identification of resilience as a success factor for value chains <\/li>\n\n\n\n<li>Acceleration of digitalization and development of digital business models <\/li>\n\n\n\n<li>Regionalization of manufacturing <\/li>\n\n\n\n<li>Change in work organization through flexibilization <\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This study aims to provide an overview of the current situation in the supply chains, particularly regarding the aspects of transparency and digitalization, and to provide an outlook for future developments. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Research approach <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">To examine the effects of the COVID-19 crisis on supply chains, a cross-sectional study was carried out in Hamburg in collaboration with the Logistics Initiative Hamburg (LIHH). Developments in global supply chains are particularly important for the logistically well-located Hamburg, as changes in supply chains quickly impact the local economy, which is largely characterized by logistics and trading companies. The survey was carried out using an online questionnaire that was sent to the members of the Logistics Initiative Hamburg.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In the period from August 5th to August 28th, 2020, we received 150 completed questionnaires. Some of the respondents hailed from sectors such as Software and IT, Consulting, and Education. Since it is difficult to assess the impact on the supply chains for companies in these industries, the initial step was to remove them from the analysis. The result was a sample of 108 respondents, which was then subjected to a comparative statistical analysis using Tableau\u00ae.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The sample (see <strong>Fig. 1<\/strong>) consists predominantly of logistics service providers (79%) and, to a lesser extent, manufacturing and trading companies (21%). Among the respondents, 69% worked in small and medium-sized enterprises (SMEs) (fewer than 500 employees) and 31% in large companies.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"458\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-1-1-1024x458.jpg\" alt=\"Company sizes and industries represented in the survey\" class=\"wp-image-101924\" style=\"width:840px;height:auto\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-1-1-1024x458.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-1-1-scaled-510x228.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-1-1-scaled-64x29.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-1-1-764x341.jpg 764w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-1-1-768x343.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-1-1-514x230.jpg 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-1-1-1536x686.jpg 1536w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-1-1-2048x915.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong>Figure 1<\/strong>: <em>Company sizes and industries represented in the survey.<\/em><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Transparency in supply chains <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Globalization caused significant changes to supply chains in recent decades. Driven by cost pressure [15] and the concentration on core competencies in combination with reduced trade restrictions, many companies have in the past relocated production capacities to low-wage countries (\u201coffshoring\u201d) [16, 17]. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">While offshoring manufacturing has reduced costs and opened up new sales potential, it also led to new challenges. As a result, many companies face the challenge of maintaining product quality and ensuring sufficient responsiveness in the supply chain [18]. In addition, offshoring entails additional risks due to political uncertainties or natural disasters. As a result, the real cost savings are often significantly lower than expected. To be able to deal with the resulting complexity and the resulting risks in the supply chain, sufficient knowledge about the supplier structure appears to be necessary [11]. This knowledge enables organizations to identify impending risks in good time and take appropriate measures proactively.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"426\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-2-1-1024x426.jpg\" alt=\"Percentage of companies with medium to high levels of supply chain knowledge\" class=\"wp-image-101926\" style=\"width:665px;height:auto\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-2-1-1024x426.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-2-1-scaled-510x212.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-2-1-scaled-64x27.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-2-1-764x318.jpg 764w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-2-1-768x320.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-2-1-514x214.jpg 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-2-1-1536x639.jpg 1536w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-2-1-2048x852.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong>Figure 2<\/strong>: <em>Percentage of companies with medium to high levels of supply chain knowledge.<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">However, studies show that many companies generally have a low level of knowledge about their supply chains. Currently, only 8% of the companies in the clothing industry can trace their products back to their origin [19] and 81% of consumer goods manufacturers have no or only limited transparency about the sustainability activities of their suppliers [20]. These examples show that companies across many industries often have limited visibility into upstream supply chain activities.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, further studies have shown that enhanced transparency can increase efficiency in supply chains and reduce both costs and risks [21, 22]. In addition, other negative effects of a lack of transparency were identified, such as lower cost control, lack of insight into important technological developments, and difficulties in ensuring sustainable and socially responsible manufacturing conditions among suppliers [23].<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Results of the survey <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The results of the survey largely confirm the observations described above, as shown in <strong>Figure&nbsp;2<\/strong>. 54% of the companies surveyed stated to have a high level of knowledge about the locations of their direct suppliers. However, companies are less well informed about the financial situation of their direct suppliers: 44% of the respondents from large companies stated that they had a high to very high level of knowledge. It is noticeable that, at 31%, significantly fewer SMEs can demonstrate a similarly high level of knowledge. However, across the two company categories, at least two-thirds have a medium to high level of knowledge. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A different picture emerges regarding the level of knowledge of the supply chain beyond the immediate direct suppliers. Results show that only 25% of large corporations and 21% of SMEs have high or very high levels of knowledge in this area. Even including companies with a medium level of knowledge, it can be assumed that only around half of the companies have knowledge that goes beyond their direct suppliers. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In addition to the level of information about suppliers, the results of the survey reveal potential for the intensified exchange of operational data (see <strong>Fig. 3<\/strong>). For example, 61% of respondents stated the need for demand forecasts from their supply chains, but 25% of these respondents did not receive this data. A similar picture emerges from the data on material flow disruptions. In this respect, 27% of those surveyed stated that they did not have the necessary data. Across all types of information, the results also show that data exchange has increased since the COVID-19 crisis. However, there remains a significant proportion of companies whose information requirements have not yet been adequately met.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"446\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-3-1-1024x446.jpg\" alt=\"Proportion of companies surveyed with a need for data from their supply chain\" class=\"wp-image-101929\" style=\"width:660px;height:auto\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-3-1-1024x446.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-3-1-scaled-510x222.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-3-1-scaled-64x28.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-3-1-764x333.jpg 764w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-3-1-768x335.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-3-1-514x224.jpg 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-3-1-1536x669.jpg 1536w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-3-1-2048x892.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong>Figure 3<\/strong>: <em>Proportion of companies surveyed with a need for data from their supply chain.<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">It is often argued that COVID-19 is promoting digitalization. German companies, especially SMEs, have long been facing significant challenges in digital transformation [24]. In terms of the extent to which the COVID-19 crisis is driving this development, a distinction is rarely made between the digitalization of business processes and far-reaching digitalization measures that include the development of new business models. The survey provides some information on this (see <strong>Fig. 4<\/strong>). Most companies are planning to expand their investments in digitalization based on the findings of the crisis.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The focus is particularly on the digitalization of business processes, in which almost 77% of both SMEs and large companies want to invest more. In terms of the implementation of artificial intelligence, the proportion of large companies that see a need for investment is significantly larger. Almost 51% of respondents from large companies want to increase their investments in artificial intelligence, while the proportion rests at a significantly lower 35% for SMEs. On the other hand, 63% of SMEs see investment potential in the development of new business models, compared to 49% of large corporations.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This development shows that companies are not only interested in making their existing processes more crisis-proof and future-oriented but also in strategically adapting to new circumstances.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"566\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-4-1-1024x566.jpg\" alt=\"Share of companies that want to increase their investments in digitalization\" class=\"wp-image-101931\" style=\"width:661px;height:auto\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-4-1-1024x566.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-4-1-scaled-510x282.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-4-1-scaled-64x35.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-4-1-678x375.jpg 678w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-4-1-768x425.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-4-1-514x284.jpg 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-4-1-1536x849.jpg 1536w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Bild-4-1-2048x1133.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong>Figure 4<\/strong>: <em>Share of companies that want to increase their investments in digitalization.<\/em><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Overall, the results of the study show that the COVID-19 crisis is changing companies&#8217; awareness of their supply chain. The study shows that the level of knowledge about the supply chain &#8211; especially as to how it extends beyond direct suppliers &#8211; has generally been low and that more transparency in the supply chain is needed. An important element to achieve transparency in the supply chain is the willingness to share data. This study indicates that Hamburg-based companies are receiving more data from their supply chain partners as a result of the crisis.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, there remains a significant proportion of respondents whose data requirements cannot be fully satisfied so far. Above all, companies lack sensitive information about partners&#8217; demand forecasts and material flow disruptions, which are highly relevant for the short and medium-term adjustment of resources. The results of the survey do not answer whether this is due to a lack of information among the partners themselves, or rather to an unwillingness to share it.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, the effects of the COVID-19 crisis made clear that a high level of responsiveness requires a sufficient availability of data about the companies\u2019 supply chains. From this, it can be deduced that further action is needed to ensure the trustworthy exchange of data. Findings on the question of how data will be shared in the future can be drawn from the results on investments in digitalization. The results show a growing awareness of digitalization in the companies. In particular, increasing investments in the digitalization of business processes, products, and services suggest that companies see a need for further action here.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, it remains partly unclear how companies will manage to use the resulting volumes of data profitably for decision-making. Around 59% of both large companies and SMEs say they want to increasingly invest in web-based platforms that make data accessible to internal stakeholders as well as external partners. However, among SMEs, companies that want to increase their investments in business analytics follow at a considerable distance (50%) and, at an even greater distance, those who want to invest in artificial intelligence (35%).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">On the other hand, the difference between investments in the use of data and the provision of data is smaller for large companies. This suggests that large corporations have already made further progress in digitizing their processes. As a result, investments in the use of data may become more important for large companies. However, SMEs should also be aware that they can only fully exploit the advantages of digitalization if they leverage the potential of their data for decision-making.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The results of the study show that the COVID-19 crisis can be seen as a catalyst for the implementation of existing trends such as digitalization, transparency, and cross-company data exchange [14, 15]. This development not only appears to be suitable for ensuring more efficient processes in supply chains but also contributes significantly to the establishment of flexible and resilient supply chain structures. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, companies should avoid finding themselves in a similar situation to the one after the financial crisis of 2008\/2009. It could be observed that as a result of that crisis, companies focused on analyzing the supplier structure and expanding their risk management, but over time they returned their focus to increasing efficiency and creating innovations [25]. For long-term resilient and flexible supply chains, however, these developments must be anchored in both continuous change management and supply chain risk management.<\/p>\n<hr><div class=\"gito-pub-content-bibliography\"><h2>Bibliography <\/h2>[1] Handfield, R. B.; Graham, G.; Burns, L.: Corona virus, tariffs, trade wars and supply chain evolutionary design, IJOPM, ahead-of-print, 2020.\r<br>[2] Kl\u00f6s, H.-P.: Nach dem Corona-Schock: Digitalisierungspotenziale f\u00fcr Deutschland, 2020, IW-Policy Paper 14\/2020.\r<br>[3] Raehlmann, I.: Corona! Die Krise der Verschlankung und ihre Folgen (ger). In: Zeitschrift fur Arbeitswissenschaft, 2020, pp. 1-6.\r<br>[4] Kraftfahrtbundesamt: Fahrzeugzulassungen im September 2020: Pressemitteilung No. 23\/2020. URL: www.kba.de\/SharedDocs\/Pressemitteilungen\/DE\/2020\/pm_23_2020_fahrzeugzulassungen_09_2020_pdf.pdf?__blob=publicationFile&amp;v=4, accessed Nov 24, 2020.\r<br>[5] Ankel, S.: Trucks are forming 37-mile-long queues at European borders after authorities started closing them to stop the coronavirus spread. URL: www.businessinsider.com\/coronavirus-europe-borders-shut-trucks-traffic-jam-2020-3?r=DE&amp;IR=T, accessed Nov 24, 2020.\r<br>[6] Bauer, I. et al.: Transport and logistics barometer: 2020 mid-year analysis of M&amp;A deals, joint ventures and strategic alliances in the transport and logistics industry. URL: www.pwc.de\/de\/transport-und-logistik\/transport-and-logistics-barometer-h1-2020.pdf.\r<br>[7] BIEK: Rekord-Weihnachten: 420 Millionen Sendungen an Privatpersonen erwartet. URL: www.biek.de\/presse\/meldung\/rekord-weihnachten-420-millionen-sendungen-an-privatpersonen-erwartet.html, accessed Nov 24, 2020.\r<br>[8] Ponomarov, S. Y.; Holcomb, M. C.: Understanding the concept of supply chain resilience, International Journal of Logistics Management, Vol. 20, No. 1, 2009, pp. 124-143.\r<br>[9] van Hoek, R.: Research opportunities for a more resilient post-COVID-19 supply chain &#8211; closing the gap between research findings and industry practice, IJOPM, Vol. 40, No. 4, 2020, pp. 341-355.\r<br>[10] Scholten, K.; Schilder, S.: The role of collaboration in supply chain resilience, Supply Chain Management, Vol. 20, No. 4, 2015, pp. 471-484.\r<br>[11] Wilding, R.; Dohrmann, K.; Wheatly, M.: Post-Coronavirus Supply Chain Recovery: The Journey Towards the New Normal. URL: www.dhl.com\/content\/dam\/dhl\/global\/core\/documents\/pdf\/glo-core-post-covid-eme-white-paper.pdf, accessed Nov 24, 2020.\r<br>[12] Roscoe, S.; Skipworth, H.; Aktas, E.; Habib, F.: Managing supply chain uncertainty arising from geopolitical disruptions: evidence from the pharmaceutical industry and brexit, IJOPM, ahead-of-print, 2020.\r<br>[13] Hippold, S.: 6 Strategies for a More Resilient Supply Chain. URL: www.gartner.com\/smarterwithgartner\/6-strategies-for-a-more-resilient-supply-chain\/, accessed Sept 3, 2020.\r<br>[14] Falk, S. et al.: Corona und die Folgen: Zehn Thesen zur Zukunft digitaler Gesch\u00e4ftsmo-delle f\u00fcr Industrie 4.0 in der Post-Corona-\u00d6konomie. URL: www.plattform-i40.de\/PI40\/Redaktion\/DE\/Downloads\/Publikation\/Corona_Thesen.pdf?__blob=publicationFile&amp;v=5 , accessed Sept 21, 2020\r<br>[15] Kersten, W.; von See, B.; Lodemann S.; Grotemeier, C.: Trends und Strategien in Logistik und Supply Chain Management &#8211; Entwicklungen und Perspektiven einer nachhaltigen und digitalen Transformation, BVL.digital GmbH, 2020.\r<br>[16] Farrell, D.: Offshoring: Value Creation through Economic Change, Journal of Management Studies, Vol. 42, No. 3, 2005, pp. 675-683.\r<br>[17] OECD: Offshoring and Employment: Trends and Impacts, 2007.\r<br>[18] Heim, E.; Matiz, D.; Ehrat, M.: Offshoring oder Reshoring?, ZWF, Vol. 109, No. 12, 2014, pp. 920-922.\r<br>[19] Tatzenko, J. et al.: The 2019 Ethical Fashion Report: The Truth Behind the Barcode. URL: https:\/\/apo.org.au\/sites\/default\/files\/resource-files\/2019-04\/apo-nid229606.pdf, accessed April 24, 2020.\r<br>[20] The Sustainability Consortium: Greening Global Supply Chains: From Blind Spots To Hotspots To Action. Impact Report. URL: www.sustainabilityconsortium.org\/tsc-downloads\/greening-global-supply-chains-from-blindspots-to-hotspots-to-action\/?wpdmdl=19769&amp;ind=1501155000091, accessed April 24, 2020.\r<br>[21] Nooraie, S. V.; Mellat Parast, M.: A Multi-Objective Approach to Supply Chain risk Management: Integrating Visibility with Supply and Demand Risk, Int J Prod Econ, Vol. 161, 2015, pp. 192-200.\r<br>[22] Yu, M.-C.; Goh, M.: A Multi-Objective Approach to Supply Chain Visibility and Risk, European Journal of Operational Research, Vol. 233, No. 1, 2014, S. 125-130.\r<br>[23] Choi, T. Y.; Linton, T.: Don&#8217;t let your Supply Chain Control your Business, Harvard Business Review, Vol. 12, No. 89, 2011, pp. 112-117.\r<br>[24] Sch\u00f6pper, H.; Lodemann, S.; D\u00f6rries, F.; Kersten, W.: Digitalisierung deutscher KMU im Branchenvergleich, I40M, Vol. 2018, No. 2, 2018, pp. 38-42.\r<br>[25] DVZ Redaktion: \u201eDer \u00f6konomische Antrieb der Globalisierung bleibt sehr stark\u201c. URL: www.dvz.de\/rubriken\/land\/detail\/news\/der-oekonomische-antrieb-der-globalisierung-bleibt-sehr-stark.html, accessed May 5, 2020.<\/div><div id=\"download-section\" class=\"gito-pub-download-section\" style=\"text-align:center;margin:20px;\"><h2>Your downloads<\/h2><button style=\"font-size:14px;margin-right:15px;\" class=\"button gito-pub-cpt-download-button\" data-postid=\"94131\" data-userid =\"0\" data-filename=\"schnelle_Corona-Katalysator-fuer-Digitalisierung-und-Transparenz_IM2021_1.pdf\"><span style=\"margin-top:5px !important;\" class=\"dashicons dashicons-download\"><\/span>&nbsp;&nbsp;PDF (DE)<\/button><button style=\"font-size:14px;margin-right:15px;\" class=\"button gito-pub-cpt-download-button\" data-postid=\"94131\" data-userid =\"0\" data-filename=\"I4S_01-2023_Schnelle.pdf\"><span style=\"margin-top:5px !important;\" class=\"dashicons dashicons-download\"><\/span>&nbsp;&nbsp;PDF (EN)<\/button><\/div><br>Potentials: <span class=\"gito-pub-tag-element\"><a href=\"\/potentials\/globalization\/\">Globalization<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/potentials\/profitability\/\">Profitability<\/a><\/span> <div class=\"gito-pub-tags-social-share\" style=\"display:flex;justify-content:space-between;\"><div>Tags: <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/corona-en\/\">Corona<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/covid-19-en\/\">COVID-19<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/digitalisierung-en\/\">Digitalisierung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/supply-chain-en\/\">supply chain<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=COVID-19%3A%20A%20Catalyst%20for%20Digitalization%20and%20Transparency%3F - https:\/\/industry-science.com\/en\/articles\/covid-19-catalyst-digitalization\/\" data-action=\"share\/whatsapp\/share\" class=\"icon button circle is-outline tooltip whatsapp show-for-medium\" title=\"Share on WhatsApp\" aria-label=\"Share on WhatsApp\"><i class=\"icon-whatsapp\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/www.facebook.com\/sharer.php?u=https:\/\/industry-science.com\/en\/articles\/covid-19-catalyst-digitalization\/\" data-label=\"Facebook\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); 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return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip linkedin\" title=\"Share on LinkedIn\" aria-label=\"Share on LinkedIn\" rel=\"noopener nofollow\"><i class=\"icon-linkedin\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><\/div><hr style=\"margin-top:0px;\">\n<h2 class=\"gito-pub-frontend-post-headline\">You might also be interested in<\/h2>\n<!-- GITO_PUB_POST start flex-container -->\n<div class=\"gito-pub-flex-container\">\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/foundation-models-in-industrial-robotics\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/kuhlenkoetter_AdobeStock_2050908266_phonlamaiphoto-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/kuhlenkoetter_AdobeStock_2050908266_phonlamaiphoto-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/kuhlenkoetter_AdobeStock_2050908266_phonlamaiphoto-196x180.webp\" alt=\"Foundation Models in Industrial Robotics\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Foundation Models in Industrial Robotics\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Foundation Models in Industrial Robotics<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Requirements for AI-supported assistance in production and logistics<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/bernd-kuhlenkoetter-en\/\">Bernd Kuhlenk\u00f6tter<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-5015-7490\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/daniel-syniawa-en\/\">Daniel Syniawa<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     <div class=\"gito-pub-frontend-post-card-abo-sign gito-pub-login-register-link\" data-targetabo=\"expert\" data-targeturl=\"https:\/\/industry-science.com\/en\/articles\/foundation-models-in-industrial-robotics\/\" title=\"please login or register - content can only be read in its entirety with a subscription  expert\">\n\t\t\t                         <img decoding=\"async\" src=\"https:\/\/industry-science.com\/wp-content\/plugins\/gito-publisher\/img\/i4s-login.png\">\n\t\t\t                      <\/div>Foundation models are increasingly changing the way robots are used in industry. Instead of writing complex programs line by line, programmers will soon be able to collaborate more closely with AI systems, describe tasks, and review generated solutions. This shifts their role from purely generating code to conceptual, supervisory, and validation activities. This article highlights the new possibilities that large AI models create for robot programming and the changes they entail for work and required skills in industrial practice.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 44 | 2026 | Edition 5 | Pages 16-23 | DOI <a style=\"font-weight:bold !important;\" href=\"10.30844\/I4SE.26.5.2\" target=\"_blank\">10.30844\/I4SE.26.5.2<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/ai-driven-organization-as-a-new-work-paradigm\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/hoelzle_AdobeStock_1913936617_Chaosamran_Studio-640x325.png\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/hoelzle_AdobeStock_1913936617_Chaosamran_Studio-196x180.png\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/hoelzle_AdobeStock_1913936617_Chaosamran_Studio-196x180.png\" alt=\"AI-Driven Organization as a New Work Paradigm\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"AI-Driven Organization as a New Work Paradigm\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">AI-Driven Organization as a New Work Paradigm<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Implications for individual and organizational change<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/wolfgang-beinhauer\/\">Wolfgang Beinhauer<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/josephine-hofmann\/\">Josephine Hofmann<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/leonie-krauch\/\">Leonie Krauch<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/katharina-morsch\/\">Katharina Morsch<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/carsten-schmidt\/\">Carsten Schmidt<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     <div class=\"gito-pub-frontend-post-card-abo-sign gito-pub-login-register-link\" data-targetabo=\"expert\" data-targeturl=\"https:\/\/industry-science.com\/en\/articles\/ai-driven-organization-as-a-new-work-paradigm\/\" title=\"please login or register - content can only be read in its entirety with a subscription  expert\">\n\t\t\t                         <img decoding=\"async\" src=\"https:\/\/industry-science.com\/wp-content\/plugins\/gito-publisher\/img\/i4s-login.png\">\n\t\t\t                      <\/div>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.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 44 | 2026 | Edition 5 | Pages 94-100<\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/designing-effective-ai-certification\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/morsch_AdobeStock_1860648731_InfiniteFlow-640x325.png\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/morsch_AdobeStock_1860648731_InfiniteFlow-196x180.png\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/morsch_AdobeStock_1860648731_InfiniteFlow-196x180.png\" alt=\"Designing Effective AI Certification\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Designing Effective AI Certification\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Designing Effective AI Certification<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Insights from established certification domains for the standardization of human-centered AI<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/katharina-morsch\/\">Katharina Morsch<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     <div class=\"gito-pub-frontend-post-card-abo-sign gito-pub-login-register-link\" data-targetabo=\"expert\" data-targeturl=\"https:\/\/industry-science.com\/en\/articles\/designing-effective-ai-certification\/\" title=\"please login or register - content can only be read in its entirety with a subscription  expert\">\n\t\t\t                         <img decoding=\"async\" src=\"https:\/\/industry-science.com\/wp-content\/plugins\/gito-publisher\/img\/i4s-login.png\">\n\t\t\t                      <\/div>Certification for human-centered AI is becoming increasingly important\u2014as 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.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 44 | 2026 | Edition 5 | Pages 86-92 | DOI <a style=\"font-weight:bold !important;\" href=\"10.30844\/I4SE.26.4.8\" target=\"_blank\">10.30844\/I4SE.26.4.8<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/complementors-digital-ecosystems\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/Zabel_AdobeStock_260585096_radachynskyi-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/Zabel_AdobeStock_260585096_radachynskyi-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/Zabel_AdobeStock_260585096_radachynskyi-196x180.webp\" alt=\"Cooperation Routines of Complementors in Digital Ecosystems\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Cooperation Routines of Complementors in Digital Ecosystems\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Cooperation Routines of Complementors in Digital Ecosystems<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">A microfoundation of integrative dynamic capability<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/christian-zabel-en\/\">Christian Zabel<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-4636-6679\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/tahir-schmidt\/\">Tahir Schmidt<\/a> <a href=\"https:\/\/orcid.org\/0009-0004-2409-6665\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Complementors are central to value creation in digital ecosystems yet have limited leverage and must adapt through dynamic capabilities. Building on the Profiting From Innovation Framework, this study examines how integrative capabilities manifest for complementors through cooperative routines. Based on a systematic literature review of Scopus-indexed studies from 2020 to mid-2025 focusing on the microfoundation \u201corchestrating ecosystem actors\u201d, we identify two routine clusters. Complementors cooperate with other complementors via partner sensing, scouting, coalitions, resource sharing, and risk allocation while protecting critical assets. They cooperate with platform owners via multichannel boundary spanning, quality signaling, governance compliance, boundary resource integration, and co-development, while facing the risk of owner entry. Research gaps concern the formalization of cooperation routines, taxonomy, and B2B contexts.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 4 | Pages 22-28 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.4.3\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.4.3<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/supplier-selection-industry-4-0\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/Ganesh_AdobeStock_1953691998_Vlad-Rakin-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/Ganesh_AdobeStock_1953691998_Vlad-Rakin-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/Ganesh_AdobeStock_1953691998_Vlad-Rakin-196x180.webp\" alt=\"Data-Driven Supplier Selection in Industry 4.0\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Data-Driven Supplier Selection in Industry 4.0\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Data-Driven Supplier Selection in Industry 4.0<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Towards an industrial platform for selection and configuration<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/purushothaman-ganesh\/\">Purushothaman Ganesh<\/a> <a href=\"https:\/\/orcid.org\/0009-0009-4245-467X\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/baris-e-albayrak\/\">Baris E. Albayrak<\/a> <a href=\"https:\/\/orcid.org\/0009-0001-1193-1279\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/joerg-franke-en\/\">J\u00f6rg Franke<\/a> <a href=\"https:\/\/orcid.org\/0000-0003-0700-2028\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/till-sindel\/\">Till Sindel<\/a> <a href=\"https:\/\/orcid.org\/0009-0004-3507-631X\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/jens-fuerst\/\">Jens F\u00fcrst<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/sebastian-lang\/\">Sebastian Lang<\/a> <a href=\"https:\/\/orcid.org\/0000-0003-3397-1551\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Industrial supply chains must repeatedly reconfigure sourcing strategies in response to disruptions, yet supplier capability information remains heterogeneous and difficult to operationalize. Existing research addresses supplier selection, simulation, and interoperability standards separately, treating discovery, evaluation, and optimization as disconnected steps requiring manual data transformation. This paper presents a framework for a data-driven industrial platform integrating three components: Asset Administration Shell-based supplier profiles structured by an Actor-Service ontology for semantic discovery, automatic discrete-event simulation model generation from layout data for performance evaluation, and KPI-driven configuration using optimization algorithms. The main contributions are an end-to-end interoperable workflow, a two-tier supplier profile concept separating semantic descriptions from simulation parameters, and a standardized KPI interface maintaining consistency ...                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 4 | Pages 50-61 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.4.6\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.4.6<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/smart-data-ecosystems\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/Schleimer_AdobeStock_520430566_Melisa-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/Schleimer_AdobeStock_520430566_Melisa-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/08\/Schleimer_AdobeStock_520430566_Melisa-196x180.jpg\" alt=\"Open Source as Enabler for Smart Data Ecosystems\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Open Source as Enabler for Smart Data Ecosystems\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Open Source as Enabler for Smart Data Ecosystems<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">How collaboration shapes sovereignty and interoperability across industrial applications<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/anna-maria-schleimer\/\">Anna Maria Schleimer<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-3264-8034\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/julia-pampus\/\">Julia Pampus<\/a> <a href=\"https:\/\/orcid.org\/0000-0003-2309-6183\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     From automotive supply chains to smart factories, data ecosystems promise seamless collaboration across company boundaries. But how can industries build the necessary infrastructure without creating new dependencies? This article explores how open-source software can serve as a foundation and impactful tool for sovereign, interoperable technologies and standards. Yet, open-source software is not a silver bullet; rather, it poses challenges for digital sovereignty in burgeoning data ecosystems.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 4 | Pages 6-13 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.4.1\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.4.1<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n<\/div>\n<!-- GITO_PUB_POST end flex-container -->\n","protected":false},"excerpt":{"rendered":"<p>The COVID-19 crisis had an unmistakable impact on the procurement situation in global supply chains, to which companies had to adapt quickly. The effects make it clear that to reduce risks, companies must address the structure and transparency of supply chains. The following article examines what knowledge the actors have and how digitalization can lead to further improvement. The results show that companies currently have little supply chain knowledge beyond their direct suppliers, but are increasingly able to obtain the supply chain data they require. At the same time, the results indicate that there is still potential to increase transparency and the use of data.<\/p>\n","protected":false},"featured_media":107608,"menu_order":0,"template":"","categories":[79167,79168,79298],"tags":[84454,84455,79449,80281],"product_cat":[],"topic":[67617,68206],"technology":[67599,79493],"knowhow":[],"industry":[],"writer":[82833,83289,80552],"content-type":[],"potential":[67586,67658],"solution":[],"glossary":[],"class_list":["post-94131","article","type-article","status-publish","has-post-thumbnail","category-design-en","category-translate-en","category-typeset","tag-corona-en","tag-covid-19-en","tag-digitalisierung-en","tag-supply-chain-en","topic-adaptability","topic-industry-4-0","technology-analytics-en","technology-digitalization","writer-henning-schoepper-en","writer-johannes-schnelle-en","writer-wolfgang-kersten-en","potential-globalization","potential-profitability","product","first","instock","downloadable","virtual","sold-individually","taxable","purchasable","product-type-article"],"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min.jpeg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-150x150.jpeg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-666x375.jpeg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-768x432.jpeg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-1024x576.jpeg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-1032x320.jpeg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-764x376.jpeg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-392x320.jpeg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-608x496.jpeg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-640x325.jpeg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-274x376.jpeg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-514x292.jpeg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-320x440.jpeg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-514x289.jpeg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-196x180.jpeg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min.jpeg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min.jpeg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-510x510.jpeg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-510x287.jpeg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-100x100.jpeg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2021\/02\/AdobeStock_636927245-min-64x36.jpeg",64,36,true]},"uagb_author_info":{"display_name":"Florian Goldmann","author_link":"https:\/\/industry-science.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"The COVID-19 crisis had an unmistakable impact on the procurement situation in global supply chains, to which companies had to adapt quickly. The effects make it clear that to reduce risks, companies must address the structure and transparency of supply chains. The following article examines what knowledge the actors have and how digitalization can lead&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/94131","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article"}],"about":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/types\/article"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media\/107608"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=94131"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=94131"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=94131"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=94131"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=94131"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=94131"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=94131"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=94131"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=94131"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=94131"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=94131"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=94131"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=94131"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}