{"id":94963,"date":"2023-12-15T12:00:00","date_gmt":"2023-12-15T11:00:00","guid":{"rendered":"https:\/\/industry-science.com\/?post_type=article&#038;p=94963"},"modified":"2024-10-25T14:45:56","modified_gmt":"2024-10-25T12:45:56","slug":"promoting-agility-in-entrepreneurial-innovation","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/promoting-agility-in-entrepreneurial-innovation\/","title":{"rendered":"Promoting Agility in Entrepreneurial Innovation"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<hr><div class=\"gito-pub-content-bibliography\"><h2>Bibliography <\/h2>[1] Guertler, M. R.; Sick, N: Exploring the enabling effects of project management for SMEs in adopting open innovation \u2013 A framework for partner search and selection in open innovation projects. In: International Journal of Project Management 39 (2021) 2, S. 102-114.\r<br>[2] Blank, S.: Why the Lean Start-Up Changes Everything. In: Harvard Business Review 91 (2013) 5, S. 63-72.\r<br>[3] Chesbrough, H.: Open Innovation: The New Imperative for Creating and Profiting from Technology. Boston 2003.\r<br>[4] Enkel, E.; Gassmann, O.: Neue Ideenquellen erschlie\u00dfen \u2013 Die Chancen von Open Innovation. In: Marketing Review St. Gallen 26 (2009) 2 , S. 6-11.\r<br>[5] Furr, N.; Dyer, J.: Choose the right innovation method at the right time. In: Harvard Business Review 12 (2014).\r<br>[6] Liedtke, C.; Welfens, M.\u00a0J.; Rohn, H.; Nordmann, J.: LIVING LAB: user-driven innovation for sustainability. 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In: Sustainability 12 (2020) 17, 6956, S. 3f.\r<br>[10] Schuurman, D.; Leminen, S.: Living Labs Past Achievements, Current Developments, and Future Trajectories. In: Sustainability 13 (2021) 19, 10703, S. 4.\r<br>[11] Brown, T.: Change by Design: How Design Thinking Transforms Organizations and Inspires Innovation. New York 2009.\r<br>[12] Hasso-Plattner-Institut: Was ist Design Thinking? Die sechs Schritte im Design Thinking Innovationsprozess. URL: www.hpi.de\/school-of-design-thinking\/design-thinking\/hintergrund\/design-thinking-prozess.html, Abrufdatum 10.07.2023.\r<br>[13] Rawolle, M.; Kehr, H.\u00a0M.: Lust auf Zukunft: Die motivierende Kraft von Unternehmensvisionen verstehen und nutzen. In: Organisationsentwicklung 4 (2012), S. 12-17.\r<br>[14] Broman, G.\u00a0I.; Rob\u00e8rt, K.\u00a0H.: A framework for strategic sustainable development. In: Journal of Cleaner Production 140 (2017). S. 17\u201331. https:\/\/doi. org\/10.1016\/j.jclepro.2015.10.121.\r<br>[15] Curley, M.; Salmelin, B: The Evolution of Innovation. In: Open Innovation 2.0. Innovation, Technology, and Knowledge Management 2018.\r<br>[16] Piwowar, J.; Geibler, J.\u00a0v.; Theben, L.: Organisationale Transformation: Steigerung der Innovationsf\u00e4higkeit und Nachhaltigkeitsorientierung mittels agiler, digitaler Arbeits- und Organisationsgestaltung. In: Wuppertal Institut (Hrsg): Arbeitsdokument im Arbeitspaket 2 (AS 2.1) des AgilOLab Projekt. Wuppertal 2022. URL: www.agilolab.de\/wp-content\/uploads\/2023\/06\/Kurzstudie-Organisationale-Transformation.pdf, Abrufdatum 21.05.2023.\r<br>[17] Bass, B.\u00a0M.: Two Decades of Research and Development in Transformational Leadership. In: European Journal of Work and Organizational Psychology 8 (1999) 1, S. 9-32. URL: doi.org\/10.1080\/135943299398410, Abrufdatum 17.07.2023.\r<br>[18] Zuraik, A.; Kelly, L.: The role of CEO transformational leadership and innovation climate in exploration and exploitation. In: European Journal of Innovation Management 22 (2019) 1, S. 84-104.\r<br>[19] Laloux, F.: Reinventing organizations: Ein Leitfaden zur Gestaltung sinnstiftender Formen der Zusammenarbeit. M\u00fcnchen 2015.\r<br>[20] Davies, M.: The Danish Design Ladder. URL: www.mrmattdavies.me\/post\/the-danish-design-ladder, Abrufdatum 17.07.2023.\r<br>[21] Pernice, K.; Gibbons, S.; Moran, K.; Whitenton, K.: The 6 Levels of UX Maturity. URL: www.nngroup.com\/articles\/ux-maturity-model\/, Abrufdatum 10.07.2023.\r<br>[22] Piwowar, J.; Geibler, J.\u00a0v.; Theben, L.: Ergebnisse des Visions-Workshops: Arbeitsdokument im Arbeitspaket 2 (AS 2.1) des AgilOLab Projekts. Wuppertal Institut. Wuppertal 2022. URL: www.agilolab.de\/wp-content\/uploads\/2023\/06\/Ergebnisbericht_VisionsWorkshop.pdf, Abrufdatum 13.07.2023.\r<br>[23] Fr\u00f6hlich, P.; Meidrodt, F.; Wasielewski, I.; Diestel, S.: Ergebnisse der Design-Thinking Workshops: Arbeitspapier im Arbeitspaket 1 (AS 1.3) des AgilOLab Projekts. Bergische Universit\u00e4t Wuppertal. Wuppertal 2022. URL: www.agilolab.de\/wp-content\/uploads\/2023\/04\/DesignThinkingWorkshop-Ergebnisdokumentation.pdf, Abrufdatum 21.06.2023.\r<br>[24] Mayring, P.: Qualitative Inhaltsanalyse. In: Mey, G.; Mruck, K. (Hrsg): Handbuch Qualitative Forschung in der Psychologie. Wiesbaden 2020. URL: doi.org\/10.1007\/978-3-658-26887-9_52, Abrufdatum 17.07.2023.\r<br>[25] Mey, G.; Mruck, K.: Qualitative Interviews. In: Mey, G.; Mruck, K. (Hrsg): Handbuch Qualitative Forschung in der Psychologie. Wiesbaden 2020. URL: doi.org\/10.1007\/978-3-658-26887-9_33, Abrufdatum 17.07.2023.\r<br>[26] Vogl, S.: Gruppendiskussion. In: Handbuch Methoden der empirischen Sozialforschung (S. 581-586). Wiesbaden 2014. URL: doi.org\/10.1007\/978-3-531-18939-0_41, Abrufdatum 17.07.2023.\r<br>[27] Piwowar, J.; Geibler, J.\u00a0v.; Theben, L.: Ergebnisse des Co-Creation-Workshops: Arbeitspapier im Arbeitspaket 2 (AS 2.3) des AgilOLab Projekts. Wuppertal Institut. Wuppertal 2022. URL: www.agilolab.de\/wp-content\/uploads\/2023\/06\/Ergebnisbericht_CoCreationWorkshop.pdf, Abrufdatum 13.07.2023.\r<br>[28] Krieg, A.: Reifegradmodell f\u00fcr agile Unternehmensentwicklung (Agile Maturity Model). Bonn 2016.\r<br>[29] M\u00fchlfelder, M.; Bullinger, S.; Klein, U.; M\u00fcller, M.: Reif f\u00fcr Agilit\u00e4t? Ist Ihre Organisation reif genug f\u00fcr die Anwendung agiler Projektmanagement Methoden. In: Organisationsentwicklung 37 (2018) 2, S. 78-85\r<br>[30] Wendler, R.: Development of the organizational agility maturity model. In: 2014 federated conference on computer science and information systems, S. 1197-1206.\r<br>[31] Hossain, M.; Leminen, S.; Westerlund, M.: A systematic review of living lab literature. Journal of Cleaner Production 213 (2019), 976-988.\r<br>[32] Geibler, J.\u00a0v.; Erdmann, L.; Liedtke, C.; Rohn, H.; Stabe, M.; Berner, S.; Leismann, K.; Schnalzer K.; Kennedy, K.: Exploring the potential of a German Living Lab research infrastructure for the development of low resource products and services (2014). 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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\/maki-digital-assistant-learning\/\">\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\/03\/Resch_AdobeStock_1899117052_onephoto-copie-2-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/03\/Resch_AdobeStock_1899117052_onephoto-copie-2-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/03\/Resch_AdobeStock_1899117052_onephoto-copie-2-196x180.webp\" alt=\"MAKI\u2014A Digital Assistant for Practice-Based Learning\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"MAKI\u2014A Digital Assistant for Practice-Based Learning\">                  <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;\">MAKI\u2014A Digital Assistant for Practice-Based Learning<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Why every factory is a learning factory<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/olaf-resch-en\/\">Olaf Resch<\/a> <a href=\"https:\/\/orcid.org\/0009-0001-7292-3571\" 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\/maki-digital-assistant-learning\/\" 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>With the help of digital assistants, academic teaching is possible in any factory. In order to achieve the best learning effects, however, the interests of all stakeholders must be taken into account. The factory wishes to deploy its employees quickly and productively, the learners desire a positive learning experience, and the educators want to illustrate abstract concepts in a meaningful and practical way. The only way to combine all of these perspectives is via a well-thought-out educational concept and highly functioning technology.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 70-77<\/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\/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=\"\/authors\/pavlos-rath-manakidis\/\">Pavlos Rath-Manakidis<\/a>, <a href=\"\/authors\/henry-huick\/\">Henry Huick<\/a>, <a href=\"\/authors\/erdi-uenal\/\">Erdi \u00dcnal<\/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                     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=\"\/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=\"\/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=\"\/authors\/kerstin-bilda\/\">Kerstin Bilda<\/a>, <a href=\"\/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=\"\/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=\"\/authors\/valentin-langholf\/\">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=\"\/authors\/niklas-obermann\/\">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=\"\/authors\/uta-wilkens\/\">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=\"\/authors\/marco-kuhnke\/\">Marco Kuhnke<\/a>, <a href=\"\/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>\n<!-- GITO_PUB_POST end flex-container -->\n","protected":false},"excerpt":{"rendered":"<p>Companies with traditional working and manufacturing structures face the challenge of progressive digitalization and internationalization. In order to adapt, many companies aim to develop digital and agile working skills and competences. This paper describes the conception of a digital platform to promote agility in innovation of small and mediumsized enterprises (SMEs) in structurally weak regions and to contribute to their innovativeness and future viability.<\/p>\n","protected":false},"featured_media":95775,"menu_order":0,"template":"","categories":[79167,4713,79168,79298],"tags":[68981,76537,79625,68862,84356,71833,68489],"product_cat":[],"topic":[67617],"technology":[],"knowhow":[],"industry":[],"writer":[83668,83667,83665,83423,83666],"content-type":[],"potential":[67626,67894],"solution":[],"glossary":[],"class_list":["post-94963","article","type-article","status-publish","has-post-thumbnail","category-design-en","category-translate","category-translate-en","category-typeset","tag-agility","tag-design-thinking","tag-design-thinking-en","tag-innovation-management","tag-open-innovation-en","tag-open-innovation","tag-platform","topic-adaptability","writer-dominik-lenz-en","writer-filiz-meidrodt-en","writer-julius-piwowar-en","writer-justus-von-geibler-en","writer-patrik-froehlich-en","potential-business-models","potential-innovation-en","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\/03\/IM_06-2023_Geibler-1400x788.jpg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-150x150.jpg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-666x375.jpg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-768x432.jpg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-1024x576.jpg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-1032x320.jpg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-764x376.jpg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-392x320.jpg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-608x496.jpg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-640x325.jpg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-274x376.jpg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-514x292.jpg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-320x440.jpg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-514x289.jpg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-196x180.jpg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788.jpg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788.jpg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-510x510.jpg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-510x287.jpg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-100x100.jpg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/IM_06-2023_Geibler-1400x788-64x36.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":"Companies with traditional working and manufacturing structures face the challenge of progressive digitalization and internationalization. In order to adapt, many companies aim to develop digital and agile working skills and competences. This paper describes the conception of a digital platform to promote agility in innovation of small and mediumsized enterprises (SMEs) in structurally weak regions&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/94963","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\/95775"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=94963"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=94963"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=94963"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=94963"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=94963"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=94963"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=94963"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=94963"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=94963"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=94963"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=94963"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=94963"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=94963"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}