{"id":106183,"date":"2024-10-15T12:00:00","date_gmt":"2024-10-15T10:00:00","guid":{"rendered":"https:\/\/industry-science.com\/?post_type=article&#038;p=106183"},"modified":"2025-02-04T14:08:01","modified_gmt":"2025-02-04T13:08:01","slug":"transformation-in-companies","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/transformation-in-companies\/","title":{"rendered":"Digital and Ecological Transformation in Companies"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Although the concept of double transformation is widely discussed, many of the operational changes it addresses are still &#8220;in the making&#8221; [1]. It\u2019s still unclear to what extent digital transformation and ecological transformation go hand in hand in the actual manifestation in work and company organizations. It is conceivable that there is either a symbiosis (development of opportunities both in terms of technological innovations and through changes in business areas), a contradiction (digitalization as a challenge for sustainable production) or an unconnected parallel development.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It seems clear that the double transformation, or so-called twin transition, will not only be decided at a political and regulatory level, but will also be shaped in terms of employment policy on the ground in companies and businesses. Even if a fundamental need for change is seen [2], employees&#8217; concerns about the effects of the double transformation must also be noted [3]. Existing research findings also indicate that experiences of transformation vary: employees in different sectors are confronted with change to varying degrees.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The double transformation process does not prove to be a linear introduction of new technologies and the implementation of ecologically sustainable processes in the company, but can also change the organization of companies and value chains. For example, artificial intelligence (AI) and big data applications are establishing new operator models that include digital industrial platforms [4].<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The double transformation under discussion<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In the ongoing process of adapting work and the economy to changing framework conditions, double transition\u2014i.e. overcoming digital and ecological challenges that arise simultaneously\u2014has been described as a particularly urgent and fundamental change for several years.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Such a &#8220;twin transition&#8221; is also seen politically as an important lever for maintaining economic strength and the European growth model [<a href=\"https:\/\/ec.europa.eu\/commission\/presscorner\/api\/files\/document\/print\/en\/ip_22_1467\/IP_22_1467_EN.pdf\" target=\"_blank\" rel=\"noopener\">5<\/a>]. However, these and similarly formulated demands [6] are often very general and far from the actual situation in companies. It is often still unclear how digital and ecological change can be implemented in practice. This is not least due to the fact that different definitions and terminology are used for both sides of the change process: digitalization<em>, <\/em>for example, conceals technologies as diverse as information and communication technologies (ICT), cyber-physical systems (CPS), AI, etc.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In terms of ecological change, sustainable use of resources, socio-ecological change and decarbonization are among the topics addressed. The developments that both concepts have undergone and the lines of research behind them are listed below.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The transformation of work in connection with digital technologies has been a well-established subject of research for several years now. A wide range of that research provides a great deal of details on the state of digitalization in the working world and looks at different sectors, occupational groups, activities and forms of work organization.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The production sector plays a key role in the study of the digitalization of work and the economy under the banner of Industry 4.0. In recent years, it has also become clear that digitalization has triggered far-reaching changes in work and the economy, which may not always be disruptive and may also correspond to longer-term pathways, but are so fundamental that the labor market is now significantly different from the &#8220;pre-digitalization era&#8221; as digital change processes continue.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Just a few years ago, doubts about the &#8220;megatrend&#8221; of digitalization were repeatedly voiced. In particular, questions were raised about the disruptiveness attributed to the fourth industrial revolution and the actual spread of so-called Industry 4.0 technologies in companies initially appeared to be low. The perception of Industry 4.0 as a political project driven by vested interests contributed to these doubts [7].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Research in this field has now been able to show that although the introduction of Industry 4.0 elements is less disruptive than initially assumed, it has nevertheless arrived in companies. However, a comparison shows different levels of digitization. For example, large companies are investing in these technologies first and the spread varies depending on the sector [<a href=\"https:\/\/doi.org\/10.5771\/9783845295770\" target=\"_blank\" rel=\"noopener\">8<\/a>]. The degree of distinction also is not the same everywhere regarding the technologies consistently in further development.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example, while the use of robotics in industry is already widespread [<a href=\"https:\/\/ifr.org\/downloads\/press2018\/DE-2024-JAN-10-IFR_Pressemeldung_Roboterdichte.pdf\" target=\"_blank\" rel=\"noopener\">9<\/a>], the opposite is still reported with regard to the use of AI technologies [<a href=\"https:\/\/doi.org\/10.1007\/s41449-021-00289-0\" target=\"_blank\" rel=\"noopener\">10<\/a>]. However, even if the spread of individual technologies varies from sector to sector, there is now a broad consensus that digital changes are already shaping both the division of labor between man and machine and the organization of work (e.g. in the form of increased mobile working and working from home, through the spread of platform work, etc.) [6].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">(Social science) research on Industry 4.0 examines the effects of this digitization and asks about the social consequences of technological change. Repeated reference has been made to a polarization between highly qualified profiteers and low-skilled losers of these developments [11]. Such assessments are largely compatible with the findings of work and industrial sociology regarding to the polarization of work due to technological changes in industry [12, 13]. The criticism of the technology-centric nature of the Industry 4.0 debate is equally compatible with earlier research findings [14]. A preliminary conclusion with regard to digitalization research is that digitalization has established itself as a central topic in the academic study of the transformation of work [<a href=\"https:\/\/doi.org\/10.5771\/0342-300X-2023-5-331\" target=\"_blank\" rel=\"noopener\">15<\/a>].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Another important finding is that it is no longer assumed that digital technologies are technologically deterministic, but rather that they are socially embedded. Work policy negotiation processes are therefore formative for the use and implementation of digitalization in companies [<a href=\"https:\/\/doi.org\/10.5771\/9783748923046\" target=\"_blank\" rel=\"noopener\">16<\/a>].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Questions about the actual empirical relevance of digitalization remain relevant when it comes to individual technologies, but is rarely described as exaggerated hype in relation to the overall concept of digitalization. Rather, current articles highlight the points of contact and overlaps between digital developments and other transformation trends (including demographic change), with reference already being made to the associated &#8220;ecological opportunities&#8221; in the initial thought processes surrounding the topic of Industry 4.0 [17].<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ecological transformation<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In addition to digitalization, ecological challenges are also described as &#8220;transformation drivers&#8221; [<a href=\"http:\/\/www.arbeit-umwelt.de\/wp-content\/uploads\/Studie_Doppelte-Transformation-Auswirkungen-des-oekologischen-und-digitalen-Wandels_final.pdf\" target=\"_blank\" rel=\"noopener\">18<\/a>]. New products and production processes are emerging that will fundamentally change industrial production and call into question not only forms and quality of work, but also &#8220;the scope of German industrial production&#8221; [<a href=\"http:\/\/www.arbeit-umwelt.de\/wp-content\/uploads\/Studie_Doppelte-Transformation-Auswirkungen-des-oekologischen-und-digitalen-Wandels_final.pdf\" target=\"_blank\" rel=\"noopener\">18<\/a>]. Ecological sustainability is not only seen as a socio-political issue. The term socio-ecological transformation is also frequently in use here, which already indicates that all areas of society are involved in adapting to the sustainable use of natural resources and that this triggers changes in social, political and economic structures.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The ecological transformation thus relates to processes of technology use and social behavior, but in concrete terms it is primarily shaped in companies: questions of resource consumption, product creation, logistics, site and occupational safety as well as the design of work content and conditions determine whether and how forms of production are established and what type they ultimately are.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Even though these issues have received particular attention in recent years, the need for a socio-ecological economic model has already been emphasized by the Enquete Commission [<a href=\"https:\/\/dserver.bundestag.de\/btd\/17\/133\/1713300.pdf\" target=\"_blank\" rel=\"noopener\">19<\/a>]. The ecological adaptation efforts of industry are often referred to here as &#8216;decarbonization&#8217;, i.e. the process of reducing carbon emissions, particularly from fossil fuels. This can be achieved through the transition to renewable energies and efficiency improvements, among other things, but requires a comprehensive restructuring of the economy and energy infrastructure.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Digital-ecological transformation in the operational context<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The double transformation can mean completely different things in different industries. Ecological adjustments often go hand in hand with the use of digital technologies. For example, Pfeiffer describes the ecological transformation of the automotive industry as characterized by the development of drive technologies (battery, hydrogen, hybrid, etc.), autonomous driving technologies (within the car product), charging technologies or charging infrastructure and finally new business models and services (mobility services, connected car, etc.) that are associated with this [1].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In general, it can be stated that the maximum potential for companies can only be achieved through both components, i.e. through the synergetic interaction of digitalization and sustainability [<a href=\"http:\/\/www.fit.fraunhofer.de\/content\/dam\/fit\/witschaftsinformatik\/dokumente\/ey-studie-digital-und-nachhaltig-die-zukunft-sichern-februar-2023.pdf\" target=\"_blank\" rel=\"noopener\">20<\/a>]. At the same time, it should be noted that digitalization as a transformation will progress even without sustainability, while ecological sustainability in companies would be difficult to implement without digitalization, which means an imbalance of the double transformation [<a href=\"https:\/\/doi.org\/10.1016\/j.erss.2022.102736\" target=\"_blank\" rel=\"noopener\">21<\/a>]. This leads to the hypothesis that digitalization in companies is a prerequisite and thus an enabler of environmental sustainability.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Although not formulated in detail, this connection has already been pointed out in past publications at the beginning of Industry 4.0. [22] and [23] have shown that resource consumption can be optimized with the help of additionally generated data in companies and the integration of digital simulations. With the help of cyber-physical systems (CPS), resource consumption became transparent and the waste in resource flows also became visible [22].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, the form that such fundamental changes can be implemented by companies and their business areas is very specifically shaped in the companies themselves. This is where it is decided whether and to what extent sustainable practices are established in terms of resource consumption, product creation, logistics, site and occupational safety or the design of work content and conditions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As with other major social and company-related challenges, trade unions and works councils are an active part of the negotiations in companies alongside company management and employees in such adaptation and design processes. Using the example of IG Metall&#8217;s &#8220;Work 2020&#8221; project, [<a href=\"https:\/\/doi.org\/10.5771\/9783845295770\" target=\"_blank\" rel=\"noopener\">8<\/a>] was able to show that these social partners can create important orientation knowledge in digitalization processes that are often incremental and decentralized, which can also be used to take into account the needs of employees during change. This seems necessary, because even if employees may in principle recognize the need for a double transformation, many also associate these issues with fears regarding their economic consequences [6, 24, <a href=\"https:\/\/doi.org\/10.1515\/arbeit-2019-0024\" target=\"_blank\" rel=\"noopener\">25<\/a>].<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Designing dual transformation processes<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Based on [<a href=\"https:\/\/industry-science.com\/artikel\/gestaltung-wandlungsfaehiger-produktionssysteme\/\">26<\/a>], which identified transformation factors for the design of adaptable productions, these were also identified for the double transformation process (Fig. 1). The interaction between the two transformation processes was also outlined. As explained above, it can be assumed that the triggers for the two processes are different. While digitalization was predominantly triggered by entrepreneurial factors, it is primarily socio-political triggers that lead to the definition of the goal of ecological sustainability.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The main enablers of digitalization include cyber-physical systems (CPS). However, the enabler of sustainability is digitalization itself, as it encompasses more than just CPS, such as artificial intelligence, business models, big data and much more. [<a href=\"http:\/\/www.netzoekonom.de\/digitale-transformation\/\" target=\"_blank\" rel=\"noopener\">27<\/a>]. As with the triggers, the drivers of digitalization primarily include entrepreneurial factors such as increased productivity and thus also the market position factor, while socio-political factors such as CO neutrality &#8220;labels&#8221; and a green initiative can be identified as drivers of ecological sustainability.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">At the same time, however, the hypothesis can also be formulated that ecological sustainability is also a driver for digitalization, as a lot of data is required for implementation and its processing plays a major role. The main obstacles to change in the double transformation are costs and a lack of expertise. It can be concluded from this that if companies already lack the expertise to implement the respective transformation process, they will have to overcome even greater hurdles and require methodical support to successfully manage this transformation process.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"408\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose_I4S-EN-24-5_Figure-1-1024x408.jpg\" alt=\"Transformation factors and interaction of the double transformation\" class=\"wp-image-106219\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose_I4S-EN-24-5_Figure-1-1024x408.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose_I4S-EN-24-5_Figure-1-764x305.jpg 764w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose_I4S-EN-24-5_Figure-1-768x306.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose_I4S-EN-24-5_Figure-1-514x205.jpg 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose_I4S-EN-24-5_Figure-1-510x203.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose_I4S-EN-24-5_Figure-1-64x26.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose_I4S-EN-24-5_Figure-1.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 1: Transformation factors and interaction of the double transformation.<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The simultaneous occurrence of digital and ecological change processes represents an extraordinary challenge that cannot be overcome through minor adjustments. Thus, the hypothesis can be formulated that company parties must sometimes negotiate a reorganization of structures, e.g. via model company agreements [<a href=\"http:\/\/www.rubigm.ruhr-uni-bochum.de\/rubigm\/mam\/content\/publications\/scipub\/mrk_leitfaden.pdf\" target=\"_blank\" rel=\"noopener\">28<\/a>].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Research into the conditions under which a socio-ecological transformation of industrial production can succeed already has a long tradition. A study of practical examples from companies at the joint RUB\/IGM research center showed that in the past, such projects often focused on topics such as energy and material efficiency, but also on the development of new ecological product lines [29]. Alternative production methods have so far been tested to a lesser extent; such discussions have often remained political and had little equivalent at company level.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Findings from application-oriented research<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">There is currently no generally accepted definition of the term digital transformation in the literature [30]. This article refers to Schallmo&#8217;s description, which in turn is based on several other definitions and states that digital transformation can take place for companies, business models, processes, relationships, products, etc. [31, 32] in order to increase the performance and reach of a company [33]. Based on the use of new technologies, companies must acquire the ability to capture data, make it available in the value network and analyze it in order to ultimately obtain information that enables optimization and decision-making [30].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It is clear from this definition that digital transformation involves a large number of elements that affect companies. Individual facets of these elements have already been examined in past research projects. Solutions have been developed in technical and methodological form and existing challenges have also been identified [34]. Based on this, Figure 2 shows an allocation of research content to the four core elements of digital transformation.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"699\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose_I4S-EN-24-5_Figure-2-1024x699.jpg\" alt=\"Process models for sub-elements of the digital transformation\" class=\"wp-image-106222\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose_I4S-EN-24-5_Figure-2-1024x699.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose_I4S-EN-24-5_Figure-2-550x375.jpg 550w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose_I4S-EN-24-5_Figure-2-768x524.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose_I4S-EN-24-5_Figure-2-428x292.jpg 428w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose_I4S-EN-24-5_Figure-2-510x348.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose_I4S-EN-24-5_Figure-2-64x44.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose_I4S-EN-24-5_Figure-2.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 2: Process models for sub-elements of the digital transformation.<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Worker assistance systems play an important role in the digital transformation. In the context of companies, systems and processes are becoming increasingly complex, more data can be generated and used, and there are fewer skilled workers on the labor market. Assistance systems can provide support for employees at all levels of the company. The implementation guide for digital assistance systems developed by [<a href=\"http:\/\/www.festo-lernzentrum.de\/unsere-leistungen\/forschung\/erfolgreich-abgeschlossene-forschungsprojekte\/\" target=\"_blank\" rel=\"noopener\">35<\/a>] focuses specifically on worker assistance systems on the store floor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, it can also be applied to other areas of the company. In particular, the participatory social partnership design for the introduction of such technologies has already been taken into account here in order to provide companies with a negotiating framework. A similar approach has also been developed for the introduction of human-robot collaboration systems [<a href=\"http:\/\/www.rubigm.ruhr-uni-bochum.de\/rubigm\/mam\/content\/publications\/scipub\/mrk_leitfaden.pdf\" target=\"_blank\" rel=\"noopener\">28<\/a>].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This guideline also contains perspectives from company stakeholders to counter organizational obstacles to the introduction of cobots to support employees. [36] and [37] have shown that production planning and control can be carried out more efficiently and reliably with the help of simulation. However, this requires the use of additional sensor technology to capture live data from production.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A human-centered approach was the focus of [<a href=\"https:\/\/doi.org\/10.1515\/zwf-2023-1075\" target=\"_blank\" rel=\"noopener\">38<\/a>], which takes into account the personal stresses and strains of employees [<a href=\"https:\/\/doi.org\/10.1515\/zwf-2023-1075\" target=\"_blank\" rel=\"noopener\">38<\/a>] in personnel planning to make ad hoc scheduling more flexible. [40] were able to show that resource efficiency can be increased for PPS by using simulations based on live production data. In this case, it was shown that digitalization can be used to increase ecological sustainability.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The solutions for digital transformation mentioned so far have primarily focused on technical areas. [<a href=\"http:\/\/dx.doi.org\/10.2139\/ssrn.4458218\" target=\"_blank\" rel=\"noopener\">41<\/a>], on the other hand, consider the necessary organizational changes in the form of skills development for company employees who will shape the digital transformation process. They require cross-divisional and cross-thematic development of their skills and should therefore be given a better overview of the possibilities for digitalization projects [42]. An even more global perspective is taken [43] to enable digital transformation in the core area of business model development. With the help of a developed enablement system, companies can systematically develop hybrid value creation systems for their companies.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Challenges and research perspectives<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The double transformation therefore continues to create a major area of tension for companies between the dimensions of technology, organization and personnel (TOP). It should be emphasized that this transformation is a participatory social partnership. Many approaches to corporate support are often focused on very specific areas of the dual transformation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">There are no comprehensive methods that attempt to provide companies with holistic guidance on how to tackle this important change process. The necessary changes and core elements of the double transformation can certainly be formulated at a macro level. However, if an attempt is made to break down all the necessary potential for change to a meso and micro level, then this must currently be defined as a future research objective.<\/p>\n<hr><div class=\"gito-pub-content-bibliography\"><h2>Bibliography <\/h2>[1] Pfeiffer, S.: Digitale Transformation, Automatisierung und Arbeit. In: Strukturwandel der Arbeitsgesellschaft. pp. 214\u2013235, 2023.\r<br>[2] Schulz, F., Trappmann, V.: Erwartungen von Besch\u00e4ftigten an die sozial-\u00f6kologische Transformation: Ergebnisse einer repr\u00e4sentativen Umfrage zu Klimawandel und Arbeitswelt. Working Paper Forschungsf\u00f6rderung 308. 2023.\r<br>[3] Hammermann, A., Monsef, R.: \u00d6kologischer und digitaler Wandel: Die \u00f6konomische Situation beeinflusst die Wahrnehmung der doppelten Transformation. IW-Trends 3\/2023. 2023.\r<br>[4] Dolata, U.: Industrieplattformen: Eine neue Form der Handlungskoordnination in der Wirtschaft. SOI Discussion Paper 2024-01. 2024.\r<br>[5] European Commission: Towards a Green, Digital and Resilient Economy: Our European Growth Model [Pressemitteilung]. URL: https:\/\/ec.europa.eu\/commission\/presscorner\/api\/files\/document\/print\/en\/ip_22_1467\/IP_22_1467_EN.pdf, Accessed 07.02.2024.\r<br>[6] Rat der Arbeitswelt: Transformation in bewegten Zeiten: Nachhaltige Arbeit als wichtigste Ressource. Bonn 2023.\r<br>[7] Pfeiffer, S.: Warum reden wir eigentlich \u00fcber Industrie 4.0? Auf dem Weg zum digitalen Despotismus. Mittelweg 36 24 (6), pp. 14\u201336, 2015.\r<br>[8] Haipeter, T.: Interessenvertretung in der Industrie 4.0: Das gewerkschaftliche Projekt Arbeit 2020. Nomos 2019. https:\/\/doi.org\/10.5771\/9783845295770\r<br>[9] International Federation of Robotics: Roboter-Installationen: Deutsche Industrie weltweit auf Rang drei [Pressemitteilung]. URL: https:\/\/ifr.org\/downloads\/press2018\/DE-2024-JAN-10-IFR_Pressemeldung_Roboterdichte.pdf, Accessed 07.02.2024.\r<br>[10] Giering, O.: K\u00fcnstliche Intelligenz und Arbeit: Betrachtungen zwischen Prognose und betrieblicher Realit\u00e4t. In: Zeitschrift f\u00fcr Arbeitswissenschaft 76 (1), pp. 50\u201364, 2022. https:\/\/doi.org\/10.1007\/s41449-021-00289-0\r<br>[11] Hirsch-Kreinsen, H.: Einleitung: Digitalisierung industrieller Arbeit. In: Digitalisierung industrieller Arbeit: Die Vision Industrie 4.0 und ihre sozialen Herausforderungen. pp. 13\u201332, 2018.\r<br>[12] Kern, H., Schumann, M.: Industriearbeit und Arbeiterbewu\u00dftsein: Eine empirische Untersuchung \u00fcber den Einflu\u00df der aktuellen technischen Entwicklung auf die industrielle Arbeit und das Arbeiterbewu\u00dftsein. Europ\u00e4ische Verlagsanstalt 1970.\r<br>[13] Kern, H., Schumann, M.: Das Ende der Arbeitsteilung? Rationalisierung in der industriellen Produktion: Bestandsaufnahme, Trendbestimmung. M\u00fcnchen 1984.\r<br>[14] Pfeiffer, S.: Diskursmacht und technologischer Wandel: Auf dem Weg in einen digitalen Despotismus? In: Geschlossene Gesellschaften: Verhandlungen des 38. Kongresses der Deutschen Gesellschaft f\u00fcr Soziologie in Bamberg 2016. Beitrag zur Ad-Hoc-Gruppe &#8220;Integrations- und Entkopplungsprozesse im digitalen Kapitalismus&#8221;, 2017.\r<br>[15] Kuhlmann, M.: Digitalisierung und Arbeit: Eine Zwischenbilanz als Einleitung. In: WSI-Mitteilungen 76 (5), pp. 331\u2013336, 2023. https:\/\/doi.org\/10.5771\/0342-300X-2023-5-331\r<br>[16] Haipeter, T., Hoose, F., Rosenbohm, S. (Hrsg.): Arbeitspolitik in digitalen Zeiten: Entwicklungslinien einer nachhaltigen Regulierung und Gestaltung von Arbeit. Baden-Baden 2021. https:\/\/doi.org\/10.5771\/9783748923046\r<br>[17] Kagermann, H.: Chancen von Industrie 4.0 nutzen. In: Industrie 4.0 in Produktion, Automatisierung und Logistik: Anwendung, Technologien, Migration. pp. 603\u2013614, 2014.\r<br>[18] Stiftung Arbeit und Umwelt der IGBCE: Doppelte Transformation: Auswirkungen des \u00f6kologischen und digitalen Wandels in energieintensiven Betrieben und Herausforderungen f\u00fcr die Interessenvertretungen. 2022. URL: www.arbeit-umwelt.de\/wp-content\/uploads\/Studie_Doppelte-Transformation-Auswirkungen-des-oekologischen-und-digitalen-Wandels_final.pdf, Abrufdatum 02.07.2024.\r<br>[19] Deutscher Bundestag: Schlussbericht der Enquete-Kommission \u201eWachstum, Wohlstand, Lebensqualit\u00e4t \u2013 Wege zu nachhaltigem Wirtschaften und gesellschaftlichem Fortschritt in der Sozialen Marktwirtschaft\u201c. Drucksache 17\/13300. URL: https:\/\/dserver.bundestag.de\/btd\/17\/133\/1713300.pdf, , Accessed 07.02.2024.\r<br>[20] Fraunhofer FIT: Studie \u2013 Digital und nachhaltig die Zukunft sichern: Wie Unternehmen die Twin Transformation als Vorreiter meistern k\u00f6nnen. URL: www.fit.fraunhofer.de\/content\/dam\/fit\/witschaftsinformatik\/dokumente\/ey-studie-digital-und-nachhaltig-die-zukunft-sichern-februar-2023.pdf, Accessed 07.02.2024.\r<br>[21] Fouquet, R., Hippe, R.: Twin Transitions of Decarbonisation and Digitalisation: A Historical Perspective on Energy and Information in European Economies. In: Energy Research &amp; Social Science 91, 2022. https:\/\/doi.org\/10.1016\/j.erss.2022.102736\r<br>[22] Kr\u00fcckhans, B., Kreimeier, D., Kuhlenk\u00f6tter, B.: Networks to Increase Resource Efficiency-Use of Simulation Technology in CPPS | Kommunikationsverbund zur Steigerung der Ressourceneffizienz: Einsatz der Simulationstechnik im CPPS. In: ZWF Zeitschrift fuer Wirtschaftlichen Fabrikbetrieb 110 (7-8), pp. 421\u2013424, 2015.\r<br>[23] Kr\u00fcckhans, B.: Methodik zur Erh\u00f6hung der Ressourceneffizienz in Cyber-Physischen Produktionssystemen (CPPS). Dissertation. 2016.\r<br>[24] Schulz, F., Trappmann, V.: Erwartungen von Besch\u00e4ftigten an die sozial-\u00f6kologische Transformation: Ergebnisse einer repr\u00e4sentativen Umfrage zu Klimawandel und Arbeitswelt. In: Working Paper Forschungsf\u00f6rderung 308, 2023.\r<br>[25] Kuhlenk\u00f6tter, B. u. a.: Mitbestimmung und Partizipation im Transformationsprozess zur Industrie 4.0: Eine multiperspektivische Betrachtung der bisherigen Ver\u00e4nderungen der Industriearbeit im soziotechnischen Spannungsfeld. In: Arbeit 28 (4), pp. 401-422, 2019. https:\/\/doi.org\/10.1515\/arbeit-2019-0024\r<br>[26] Meier, H. et al.: Gestaltung wandlungsf\u00e4higer Produktionssysteme ganzheitliche Identifikation und Analyse wandlungsbeeinflussender Faktoren. In: Industrie-Management 28 (2), pp. 55-58, 2012.\r<br>[27] Schmidt, H.: Digitale Transformation zur \u201eWirtschaft 4.0\u201c. 2019. URL: http:\/\/www.netzoekonom.de\/digitale-transformation\/, Accessed 07.02.2024.\r<br>[28] Wann\u00f6ffel, M., Kuhlenk\u00f6tter, B., Hypki, A.: Leitfaden \u2013 Zur Einf\u00fchrung von Mensch-Roboter-Kollaboration: Perspektive der Betrieblichen Interessensvertretung. URL: www.rubigm.ruhr-uni-bochum.de\/rubigm\/mam\/content\/publications\/scipub\/mrk_leitfaden.pdf, Accessed 07.02.2024.\r<br>[29] Bl\u00f6cker, A.: Sozial-\u00f6kologische Erweiterungen oder sozial-\u00f6kologischer Umbau der Industrie? Beispiele aus der betrieblichen Praxis. Dialog 08, 2012.\r<br>[30] Schallmo, D. R. A.: Jetzt digital Transformieren: So gelingt die erfolgreiche Digitale Transformation Ihres Gesch\u00e4ftsmodells. 2019.\r<br>[31] Bowersox, D., Closs, D., Drayer, R.: The Digital Transformation: Technology and Beyond. In: Supply Chain Management Review 9 (1), pp. 22-29, 2005.\r<br>[32] Mazzone, D.: Digital or Death: Digital Transformation \u2013 The Only Choice for Business to Survive, Smash, and Conquer. Mississauga 2014.\r<br>[33] Westerman, G. u. a.: Digital Transformation: A Road-Map for Billion-Dollar Organizations (Report). Cambridge 2011.\r<br>[34] Garc\u00eda-Fern\u00e1ndez, J. et al. (eds.): The Digital Transformation of the Fitness Sector: A Global Perspective. Emerald Publishing 2022.\r<br>[35] Herrmann, K., Kreimeier, D.: APPsist Einf\u00fchrungsleitfaden: Projektergebnisbericht. URL: www.festo-lernzentrum.de\/unsere-leistungen\/forschung\/erfolgreich-abgeschlossene-forschungsprojekte\/, Accessed 07.02.2024.\r<br>[36] Herrmann, K., Kreimeier, D. (eds.): Entscheidungsunterst\u00fctzung in der Produktionsplanung und -steuerung: Kompendium zum Forschungsprojekt SOPHIE. Shaker 2018.\r<br>[37] Unger, H. et al.: Matching Information Demand and Device Interacting Capabilities in Industry 4.0 Environments. In: Conference: 25th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM).2016.\r<br>[38] Prinz, C. et al.: Flexible Produktion: Partizipative Gestaltung einer individualisierten Personaleinsatzplanung unter Ber\u00fccksichtigung von Belastungsfaktoren mit Unterst\u00fctzung des Wissensmanagements. In: Zeitschrift f\u00fcr wirtschaftlichen Fabrikbetrieb 118 (6), pp. 387-394, 2023. https:\/\/doi.org\/10.1515\/zwf-2023-1075\r<br>[39] St\u00fcrzebecher, P. et al.: Identifikation von Belastungsfaktoren in der Produktion und Implikationen f\u00fcr die Pr\u00e4vention. In: Fr\u00fchjahrskongress 2023, Hannover B.4.6 Nachhaltig Arbeiten und Lernen: Analyse und Gestaltung lernf\u00f6rderlicher und nachhaltiger Arbeitssysteme und Arbeits- und Lernprozesse. 2023.\r<br>[40] Kr\u00fcckhans, B., Bakir, D., Meier, H.: Einsatz der Simulationstechnik in der prozesstechnischen Industrie zur Reduktion des Ressourceneinsatzes. In: TBI\u201814 Produktion und Arbeitswelt 4.0. Produktion und Arbeitswelt 4.0: Aktuelle Konzepte f\u00fcr die Praxis? Tagungsband, 11.07.2014; TBI\u201814, 15. Tage des Betriebs- und Systemingenieurs. pp. 279-288, 2014.\r<br>[41] \u00d6zt\u00fcrk, E. at al.: Adaption Maturity Model 2.0: Digital Transformation of SMEs Based on Methodical Approaches. In: Proceedings of the 13th Conference on Learning Factories. 2023. http:\/\/dx.doi.org\/10.2139\/ssrn.4458218\r<br>[42] Kr\u00f6ll, M. u. a.: F\u00f6rderung der digitalen Transformation und die Rolle von Reifegradmodellen \u2013 am Beispiel von ADAPTION im EU-Projekt. In: Fr\u00fchjahrskongress 2023, Hannover B.5.4 Nachhaltig Arbeiten und Lernen: Analyse und Gestaltung lernf\u00f6rderlicher und nachhaltiger Arbeitssysteme und Arbeits- und Lernprozesse. 2023.\r<br>[43] K\u00f6hler, C., Prinz, C., Herrmann, K.: Systematische Entwicklung hybrider Wertsch\u00f6pfung: Das ABILITY-Bef\u00e4higungssystem. Shaker 2022.<\/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=\"106183\" data-userid =\"0\" data-filename=\"I4S_05-2024_DE_Hoose.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=\"106183\" data-userid =\"0\" data-filename=\"I4S_05-2024_ENG_Hoose.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\/resource-efficiency\/\">Resource Efficiency<\/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\/industrie-4-0-en\/\">Industrie 4.0<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=Digital%20and%20Ecological%20Transformation%20in%20Companies - https:\/\/industry-science.com\/en\/articles\/transformation-in-companies\/\" 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\/transformation-in-companies\/\" data-label=\"Facebook\" onclick=\"window.open(this.href,this.title,&#039;width=500,height=500,top=300px,left=300px&#039;); 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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\/energy-transition-serious-gaming\/\">\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_423992056_BullRun-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_423992056_BullRun-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_423992056_BullRun-196x180.webp\" alt=\"Serious Gaming and the Energy Transition\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Serious Gaming and the Energy Transition\">                  <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;\">Serious Gaming and the Energy Transition<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Collaborative knowledge generation and interactive understanding of complex interrelationships<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/janine-gondolf-en\/\">Janine Gondolf<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-5644-8328\" 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\/gert-mehlmann\/\">Gert Mehlmann<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/joern-hartung\/\">J\u00f6rn Hartung<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/bernd-schweinshaut\/\">Bernd Schweinshaut<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/anne-bauer\/\">Anne Bauer<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Conveying the complexity and multifaceted nature of the energy transition to a broad audience is a challenge. This article demonstrates how interactive serious games on a multitouch table can help make connections tangible and comprehensible. The games and the table were used in various conversational contexts. These are presented here in three case vignettes based on participant observation of the different applications, as well as situated and shared reflection. The vignettes demonstrate how interaction can trigger epistemic processes, enable shifts in perspective, and foster collective thinking, all of which are necessary for shaping the future of society as a whole.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 62-69<\/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\/learning-module-sustainable\/\">\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_289023545_Gorodenkoff-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_289023545_Gorodenkoff-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_289023545_Gorodenkoff-196x180.webp\" alt=\"Industrial Transformation via a Machining Learning Factory\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Industrial Transformation via a Machining Learning Factory\">                  <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;\">Industrial Transformation via a Machining Learning Factory<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">A learning module to foster competencies for a sustainability-driven transformation<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/oskay-ozen\/\">Oskay Ozen<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-5566-6633\" 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\/victoria-breidling\/\">Victoria Breidling<\/a> <a href=\"https:\/\/orcid.org\/0009-0000-0384-4813\" 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\/stefan-seyfried-en\/\">Stefan Seyfried<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-8278-0212\" 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\/matthias-weigold-en\/\">Matthias Weigold<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-7820-8544\" 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                     Sustainability-enhancing transformation processes are necessary in all sectors if we are to remain within planetary boundaries. This also applies to the industrial sector as a significant emitter of greenhouse gases. Employees need new competencies to master this complex task of industrial transformation. These range from CO2 equivalents accounting to the development and evaluation of transformation scenarios, including technical measures. The learning module developed here addresses these competency requirements and uses the example of the ETA factory to show how a competency-oriented learning module for industrial transformation can be structured. It essentially comprises four phases: data collection and CO2 equivalents accounting, cause analysis, development of measures and evaluation of measures.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | Edition 2 | Pages 38-47 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.2.38\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.2.38<\/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\/data-quality-expertise-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_1861900994_Framestock.jpg-640x325.jpeg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Rath_AdobeStock_1861900994_Framestock.jpg-196x180.jpeg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Rath_AdobeStock_1861900994_Framestock.jpg-196x180.jpeg\" alt=\"Data Quality and Domain Expertise for Resilient AI Deployment\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Data Quality and Domain Expertise for Resilient AI Deployment\">                  <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 Quality and Domain Expertise for Resilient AI Deployment<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Integrating anomaly and label error detection in industry<\/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\/erdi-uenal\/\">Erdi \u00dcnal<\/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                     AI implementation transforms work and worker-technology relationships in industrial quality control. This paper explores how approaches to data quality and model transparency support ethical AI deployment, fostering worker agency, trust, and sustainable work design in automatic surface inspection systems (ASIS). Recurring problems like data inefficiency, variable model confidence, and limited AI expertise point to key challenges of human-centered AI: user trust, agency and responsible data management. A solution co-developed with an ASIS supplier demonstrates that the challenges extend beyond the purely technical, underscoring the value of AI design that augments human capabilities. Technical solutions such as anomaly, label error, and domain drift detection are proposed to enhance data quality and model reliability. The insights emphasize the following generalizable strategies for resilient AI integration: understanding user-reported problems through a human-AI interaction lens, ...                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | Edition 1 | Pages 128-135 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.120\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.120<\/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\/digital-competence-lab-dcl-for-speech-therapy\/\">\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\/AdobeStock_37050264-640x325.jpeg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/AdobeStock_37050264-196x180.jpeg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/AdobeStock_37050264-196x180.jpeg\" alt=\"Digital Competence Lab (DCL) for Speech Therapy\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Digital Competence Lab (DCL) for Speech Therapy\">                  <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 Competence Lab (DCL) for Speech Therapy<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Designing a learning platform to advance digital skills<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/anika-thurmann\/\">Anika Thurmann<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-9613-7834\" 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\/antonia-weirich\/\">Antonia Weirich<\/a> <a href=\"https:\/\/orcid.org\/0000-0003-4953-1139\" 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\/kerstin-bilda\/\">Kerstin Bilda<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/fiona-doerr\/\">Fiona D\u00f6rr<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-4696-5049\" 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\/lars-toenges\/\">Lars T\u00f6nges<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-6621-144X\" 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 digital transformation of healthcare results in lasting changes in speech therapy. Smart technologies and artificial intelligence (AI) are creating new opportunities to ensure therapy quality, address care bottlenecks, and actively involve patients in exercise processes. At the same time, these developments are expanding the role of speech therapists, who increasingly use digital systems as supportive tools in addition to their core therapeutic tasks. Based on a feasibility study of the AI-supported application ISi-Speech-Sprechen in a real-world setting of complex Parkinson's therapy (PKT), this article outlines the key challenges associated with implementing smart technologies.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 1 | Pages 110-118 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.102\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.102<\/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-skills-responsible-use\/\">\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\/LangholfAdobeStock_508386888_Pcess609-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/LangholfAdobeStock_508386888_Pcess609-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/LangholfAdobeStock_508386888_Pcess609-196x180.jpg\" alt=\"AI Skills for Responsible Use\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"AI Skills for Responsible Use\">                  <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 Skills for Responsible Use<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Realistic learning environments, critical thinking, and role design in teams<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/valentin-langholf-en\/\">Valentin Langholf<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-0440-4665\" 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\/niklas-obermann-en\/\">Niklas Obermann<\/a> <a href=\"https:\/\/orcid.org\/0009-0004-3817-3203\" 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\/uta-wilkens-en\/\">Uta Wilkens<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-7485-4186\" 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\/marco-kuhnke\/\">Marco Kuhnke<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/michael-pruefer\/\">Michael Pr\u00fcfer<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Artificial intelligence (AI) is changing the world of work. But how can work teams learn to use AI support in a way that delivers speed advantages and ensures consistently high quality? One possible approach is to test it in a workplace-like simulation. Trying it out under realistic conditions shows the role that critical thinking plays.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | Edition 1 | Pages 100-107 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.92\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.92<\/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-work-system-human-centeredness\/\">\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\/Bulow_AdobeStock_475849359_Danai-640x325.jpeg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Bulow_AdobeStock_475849359_Danai-196x180.jpeg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Bulow_AdobeStock_475849359_Danai-196x180.jpeg\" alt=\"Adapting AI Work Systems for Human-Centeredness\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Adapting AI Work Systems for Human-Centeredness\">                  <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;\">Adapting AI Work Systems for Human-Centeredness<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\"> A methodical approach for exploring the design space in transdisciplinary teams<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/florian-buelow\/\">Florian B\u00fclow<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/michael-herzog\/\">Michael Herzog<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-5693-9557\" 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\/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\/dominik-arnold\/\">Dominik Arnold<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-2021-559X\" 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\/christian-els\/\">Christian Els<\/a>, <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><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Designing adaptations in AI-based work systems poses a central challenge for achieving human-centered AI (HCAI). This paper presents a methodical approach that enables transdisciplinary teams to systematically explore and structure the design space of adaptable work systems. Building on an extended work system model and operationalized through a matrix-based framework, the method supports the identification of interdependencies, stakeholder perspectives, and context-specific goals. Its practical applicability is demonstrated through a real-world case study in radiographic non-destructive testing.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | Edition 1 | Pages 44-53 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.136\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.136<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n<\/div>\n<!-- GITO_PUB_POST end flex-container -->\n","protected":false},"excerpt":{"rendered":"<p>Although the concept of double transformation is being intensely discussed in companies, the practical implementation in operational structures often remains unclear. This article sheds light on how digital technologies and environmental sustainability strategies can be developed either synergistically, antagonistically or independently of each other. In addition, it discusses the different experiences of employees in different industries and the varying progress in the introduction of digital and ecological measures. To this end, it will discuss existing research findings and practical examples that pave the way for the successful integration of both transformation processes in companies.<\/p>\n","protected":false},"featured_media":107403,"menu_order":0,"template":"","categories":[79167,79298],"tags":[79449,79627],"product_cat":[],"topic":[67617,68267],"technology":[79334],"knowhow":[],"industry":[],"writer":[80983,82327,83780,82330],"content-type":[],"potential":[69462],"solution":[],"glossary":[],"class_list":["post-106183","article","type-article","status-publish","has-post-thumbnail","category-design-en","category-typeset","tag-digitalisierung-en","tag-industrie-4-0-en","topic-adaptability","topic-sustainability","technology-business-model-en","writer-bernd-kuhlenkoetter-en","writer-christopher-prinz-en","writer-fabian-hoose-en","writer-manfred-wannoeffel-en","potential-resource-efficiency","product","first","instock","downloadable","virtual","sold-individually","taxable","purchasable","product-type-article"],"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose.jpg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-150x150.jpg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-666x375.jpg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-768x432.jpg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-1024x576.jpg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-1032x320.jpg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-764x376.jpg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-392x320.jpg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-608x496.jpg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-640x325.jpg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-274x376.jpg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-514x292.jpg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-320x440.jpg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-514x289.jpg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-196x180.jpg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose.jpg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose.jpg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-510x510.jpg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-510x287.jpg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-100x100.jpg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/10\/Hoose-64x36.jpg",64,36,true]},"uagb_author_info":{"display_name":"Florian Goldmann","author_link":"https:\/\/industry-science.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"Although the concept of double transformation is being intensely discussed in companies, the practical implementation in operational structures often remains unclear. This article sheds light on how digital technologies and environmental sustainability strategies can be developed either synergistically, antagonistically or independently of each other. In addition, it discusses the different experiences of employees in different&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/106183","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\/107403"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=106183"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=106183"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=106183"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=106183"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=106183"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=106183"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=106183"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=106183"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=106183"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=106183"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=106183"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=106183"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=106183"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}