{"id":94411,"date":"2022-02-15T12:00:00","date_gmt":"2022-02-15T11:00:00","guid":{"rendered":"https:\/\/industry-science.com\/?post_type=article&#038;p=94411"},"modified":"2024-09-23T14:59:23","modified_gmt":"2024-09-23T12:59:23","slug":"digital-sustainability-management-in-companies-%e2%88%92-a-service-oriented-approach-to-develop-a-platform-for-data-driven-sustainability-management","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/digital-sustainability-management-in-companies-%e2%88%92-a-service-oriented-approach-to-develop-a-platform-for-data-driven-sustainability-management\/","title":{"rendered":"Digital Sustainability Management in Companies"},"content":{"rendered":"<hr>\n<div class=\"gito-pub-content-bibliography\">\n<h2>Bibliography <\/h2>\n[1] L\u00f6ser, F.: Strategic Information Systems Management for Environmental Sustainability: Enhancing Firm Competitiveness with Green IS. Berlin 2015.<br \/>\n[2] Seidel, S.; Recker, J.; Vom Brocke, J.: Sensemaking and Sustainable Practicing: Functional Affordances of Information Systems in Green Transformations. In: MIS Quarterly 37 (2013) 4, S. 1275-1299.<br \/>\n[3] Schaltegger, S.; Burritt, R.: Contemporary environmental accounting. Issues, concepts and practice. Sheffield 2017.<br \/>\n[4] Burritt, R.; Christ, K.: Industry 4.0 and environmental accounting: a new revolution? In: AJSSR 1 (2016) 1, S. 23-38. DOI: 10.1186\/s41180-016-0007-y.<br \/>\n[5] Geibler, J. v.; Wiesen, K.; Mostyn, R.; Werner, M.; Riera, N. u. a.: Forming the Nucleus of a Novel Ecological Accounting System. The myEcoCost Approach. In: Key Engineering Materials, Vol. 572 (2014), S. 78-83.<br \/>\n[6] VDI Zentrum Ressourceneffizienz GmbH (VDI ZRE): Ressourceneffizienz durch Industrie 4.0 &#8211; Potenziale f\u00fcr KMU des verarbeitenden Gewerbes. VDI ZRE 2017. ULR: www.ressource-deutschland.de\/fileadmin\/user_upload\/downloads\/studien\/VDI-ZRE_Studie_KI-betriebliche-Ressourceneffizienz_Web_bf.pdf, Abrufdatum 15.09.2021.<br \/>\n[7] Schaltegger, S.; Herzig, C.; Kleiber, O.; Klinke, T.; M\u00fcller, J.: Nachhaltigkeitsmanagement in Unternehmen. Von der Idee zur Praxis: Managementans\u00e4tze zur Umsetzung von Corporate Social Responsibility und Corporate Sustainability. L\u00fcneburg 2007.<br \/>\n[8] WBGU: Unsere gemeinsame digitale Zukunft. Zusammenfassung. 1. Auflage. Berlin 2019.<br \/>\n[9] Miehe, R.; Waltersmann, L.; Sauer, A.; Bauernhansl, T. Sustainable production and the role of digital twins\u2014Basic reflections and perspectives. J. Adv. Manuf. Process. 2021, 3.<br \/>\n[10] Barni, A.; Fontana, A.; Menato, S.; Sorlini, M.; Canetta, L.: Exploiting the Digital Twin in the Assessment and Optimization of Sustainability Performances. In: International Conference on Intelligent Systems. 2018.<br \/>\n[11] Waltersmann, L.; Kiemel, S.; Stuhlsatz, J.; Sauer, A.; Miehe, R. Artificial Intelligence Applications for Increasing Resource Efficiency in Manufacturing Companies\u2014A Comprehensive Review. Sustainability 2021, 13, 6689.<br \/>\n[12] Conrad C.: ERP for ESG: Nachhaltigkeitsmanagement mit Software-Systemen. In: CSR und Finance 2014. DOI: 10.1007\/978-3-642-54882-6_13.<br \/>\n[13] Bischof, C.; Winkler, H.: Zeitgem\u00e4\u00dfes Umweltcontrolling mit SAP. In: Tschandl, M.; Posch, A. (eds): Integriertes Umweltcontrolling. Wiesbaden 2012.<br \/>\n[14] Al Assadi, A.; Waltersmann, L.; Miehe, R.; Fechter, M.; Sauer, A.: Automated Environmental Impact Assessment (EIA) via Asset Administration Shell. In: Wei\u00dfgraeber, P.; Heieck, F.; Ackermann, C. (eds): Advances in Automotive Production Technology \u2013 Theory and Application. ARENA2036. Berlin Heidelberg 2021. https:\/\/doi.org\/10.1007\/978-3-662-62962-8_6.<br \/>\n[15] DIN und DKE: Deutsche Normungsroadmap Industrie 4.0 Version 3. 2018.<br \/>\n[16] Warnke, P.; Koschatzky, K.; D\u00f6nitz, E.; Zenker, A. u. a.: Opening up the innovation system framework towards new actors and institutions. Discussion Papers Innovation Systems and Policy Analysis, No. 49. Karlsruhe 2016.<br \/>\n[17] Bartle, M.: Open Innovation. Der offene Umgang mit Wissen ver\u00e4ndert das Innovationsmanagement. In: pen Journal of Knowledge Management 1 (2010).<br \/>\n[18] Schneidewind, U.; Singer-Brodowski, M.: Vom experimentellen Lernen zum transformativen Experimentieren. Zeitschrift f\u00fcr Wirtschafts- und Unternehmensethik, 16 (2015) 1, S. 10-23.<br \/>\n[19] Sch\u00e4pke, N.; Stelzer, F.; Caniglia, G.; Bergmann, M.; Wanner, M. u. a.: Jointly experimenting for transformation? Shaping real-world laboratories by comparing them. GAIA-Ecological Perspectives for Science and Society 27 (2018) 1, S. 85-96.<br \/>\n[20] Ley, B.; Ogonowski, C.; Mu, M.; Hess, J.; Race, N. u.\u00a0a.: At home with users: a comparative view of Living Labs. Interacting with Computers, 27 (2015) 1, S. 21-35.<br \/>\n[21] Geibler, J. v.; Erdmann, L.; Liedtke, C.; Rohn, H.; Stabe, M. u. a.: Living Labs f\u00fcr nachhaltige Entwicklung. Wuppertal Spezial Nr. 47. Wuppertal 2013.<br \/>\n[22] Baedeker, C.; Piwowar, J.; Themann, P.; Grinewitschus, V.; Krisemendt, B. u. a.: Interactive Design to Encourage Energy Efficiency in Offices: Developing and testing a User-Centred Building Management System based on a Living Lab Approach. In: Sustainability, Volume 12 (2020) 17, 6956.<br \/>\n[23] Geibler, J. v.; Echternacht, L.; Stadler, K.; Liedtke, C.; Hasselku\u00df, M. u. a.: Nachhaltigkeitsanforderungen und -bewertung in Living Labs: Konzeption eines Bewertungsmodells. Wuppertal 2016.<br \/>\n[24] Schuurman, D.; Herregodts, A.-L.; Georges, A.; Rits, O.: Innovation Management in Living Lab Projects: The Innovatrix Framework. Technology Innovation Management Review 9 (2019) 3, S. 63-73.<br \/>\n[25] Liedtke, C., Baedecker, C., Hasselku\u00df, M., Rohn, H., Grinewitschus, V.: User-Integrated Innovation in Sustainable LivingLabs: An Experimental Infrastructure for Researching and Developing Sustainable Product Service Systems. Journal of Cleaner Production, 97. (2015), 106\u2013116.<br \/>\n[26] Geibler, J. v.; Piwowar, J.; Greven, A.: The SDG-Check: Guiding Open Innovation towards Sustainable Development Goals. 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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\/serious-games-as-a-training-tool\/\">\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\/Lange_AdobeStock_734724963_alexkich-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/Lange_AdobeStock_734724963_alexkich-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/Lange_AdobeStock_734724963_alexkich-196x180.webp\" alt=\"Serious Games as a Training Tool\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Serious Games as a Training Tool\">                  <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 Games as a Training Tool<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Game mechanics design to promote resilience<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/annika-lange\/\">Annika Lange<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-4514-9306\" 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=\"\/authors\/thomas-knothe\/\">Thomas Knothe<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-3055-7155\" 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                     <div class=\"gito-pub-frontend-post-card-abo-sign gito-pub-login-register-link\" data-targetabo=\"expert\" data-targeturl=\"https:\/\/industry-science.com\/en\/articles\/serious-games-as-a-training-tool\/\" title=\"please login or register - content can only be read in its entirety with a subscription  expert\">\n\t\t\t                         <img decoding=\"async\" src=\"https:\/\/industry-science.com\/wp-content\/plugins\/gito-publisher\/img\/i4s-login.png\">\n\t\t\t                      <\/div>Unforeseen events are increasingly challenging manufacturing companies. Being resilient during crises is becoming a key competence. Serious games (SG) can help make resilience-building processes more transparent. This article derives specific requirements for SG from different phases of resilience and shows how these can be implemented in game mechanics in order to effectively support the training of resilience.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 98-104<\/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\/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=\"\/authors\/janine-gondolf\/\">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=\"\/authors\/gert-mehlmann\/\">Gert Mehlmann<\/a>, <a href=\"\/authors\/joern-hartung\/\">J\u00f6rn Hartung<\/a>, <a href=\"\/authors\/bernd-schweinshaut\/\">Bernd Schweinshaut<\/a>, <a href=\"\/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=\"\/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=\"\/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=\"\/authors\/stefan-seyfried\/\">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=\"\/authors\/matthias-weigold\/\">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\/from-brownfield-to-industry-4-0\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/voelker-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/voelker-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/voelker-196x180.jpg\" alt=\"From Brownfield to Industry 4.0\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"From Brownfield to Industry 4.0\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">From Brownfield to Industry 4.0<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Learning factories as training and testing environment for digital transformation<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/jakob-weber\/\">Jakob Weber<\/a>, <a href=\"\/authors\/sven-voelker\/\">Sven V\u00f6lker<\/a> <a href=\"https:\/\/orcid.org\/0009-0000-9707-1478\" 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                     <div class=\"gito-pub-frontend-post-card-abo-sign gito-pub-login-register-link\" data-targetabo=\"expert\" data-targeturl=\"https:\/\/industry-science.com\/en\/articles\/from-brownfield-to-industry-4-0\/\" title=\"please login or register - content can only be read in its entirety with a subscription  expert\">\n\t\t\t                         <img decoding=\"async\" src=\"https:\/\/industry-science.com\/wp-content\/plugins\/gito-publisher\/img\/i4s-login.png\">\n\t\t\t                      <\/div>To succeed in their digital transformation, manufacturing companies need engineers with in-depth knowledge of key technologies and concepts, and a profound understanding of the transition from Industry 3.0 to Industry 4.0. This article describes the concept of a learning factory that is continuously subjected to a digital transformation, thereby creating an environment for the development of transformation competencies. The concept of digital transformation is based on digital worker assistance systems and multi-agent systems for production control. These enable the incremental integration of existing resources into the digitalized factory. The learning factory is not presented to students as a completed solution. Instead, it is continuously developed further as part of student projects. This way, it contributes directly to the qualification of personnel for the implementation of Industry 4.0.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 88-96<\/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-colleagues\/\">\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\/Franken_titel-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/Franken_titel-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/Franken_titel-196x180.jpg\" alt=\"AI Colleagues?\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"AI Colleagues?\">                  <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 Colleagues?<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Competence requirements and training for AI use in industry<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/swetlana-franken-en\/\">Swetlana Franken<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-9991-3015\" 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                     <div class=\"gito-pub-frontend-post-card-abo-sign gito-pub-login-register-link\" data-targetabo=\"expert\" data-targeturl=\"https:\/\/industry-science.com\/en\/articles\/ai-colleagues\/\" title=\"please login or register - content can only be read in its entirety with a subscription  expert\">\n\t\t\t                         <img decoding=\"async\" src=\"https:\/\/industry-science.com\/wp-content\/plugins\/gito-publisher\/img\/i4s-login.png\">\n\t\t\t                      <\/div>Artificial intelligence is fundamentally changing tasks, roles, and skills in (industrial) companies. Increasingly, it acts as a colleague, preparing decisions, supporting processes, and interacting with people. This article highlights key competence requirements for AI use in industry, presents an integrated competence model, and outlines practical strategies for the transfer of skills. The aim is to prepare companies and employees for humane, competence-oriented AI implementation that combines technological efficiency with human creativity and judgment.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 78-86<\/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=\"\/authors\/pavlos-rath-manakidis\/\">Pavlos Rath-Manakidis<\/a>, <a href=\"\/authors\/henry-huick\/\">Henry Huick<\/a>, <a href=\"\/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=\"\/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>\n<!-- GITO_PUB_POST end flex-container -->\n","protected":false},"excerpt":{"rendered":"<p>The digitalization in sustainability management and the creation of a consistent database for sustainability data can significantly support companies in meeting increasing sustainability requirements and transparency regarding the sustainability performance. This paper presents a service-oriented approach for the development of a platform for data-driven sustainability management in manufacturing companies.<\/p>\n","protected":false},"featured_media":95837,"menu_order":0,"template":"","categories":[79167,79168,79298],"tags":[80017,79449,79572,79356,80018,80019,80020],"product_cat":[],"topic":[68206,68267],"technology":[67599],"knowhow":[],"industry":[],"writer":[83424,83423,83425,83426,82932],"content-type":[],"potential":[67626],"solution":[],"glossary":[],"class_list":{"0":"post-94411","1":"article","2":"type-article","3":"status-publish","4":"has-post-thumbnail","6":"category-design-en","7":"category-translate-en","8":"category-typeset","9":"tag-data-management-en","10":"tag-digitalisierung-en","11":"tag-digitalization-en","12":"tag-nachhaltigkeit-en","13":"tag-platform-en","14":"tag-sustainability-en","15":"tag-sustainability-management-en","16":"topic-industry-4-0","17":"topic-sustainability","18":"technology-analytics-en","19":"writer-julia-brandt-en","20":"writer-justus-von-geibler-en","21":"writer-lara-waltersmann-en","22":"writer-ralf-tesch-en","23":"writer-robert-miehe-en","24":"potential-business-models","25":"product","26":"first","27":"instock","28":"downloadable","29":"virtual","30":"sold-individually","31":"taxable","32":"purchasable","33":"product-type-article"},"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788.jpg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-150x150.jpg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-666x375.jpg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-768x432.jpg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-1024x576.jpg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-1032x320.jpg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-764x376.jpg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-392x320.jpg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-608x496.jpg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-640x325.jpg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-274x376.jpg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-514x292.jpg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-320x440.jpg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-514x289.jpg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-196x180.jpg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788.jpg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788.jpg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-510x510.jpg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-510x287.jpg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-100x100.jpg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Geibler_Digitales_Nachhaltigkeitsmanagement_IM_1_2022-1400x788-64x36.jpg",64,36,true]},"uagb_author_info":{"display_name":"Christoph Brocks","author_link":"https:\/\/industry-science.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"The digitalization in sustainability management and the creation of a consistent database for sustainability data can significantly support companies in meeting increasing sustainability requirements and transparency regarding the sustainability performance. This paper presents a service-oriented approach for the development of a platform for data-driven sustainability management in manufacturing companies.","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/94411","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\/95837"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=94411"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=94411"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=94411"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=94411"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=94411"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=94411"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=94411"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=94411"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=94411"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=94411"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=94411"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=94411"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=94411"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}