{"id":107824,"date":"2025-02-15T12:00:00","date_gmt":"2025-02-15T12:00:00","guid":{"rendered":"https:\/\/industry-science.com\/?post_type=article&#038;p=107824"},"modified":"2025-02-11T16:14:22","modified_gmt":"2025-02-11T15:14:22","slug":"circular-economy-digitization","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/circular-economy-digitization\/","title":{"rendered":"Circular Economy Enabled by Digitization"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Global warming is one of the greatest challenges of the 21st century. Its impact manifests itself in extreme weather events and rising temperatures, which pose immense threats for both ecological systems and human civilization [1]. The increasing extraction and use of raw materials are closely linked to these climatic changes. Since 2017, the global economy has extracted and used almost more material than in the entire 20th century.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In figures, that is over 500 billion tons [2]. The demand for resources to secure the standard of living of an expanding world population results in excessive material extraction and increased pressure on ecosystems [3]. Against the backdrop of these threats, the United Nations warn of a possible comprehensive collapse and emphasize the need for a sustainable use of resources [4].<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Circular economy as one solution to global warming<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In view of intensifying environmental and economic challenges, political bodies such as the United Nations Environment Assembly (UNEA) and the Group of Seven (G7) are focusing on circular economy and <a href=\"https:\/\/industry-science.com\/en\/articles\/sustainable-food-supply-chains-through-artificial-intelligence\/\">sustainable supply chains<\/a> [5]. Procurement plays a key role in the implementation of circular economy strategies for manufacturing companies [6, 7]. The use of digitally networked platforms can improve the transparency and traceability of materials and products along the entire value chain [8].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The optimization of supply chains in the context of sustainability through procurement not only leads to a reduction in CO\u2082 emissions but also enables companies to make their production processes more sustainable and resource-efficient [9]. This study investigates digitalization as a catalyst for circular economy practices in the procurement of manufacturing companies.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Twin transformation in procurement<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Companies moving towards digitalization goes hand in hand with the growing pressure to achieve sustainability goals [10]. Great opportunities arise once the digital transformation and the sustainability transformation are synergistically linked. This integration, also known as &#8220;twin transformation&#8221;, can increase the potential of both transformation processes by using their respective strengths to promote each other [10]. Thus, despite initially conflicting requirements, digitalization and sustainability goals can be effectively combined, which can lead to many competitive advantages [10].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A starting point for realizing this synergy is reflected in the implementation of circular economy principles in procurement. The procurement process\u2014considering the entire life cycle of goods and services\u2014offers the most positive ecological, social and economic effects [11]. There are numerous definitions of the term circular economy in literature, as the article &#8220;Conceptualizing the Circular Economy (Revisited): An Analysis of 221 Definitions&#8221; illustrates [12].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Circular economy is defined, among other things, as an economy in which the value of products, materials and resources is maximized over their entire life cycle with the aim of minimizing waste. In contrast to linear economy, which is rooted in a linear production and consumption model, circular economy is based on closing material cycles [5]. The ideal vision of circular economy rests upon the idea that no waste is generated in the conventional sense [13]. To look at the circular economy in detail, it is necessary to explain Lehmacher and B\u00f6decker\u2019s so-called 11R strategy [14]. Figure 1 shows a schematic representation of these 11R principles, including descriptions and examples.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"571\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/Finkel_I4S-EN-25-1_Figure-1-min-1024x571.jpg\" alt=\"11-R circular economy strategies ordered by circularity\" class=\"wp-image-107825\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/Finkel_I4S-EN-25-1_Figure-1-min-1024x571.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/Finkel_I4S-EN-25-1_Figure-1-min-672x375.jpg 672w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/Finkel_I4S-EN-25-1_Figure-1-min-768x428.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/Finkel_I4S-EN-25-1_Figure-1-min-514x287.jpg 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/Finkel_I4S-EN-25-1_Figure-1-min-510x285.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/Finkel_I4S-EN-25-1_Figure-1-min-64x36.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/Finkel_I4S-EN-25-1_Figure-1-min.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 1: 11-R circular economy strategies ordered by circularity [14, 15, 16] (own illustration).<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The fundamental aim of all 11R strategies is to maintain or increase the economic value of a product for each usage cycle. The higher up the strategies are shown in Figure 1, the sooner they close the material cycle again and the fewer CO\u2082 emissions generated [15]. In industry, the implementation of circular economy strategies in procurement is becoming increasingly relevant, especially in highly interconnected sectors such as the automotive industry [17]. Fusing digitalization and circular economy creates new opportunities for the transparent and efficient design of material flows.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Introduction of the interview partners and applied research methodology<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In the course of this study, eight experts from five leading global companies in German industry were selected to conduct expert interviews. The selection of the companies was based on their position in the global automotive and aviation industries, the diversity of their supply chains and their active participation in innovation projects in the field of digital networking and circular economy. The following companies were interviewed as part of this study:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Company 1<\/strong>: Leading manufacturer in the aerospace and defense industry with over 100,000 employees worldwide.<\/li>\n\n\n\n<li><strong>Company 2<\/strong>: Automotive supplier with a global network of production facilities and research centers, a diversified customer base and tens of thousands of employees.<\/li>\n\n\n\n<li><strong>Company 3<\/strong>: OEM in the automotive industry with over 100,000 employees worldwide that manufactures vehicles for the private and commercial sectors and offers mobility services.<\/li>\n\n\n\n<li><strong>Company 4<\/strong>: Globally active industrial company with a focus on the automotive industry and well over 100,000 employees internationally.<\/li>\n\n\n\n<li><strong>Company 5<\/strong>: Specialist in drive and chassis technology in the automotive and industrial technology sector, with over 100,000 employees.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">When putting together this group of experts from the respective companies, care was taken to include representatives from different areas of procurement in order to ensure a more comprehensive perspective on the results. Managers and experts from the fields of procurement, <a href=\"https:\/\/industry-science.com\/en\/articles\/reverse-logistics-supply-chain\/\">supply chain management<\/a>, sustainability and after-sales management were selected. For reasons of data protection, the participating companies and interview partners were anonymized.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The use of semi-structured guided interviews allowed adequate consideration of the complexity of the object of investigation and ensured a flexible approach [18]. This way of structuring by means of guidelines ensures that each expert is confronted with the same thematic blocks and core questions during the interview, which guarantees a sound basis for comparison for the evaluation [19]. At the same time, this interview form allows flexibility, facilitating the mention of relevant points during the interview that contribute to in-depth answers.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example, it is possible to actively formulate detailed questions on interesting topics to obtain even more in-depth information [19]. The interview guide was deliberately designed as a flexible one to allow both the central research question to be answered and other relevant research topics to be identified.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The interview guide can be handed out on request. All interviews were conducted on site at the respective companies or digitally between May and July 2024. All interviews were recorded and carefully transcribed to enable a detailed, category-led, qualitative content analysis. The qualitative text analysis software MAXQDA, an interactive and structured software solution for qualitative data analysis (QDA) [20], was used to support the analysis.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">State-of-the-art circular economy in networked procurement<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The evaluation of the surveys has provided in-depth insights into the potential of the networked circular economy in procurement. In line with the dominant transfer character of this publication, the results have been divided into the following six main categories:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Motivation and incentives<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">According to the interviewees, the main economic motivations for implementing circular economy are long-term cost reduction through material reuse and ensuring material availability. Simultaneously, ecological factors are gaining importance, particularly the conservation of natural resources and the reduction of CO\u2082 emissions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">These goals are increasingly being anchored in companies&#8217; strategic planning processes. Social incentives are the result of growing pressure from consumers and legal requirements. Companies have not yet focused their efforts on inspiring new applicants or existing staff. Although economic factors continue to dominate, sustainability criteria are becoming more prominent when selecting suppliers.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Best practices and experiences<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">The principles of circular economy are yet to be fully implemented by the participating companies. Nevertheless, the R strategies of recycling, reuse and remanufacturing are becoming increasingly important. Recycling already takes place through the separation of production waste by type. The implementation of these principles is proving to be particularly challenging in the aviation industry due to strict safety regulations. There is significant potential for the use of recycled materials, especially for non-safety-relevant components.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">CO\u2082 footprint<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">According to the interviews, CO\u2082 footprint plays a central role in procurement. Detailed CO\u2082 data is of crucial importance for the awarding of contracts. In the automotive industry, for instance, the carbon footprint is expected to become as important as price and quality in the future. Circular economy approaches, and especially recycling and reuse, are seen as key strategies for reducing CO\u2082 emissions. The use of sustainable energy sources such as green electricity was also mentioned.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Opportunities and potential<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">The main opportunities and potential of circular economy were identified as increasing the resilience and security of supply chains. In view of global disruptions, such as the Covid-19 pandemic, as well as material shortages and geopolitical conflicts, circular economy creates the possibility of greater localization and less dependence on critical suppliers. The digital product passport was named as one of the more efficient uses of resources. According to participants, it promotes transparency along the supply chain and could improve the traceability of materials through technologies such as blockchain.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Obstacles and challenges<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">The implementation of circular economy strategies was associated with a variety of internal and external challenges. Internal challenges included the cost of adapting processes, the complexity of integration into existing processes, staff training and the necessary investment in research and development. External challenges relate mainly to <a href=\"https:\/\/industry-science.com\/en\/articles\/sme-circularity-textile-industry\/\">SMEs<\/a>, which, potentially, do not have the necessary resources to meet the requirements of circular economy. In addition, the complexity of global supply chains makes seamless implementation difficult. The limited availability of recycling materials was cited as a further problem. Finally, there is a tension between the development of environmentally friendly products and the associated, often higher production costs. Regulatory hurdles were also mentioned.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Cooperation and partnerships<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">The experts emphasize the need for a collaborative approach in the automotive industry to address key challenges such as standardization and efficient data exchange along the entire value chain. In this context, platforms such as Catena-X are of crucial importance as they ensure transparency and traceability, which is essential for the implementation of a circular economy [21]. In addition, multilateral data exchange contributes to the achievement of sustainability goals through the precise recording and tracking of CO\u2082 emissions along the supply chain.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Practical circular economy applications in the companies surveyed<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In a mutual discussion, the following two circular economy applications &#8211; some of which have already been implemented at the companies surveyed &#8211; were rated as particularly interesting and promising:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Dismantling-as-a-Service<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">This concept aims to dismantle products (such as vehicles) systematically to ensure optimal reuse of the materials. While conventional car recycling companies focus primarily on the sale of used spare parts and therefore only make a limited contribution to circular economy, specialized companies that are in direct contact with manufacturers and focus on the systematic dismantling of their products are expected to gain importance in the future. It is also predicted that changes to the legal framework, for example in the form of the &#8220;European Sustainability Reporting Standards&#8221;, will accelerate the implementation of circular economy processes.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Deposit system<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">When purchasing a product, the customer pays a deposit that is refunded when the defective component is returned, to ensure the recycling of old parts. This means that defective components are removed from the market and subjected to systematic testing to evaluate their circular economy potential. Components that can still be reconditioned are repaired as part of a defined reconditioning process and reintroduced to the market. The customer does not receive the original component back but a refurbished replacement product. The reconditioned component is passed on to another customer once the repair is complete.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The idea is to contribute to an efficient circulation of resources and extend the service life of the products. Setting an appropriate price for the take-back system is a major challenge. Furthermore, the business model requires efficient warehousing and the continuous availability of replacement products to ensure rapid repair processes. The system is already being used in logistics and for packaging materials.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Future circular economy potential in manufacturing companies<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In conclusion, the implementation of circular economy practices can be an attractive approach to extending product life cycle and reducing raw material consumption and CO\u2082 emissions in the manufacturing industry. This study suggests that circular economy principles have been sufficiently researched in theory but are still under-utilized in practice. Companies are well advised to individually analyze the potential of circular economy practices in relevant areas to maximize their specific benefits. In view of the legislation that has been passed or is pending, as well as rapid technological advances, it is crucial to develop a strategy for twin transformation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Kempten University of Applied Sciences provides long-term and sustainable support to interested companies. Staff at the university are currently working on specific guidelines to help small and medium-sized manufacturing companies identify and successfully implement circular economy potential in a targeted manner. These guidelines are a key component of ongoing projects at Kempten University of Applied Sciences and are intended to help strengthen the innovative capacity and competitive strength of companies in the long term.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>This article was created as part of the collaboration between the aforementioned industrial companies and Kempten University of Applied Sciences. One operational focus was the final thesis by Mr. David Pfister on the topic of &#8220;Opportunities and challenges of the digitally networked circular economy in the procurement of manufacturing companies&#8221;. Our special thanks go to the companies mentioned and the experts interviewed for their active support and commitment.<\/em><\/p>\n<hr><div class=\"gito-pub-content-bibliography\"><h2>Bibliography <\/h2>[1] Bethke, M.:Der \u00f6kologische Kontext: Der Klimawandel und die planetaren Grenzen (des Wachstums). In: Martin Bethke (ed.): Nachhaltiges Wirtschaften als Erfolgsfaktor. Herausforderungen, Strategien und Best Practices f\u00fcr ein zukunftsf\u00e4higes Unternehmen. Wiesbaden 2023, pp. 3-12. DOI: 10.1007\/978-3-658-42321-6_2.\r<br>[2] Circle Economy Foundation (ed.) (2024): The Circularity Gap Report 2024: A circular economy to live within the safe limits of the planet. 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DOI: 10.1007\/978-3-531-92052-8.\r<br>[19] Helfferich, C.: Leitfaden- und Experteninterviews. In: Nina Baur and J\u00f6rg Blasius (ed.): Handbuch Methoden der empirischen Sozialforschung. [2nd, completely revised and expanded edition]. Wiesbaden 2019, pp. 875-892. DOI: 10.1007\/978-3-658-37985-8_55.\r<br>[20] R\u00e4diker, S.; Kuckartz, U.: Analyse qualitativer Daten mit MAXQDA. Text, Audio und Video. Wiesbaden 2019. DOI: 10.1007\/978-3-658-22095-2.\r<br>[21] Catena-X Automotive Network e.V. (ed.) (n.d.): Anwendungsfall Kreislaufwirtschaft. URL: https:\/\/catena-x.net\/fileadmin\/user_upload\/03_Angebote\/Portal\/One_Pager_CX_Circular_Economy.pdf, accessed 25.10.2024.<\/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=\"107824\" data-userid =\"0\" data-filename=\"I4S_01-2025_DE_Finkel.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=\"107824\" data-userid =\"0\" data-filename=\"I4S_01-2025_ENG_Finkel.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\/strategy\/\">Strategy<\/a><\/span> <br>Solutions: <span class=\"gito-pub-tag-element\"><a href=\"\/en\/functions\/procurement\/\">Procurement<\/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\/digitalisierung-en\/\">Digitalisierung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/nachhaltigkeit-en\/\">Nachhaltigkeit<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/procurement-en\/\">Procurement<\/a><\/span> <br>Industries: <span class=\"gito-pub-tag-element\"><a href=\"https:\/\/industry-science.com\/en\/industries\/small-and-medium-sized-enterprises\/\">Small and Medium-Sized Enterprises<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=Circular%20Economy%20Enabled%20by%20Digitization - https:\/\/industry-science.com\/en\/articles\/circular-economy-digitization\/\" 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\/circular-economy-digitization\/\" 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\/digital-twins-emission-reduction\/\">\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\/06\/Bischoff_AdobeStock_973084549_Otseira-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/06\/Bischoff_AdobeStock_973084549_Otseira-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/06\/Bischoff_AdobeStock_973084549_Otseira-196x180.webp\" alt=\"Digital Twins for Emission Reduction\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Digital Twins for Emission Reduction\">                  <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;\">Digital Twins for Emission Reduction<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Ex-ante case study on a pump test bench in industrial production<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/felix-bischoff\/\">Felix Bischoff<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/ingela-tietze\/\">Ingela Tietze<\/a> <a href=\"https:\/\/orcid.org\/0000-0003-0358-8885\" 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\/peter-hertweck\/\">Peter Hertweck<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/nina-van-hasz\/\">Nina van Hasz<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Digital twins are frequently referred to as a promising approach for reducing greenhouse gas (GHG) emissions in industrial production; however, robust empirical evidence of their benefits under real-world conditions is largely lacking. In this case study, the emission reduction potential of a digital twin\u2014as a conceptually described target system\u2014is quantified ex-ante via the example of a test bench for hydraulic pumps. To this end, the GHG emissions of the original test plan for the year 2025 are determined based on actual measured energy consumption of the tested pumps and time-resolved grid electricity emission intensities. This is followed by a rule-based rescheduling, in which energy-intensive test processes are shifted to time intervals with lower emissions. The rescheduling takes operational constraints into account so that processes and equipment remain unchanged. The savings potential is determined by comparing the GHG emissions of the reference and the optimized case.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 3 | Pages 16-24 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.3.2\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.3.2<\/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\/trendiation-framework-employee\/\">\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\/04\/AdobeStock_1892427422-2_BHP-Studio-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_1892427422-2_BHP-Studio-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_1892427422-2_BHP-Studio-196x180.webp\" alt=\"Building the Future Workforce Today\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Building the Future Workforce Today\">                  <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;\">Building the Future Workforce Today<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Trendiation as a strategic framework for employee qualification and training<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/juergen-fritz-en\/\">J\u00fcrgen Fritz<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/sebastian-busse\/\">Sebastian Busse<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/ingo-dieckmann\/\">Ingo Dieckmann<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/torsten-laub\/\">Torsten Laub<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     As Industry 4.0 and artificial intelligence reshape organizational capabilities, traditional training systems struggle to keep pace with evolving skill requirements. This paper introduces Trendiation\u2014a structured methodology for translating emerging trends into actionable strategies\u2014as a systematic approach to this challenge. Through a workshop-based application examining Edutainment, Human-Centered Design, and Workforce Transformation, we demonstrate how organizations can move from abstract trend identification to concrete qualification requirements and prioritized training initiatives. The method produces a traceable artifact chain spanning trend framing, capability-gap assessment, and implementation roadmaps. Participant evaluations indicate high perceived clarity and practical utility. By bridging foresight analysis with participatory design, Trendiation enables organizations to proactively cultivate adaptive capabilities and build learning cultures aligned with future work ...                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 22-29 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.2.22\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.2.22<\/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\/tachaid-ethical-ai\/\">\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\/02\/Rath_AdobeStock_629687249_everythingpossible-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Rath_AdobeStock_629687249_everythingpossible-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Rath_AdobeStock_629687249_everythingpossible-196x180.jpg\" alt=\"Operationalizing Ethical AI with tachAId\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Operationalizing Ethical AI with tachAId\">                  <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;\">Operationalizing Ethical AI with tachAId<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Validating an interactive advisory tool in two manufacturing use cases<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/pavlos-rath-manakidis\/\">Pavlos Rath-Manakidis<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/henry-huick\/\">Henry Huick<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/bjoern-kraemer\/\">Bj\u00f6rn Kr\u00e4mer<\/a> <a href=\"https:\/\/orcid.org\/0009-0004-4659-012X\" 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\/laurenz-wiskott\/\">Laurenz Wiskott<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-6237-740X\" 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                     Integrating artificial intelligence (AI) into workplace processes promises significant efficiency gains, yet organizations face numerous ethical challenges that stakeholders are often initially unaware of\u2014from opacity in decision-making to algorithmic bias and premature automation risks. This paper presents the design and validation of tachAId, an interactive advisory tool aimed at embedding human-centered ethical considerations into the development of AI solutions. It reports on a validation study conducted across two distinct industrial AI applications with varying AI maturity. tachAId successfully directs attention to critical ethical considerations across the AI solution lifecycle that might be overlooked in technically-focused development. However, the findings also reveal a central tension: while effective in raising awareness, the tool\u2019s non-linear design creates significant usability challenges, indicating a user preference for more structured, linear guidance, especially ...                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 1 | Pages 50-59 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.48\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.48<\/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\/jocat-job-change-acceptance-toolbox\/\">\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\/01\/Berretta_Beitragsbild-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Berretta_Beitragsbild-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Berretta_Beitragsbild-196x180.webp\" alt=\"JOCAT (Job Change Acceptance Toolbox)\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"JOCAT (Job Change Acceptance Toolbox)\">                  <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;\">JOCAT (Job Change Acceptance Toolbox)<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">A change management approach for implementing AI systems ethically and sustainably<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/sophie-berretta\/\">Sophie Berretta<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-2879-2164\" 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\/pauline-nolte\/\">Pauline Nolte<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/annette-kluge\/\">Annette Kluge<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-8123-0427\" 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\/skrolan-kopka\/\">Skrolan Kopka<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     AI systems challenge conventional change management due to their dynamic, opaque, and ethically sensitive nature. This article applies insights from established change models to AI-specific challenges, illustrated by a real-world use case. The resulting propositions are substantiated by six expert interviews, which integrate practical perspectives. Together, they inform the development of the Job Change Acceptance Toolbox (JOCAT), a modular, practice-oriented resource designed to support the implementation of human-centered, ethical, and sustainable AI-related change processes.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | Edition 1 | Pages 80-91 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.74\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.74<\/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\/co-determination-dialogues\/\">\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\/02\/Wannoffel_AdobeStock_358318311_pinkeyes-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Wannoffel_AdobeStock_358318311_pinkeyes-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Wannoffel_AdobeStock_358318311_pinkeyes-196x180.jpg\" alt=\"Co-Determination Dialogues\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Co-Determination Dialogues\">                  <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;\">Co-Determination Dialogues<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">A tool for human-centered AI implementation<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/manfred-wannoeffel-en\/\">Manfred Wann\u00f6ffel<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-9354-8873\" 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\/fabian-hoose-en\/\">Fabian Hoose<\/a> <a href=\"https:\/\/orcid.org\/0000-0003-3564-2970\" 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\/alexander-ranft\/\">Alexander Ranft<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/claudia-niewerth\/\">Claudia Niewerth<\/a> <a href=\"https:\/\/orcid.org\/0009-0004-7041-0360\" 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\/dirk-stueter\/\">Dirk St\u00fcter<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     As part of the regional competence center humAIne, funded by the Federal Ministry of Research, Technology, and Space (BMFTR), a process was developed using co-determination dialogues to establish a common understanding of the challenges involved in the introduction of artificial intelligence (AI) between management, employees, and interest groups. Experiences from project partner companies such as Doncasters Precision Castings in Bochum GmbH (DPC) exemplify how co-determination dialogues not only help to develop legally binding regulations for manageable, operationally anchored, sustainable AI use but also initiate continuous qualification processes for all stakeholder groups in accordance with Articles 4 and 5 of the EU AI Act.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | Edition 1 | Pages 92-98 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.84\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.84<\/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\/employee-human-centered-ai\/\">\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\/02\/Ranft_AdobeStock_921970766_Nirusmee-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Ranft_AdobeStock_921970766_Nirusmee-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Ranft_AdobeStock_921970766_Nirusmee-196x180.jpg\" alt=\"Human-Centered AI in Companies with Employee Representation\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Human-Centered AI in Companies with Employee Representation\">                  <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;\">Human-Centered AI in Companies with Employee Representation<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Using the HUMAINE model for a company-specific works agreement<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/alexander-ranft\/\">Alexander Ranft<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/fabian-hoose-en\/\">Fabian Hoose<\/a> <a href=\"https:\/\/orcid.org\/0000-0003-3564-2970\" 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\/claudia-niewerth\/\">Claudia Niewerth<\/a> <a href=\"https:\/\/orcid.org\/0009-0004-7041-0360\" 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\/mathias-preuss\/\">Mathias Preu\u00df<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/manfred-wannoeffel-en\/\">Manfred Wann\u00f6ffel<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-9354-8873\" 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                     The introduction of artificial intelligence (AI) in companies poses new challenges for regulation and co-determination. Binding requirements have been in force since the 2025 EU AI Act, which must be linked nationally with the Works Constitution Act (BetrVG). The regional competence center humAine has developed a model works agreement on AI (MBV KI) in accordance with Section 77 BetrVG, which strengthens co-determination rights in companies and implements European regulations in a practical way. Flanked by co-determination dialogues, the MBV KI enables company-specific adaptation for responsible and human-centered AI use. Using selected parts of the MBV KI as examples, this article shows how a framework works agreement on AI can be designed and discusses its transferability to companies without a works council. The MBV KI presented here contributes to the sustainable, socially secure design of the digital transformation.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | Edition 1 | Pages 14-21 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.14\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.14<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n<\/div>\n<!-- GITO_PUB_POST end flex-container -->\n","protected":false},"excerpt":{"rendered":"<p>Current developments in digitalization and data economy, especially multilateral data sharing platforms, offer the potential to accelerate the implementation of circular economy practices in the manufacturing industry. This article systematically examines the extent to which digitalization could serve as a catalyst for circular economy in the procurement of such companies. As a basis for the following research, eight experts from five leading global manufacturers and suppliers in the automotive and aviation industries were interviewed. This article demonstrates practical hypotheses for the sustainable design of supply chains and proposes two specific use cases for circular economy practices that can proactively counteract the use of resources.<\/p>\n","protected":false},"featured_media":107687,"menu_order":0,"template":"","categories":[79167,79298],"tags":[79449,79356,79476],"product_cat":[],"topic":[79491,68267],"technology":[79493],"knowhow":[],"industry":[69369],"writer":[],"content-type":[83932],"potential":[68108],"solution":[78380],"glossary":[],"class_list":["post-107824","article","type-article","status-publish","has-post-thumbnail","category-design-en","category-typeset","tag-digitalisierung-en","tag-nachhaltigkeit-en","tag-procurement-en","topic-change-management-en","topic-sustainability","technology-digitalization","industry-small-and-medium-sized-enterprises","content-type-article","potential-strategy","solution-procurement","product","first","instock","downloadable","virtual","sold-individually","taxable","purchasable","product-type-article"],"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min.jpeg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-150x150.jpeg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-666x375.jpeg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-768x432.jpeg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-1024x576.jpeg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-1032x320.jpeg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-764x376.jpeg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-392x320.jpeg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-608x496.jpeg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-640x325.jpeg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-274x376.jpeg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-514x292.jpeg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-320x440.jpeg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-514x289.jpeg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-196x180.jpeg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min.jpeg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min.jpeg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-510x510.jpeg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-510x287.jpeg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-min-100x100.jpeg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_757259950-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":"Current developments in digitalization and data economy, especially multilateral data sharing platforms, offer the potential to accelerate the implementation of circular economy practices in the manufacturing industry. This article systematically examines the extent to which digitalization could serve as a catalyst for circular economy in the procurement of such companies. As a basis for the&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/107824","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\/107687"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=107824"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=107824"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=107824"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=107824"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=107824"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=107824"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=107824"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=107824"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=107824"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=107824"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=107824"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=107824"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=107824"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}