--- _id: '65061' abstract: - lang: eng text: "Abstract\r\n \r\n One of the purposes for which XAI is often brought into play is to enable a user to act responsibly. However, responsibility is a complex normative and social phenomenon that we unfold in this chapter. We consider that the classical concepts of agency and responsibility do not fully capture what is needed for meaningful collaboration between human users and XAI. Advocating the perspective of sXAI, we argue that the growing adaptivity of AI systems will result in sXAI being considered as partners. Both partners adopt particular (dialogical) roles within a collaborative process and take responsibility for them. We expect that these roles lead to reactive attitudes toward the sXAI on the side of the human partners that make these roles relational. They resemble those reactive attitudes that we hold toward other human agents. For agents to exercise their responsibility, they need to possess agential capacities to fulfill their role with respect to the structure of a social interaction. Hence, sXAI can be expected to act responsibly. But because of XAI’s limited normative capacities, it might rather act as a marginal agent. We refer to marginal agents and show they can be scaffolded with regard to their agential capacities and their knowledge about the structure of a social interaction. The structure links the actions of the partners to each other in terms of a set of stimuli and responses to it in pursuit of a particular goal. Hence, it is important to differentiate between the different goals that a structure can impose for exercising responsibility. Therefore, we follow (Responsibility from the margins. Oxford University Press; 2015.\r\n https://doi.org/10.1093/acprof:oso/9780198715672.24001.0001\r\n \ ) and offer three structures that can help to organize responsibility for\r\n decisions made\r\n with the assistance of AI systems. These structures are attributability, answerability, and accountability. Our insights will inform the development and design process of XAI to meet the guiding principles of responsible research and innovation as well as trustworthy AI.\r\n " author: - first_name: Katharina J. full_name: Rohlfing, Katharina J. id: '50352' last_name: Rohlfing orcid: 0000-0002-5676-8233 - first_name: Suzana full_name: Alpsancar, Suzana id: '93637' last_name: Alpsancar - first_name: Carsten full_name: Schulte, Carsten id: '60311' last_name: Schulte citation: ama: 'Rohlfing KJ, Alpsancar S, Schulte C. Responsibilities in sXAI. In: Social Explainable AI. Springer Nature Singapore; 2026:157-177. doi:10.1007/978-981-96-5290-7_9' apa: Rohlfing, K. J., Alpsancar, S., & Schulte, C. (2026). Responsibilities in sXAI. In Social Explainable AI (pp. 157–177). Springer Nature Singapore. https://doi.org/10.1007/978-981-96-5290-7_9 bibtex: '@inbook{Rohlfing_Alpsancar_Schulte_2026, place={Singapore}, title={Responsibilities in sXAI}, DOI={10.1007/978-981-96-5290-7_9}, booktitle={Social Explainable AI}, publisher={Springer Nature Singapore}, author={Rohlfing, Katharina J. and Alpsancar, Suzana and Schulte, Carsten}, year={2026}, pages={157–177} }' chicago: 'Rohlfing, Katharina J., Suzana Alpsancar, and Carsten Schulte. “Responsibilities in SXAI.” In Social Explainable AI, 157–77. Singapore: Springer Nature Singapore, 2026. https://doi.org/10.1007/978-981-96-5290-7_9.' ieee: 'K. J. Rohlfing, S. Alpsancar, and C. Schulte, “Responsibilities in sXAI,” in Social Explainable AI, Singapore: Springer Nature Singapore, 2026, pp. 157–177.' mla: Rohlfing, Katharina J., et al. “Responsibilities in SXAI.” Social Explainable AI, Springer Nature Singapore, 2026, pp. 157–77, doi:10.1007/978-981-96-5290-7_9. short: 'K.J. Rohlfing, S. Alpsancar, C. Schulte, in: Social Explainable AI, Springer Nature Singapore, Singapore, 2026, pp. 157–177.' date_created: 2026-03-19T10:59:18Z date_updated: 2026-03-19T11:53:01Z department: - _id: '26' - _id: '756' doi: 10.1007/978-981-96-5290-7_9 language: - iso: eng main_file_link: - open_access: '1' url: https://doi.org/10.1007/978-981-96-5290-7_9 oa: '1' page: 157-177 place: Singapore project: - _id: '109' name: 'TRR 318: Erklärbarkeit konstruieren' - _id: '370' name: 'TRR 318; TP B06: Ethik und Normativität der erklärbaren KI' publication: Social Explainable AI publication_identifier: isbn: - '9789819652891' - '9789819652907' publication_status: published publisher: Springer Nature Singapore status: public title: Responsibilities in sXAI type: book_chapter user_id: '93637' year: '2026' ... --- _id: '65063' abstract: - lang: eng text: "Abstract\r\n \r\n This chapter critically examines how social explainable AI (sXAI) can better support AI practitioners in ensuring fairness in AI-based decision-making. We argue for a fundamental shift: Fairness should be understood not as a technical property or an information problem, but as a matter of vulnerability—focusing on the real-world impacts of AI on individuals and groups, especially those most at risk. Hereby, we call for a shift in perspective: from fair AI to\r\n tasking AI fairly\r\n . To motivate our vulnerability approach, we review the “Dutch welfare fraud scandal” (system risk indication—SyRI) and current challenges in the field of fair AI/machine learning (ML). Vulnerability of a person or members of a definable group of persons is a complex relational notion, and not a technical property of a technical system. Accordingly, we suggest several nontechnical strategies that hold the promise to compensate for the insufficiency of purely technical approaches to fairness and other ethical issues in the practical use of AI-based systems. To discuss how sXAI, due to its interactive and adaptive social character, might better fulfill this role than current XAI techniques, we provide a toy scenario for how sXAI might support the virtuous AI practitioner in an ethical inquiry. Finally, we also address challenges and limits of our approach.\r\n \ " author: - first_name: Suzana full_name: Alpsancar, Suzana id: '93637' last_name: Alpsancar - first_name: Eugenia full_name: Stamboliev, Eugenia last_name: Stamboliev citation: ama: 'Alpsancar S, Stamboliev E. Tasking AI Fairly. How to Empower AI Practitioners With sXAI? In: Social Explainable AI. Springer Nature Singapore; 2026:557-581. doi:10.1007/978-981-96-5290-7_29' apa: Alpsancar, S., & Stamboliev, E. (2026). Tasking AI Fairly. How to Empower AI Practitioners With sXAI? In Social Explainable AI (pp. 557–581). Springer Nature Singapore. https://doi.org/10.1007/978-981-96-5290-7_29 bibtex: '@inbook{Alpsancar_Stamboliev_2026, place={Singapore}, title={Tasking AI Fairly. How to Empower AI Practitioners With sXAI?}, DOI={10.1007/978-981-96-5290-7_29}, booktitle={Social Explainable AI}, publisher={Springer Nature Singapore}, author={Alpsancar, Suzana and Stamboliev, Eugenia}, year={2026}, pages={557–581} }' chicago: 'Alpsancar, Suzana, and Eugenia Stamboliev. “Tasking AI Fairly. How to Empower AI Practitioners With SXAI?” In Social Explainable AI, 557–81. Singapore: Springer Nature Singapore, 2026. https://doi.org/10.1007/978-981-96-5290-7_29.' ieee: 'S. Alpsancar and E. Stamboliev, “Tasking AI Fairly. How to Empower AI Practitioners With sXAI?,” in Social Explainable AI, Singapore: Springer Nature Singapore, 2026, pp. 557–581.' mla: Alpsancar, Suzana, and Eugenia Stamboliev. “Tasking AI Fairly. How to Empower AI Practitioners With SXAI?” Social Explainable AI, Springer Nature Singapore, 2026, pp. 557–81, doi:10.1007/978-981-96-5290-7_29. short: 'S. Alpsancar, E. Stamboliev, in: Social Explainable AI, Springer Nature Singapore, Singapore, 2026, pp. 557–581.' date_created: 2026-03-19T11:03:30Z date_updated: 2026-03-19T11:53:42Z department: - _id: '26' - _id: '756' doi: 10.1007/978-981-96-5290-7_29 language: - iso: eng main_file_link: - open_access: '1' url: https://doi.org/10.1007/978-981-96-5290-7_29 oa: '1' page: 557-581 place: Singapore project: - _id: '370' name: 'TRR 318; TP B06: Ethik und Normativität der erklärbaren KI' publication: Social Explainable AI publication_identifier: isbn: - '9789819652891' - '9789819652907' publication_status: published publisher: Springer Nature Singapore status: public title: Tasking AI Fairly. How to Empower AI Practitioners With sXAI? type: book_chapter user_id: '93637' year: '2026' ... --- _id: '65064' abstract: - lang: eng text: "Abstract\r\n XAI can minimize the risks of being manipulated and deceived by AI but in turn entails other specific risks. This also applies to sXAI, and the specifically social character of sXAI harbors particular risks that designers and developers should be aware of. In this chapter, we shall discuss the potential opportunities and risks of sXAI. We see a particularly positive potential in the social character of sXAI, which lies in the fact that skillful users, including those with “healthy distrust,” can use the adaptivity of sXAI to produce an explanation that is actually relevant and adequate for them. However, this requires a high level of skills on the part of the user and is thus in contrast to the general promise of efficiency in the use of AI. A potential risk of XAI is that it can be (even more) persuasive, as the interactive involvement and the anthropomorphism strengthen a trustworthy appearance/performance (independent of the adequacy of the sXAI performance)." author: - first_name: Suzana full_name: Alpsancar, Suzana id: '93637' last_name: Alpsancar - first_name: Michael full_name: Klenk, Michael last_name: Klenk citation: ama: 'Alpsancar S, Klenk M. The Risk of Manipulation and Deception in sXAI. In: Social Explainable AI. Springer Nature Singapore; 2026:583-616. doi:10.1007/978-981-96-5290-7_30' apa: Alpsancar, S., & Klenk, M. (2026). The Risk of Manipulation and Deception in sXAI. In Social Explainable AI (pp. 583–616). Springer Nature Singapore. https://doi.org/10.1007/978-981-96-5290-7_30 bibtex: '@inbook{Alpsancar_Klenk_2026, place={Singapore}, title={The Risk of Manipulation and Deception in sXAI}, DOI={10.1007/978-981-96-5290-7_30}, booktitle={Social Explainable AI}, publisher={Springer Nature Singapore}, author={Alpsancar, Suzana and Klenk, Michael}, year={2026}, pages={583–616} }' chicago: 'Alpsancar, Suzana, and Michael Klenk. “The Risk of Manipulation and Deception in SXAI.” In Social Explainable AI, 583–616. Singapore: Springer Nature Singapore, 2026. https://doi.org/10.1007/978-981-96-5290-7_30.' ieee: 'S. Alpsancar and M. Klenk, “The Risk of Manipulation and Deception in sXAI,” in Social Explainable AI, Singapore: Springer Nature Singapore, 2026, pp. 583–616.' mla: Alpsancar, Suzana, and Michael Klenk. “The Risk of Manipulation and Deception in SXAI.” Social Explainable AI, Springer Nature Singapore, 2026, pp. 583–616, doi:10.1007/978-981-96-5290-7_30. short: 'S. Alpsancar, M. Klenk, in: Social Explainable AI, Springer Nature Singapore, Singapore, 2026, pp. 583–616.' date_created: 2026-03-19T11:05:30Z date_updated: 2026-03-19T11:52:00Z department: - _id: '26' - _id: '756' doi: 10.1007/978-981-96-5290-7_30 language: - iso: eng main_file_link: - open_access: '1' url: ' https://doi.org/10.1007/978-981-96-5290-7_30' oa: '1' page: 583-616 place: Singapore project: - _id: '109' name: 'TRR 318: Erklärbarkeit konstruieren' - _id: '370' name: 'TRR 318; TP B06: Ethik und Normativität der erklärbaren KI' publication: Social Explainable AI publication_identifier: isbn: - '9789819652891' - '9789819652907' publication_status: published publisher: Springer Nature Singapore status: public title: The Risk of Manipulation and Deception in sXAI type: book_chapter user_id: '93637' year: '2026' ... --- _id: '62709' author: - first_name: Wessel full_name: Reijers, Wessel id: '102524' last_name: Reijers orcid: 0000-0003-2505-1587 - first_name: Suzana full_name: Alpsancar, Suzana id: '93637' last_name: Alpsancar citation: ama: 'Reijers W, Alpsancar S. Values and Norms in sXAI. In: Rohlfing K, Främling K, Lim B, Alpsancar S, Thommes K, eds. Social Explainable AI. Communications of NII Shonan Meetings. Springer; 2026:179-195.' apa: Reijers, W., & Alpsancar, S. (2026). Values and Norms in sXAI. In K. Rohlfing, K. Främling, B. Lim, S. Alpsancar, & K. Thommes (Eds.), Social explainable AI. Communications of NII Shonan Meetings (pp. 179–195). Springer. bibtex: '@inbook{Reijers_Alpsancar_2026, place={Singapore}, title={Values and Norms in sXAI}, booktitle={Social explainable AI. Communications of NII Shonan Meetings}, publisher={Springer}, author={Reijers, Wessel and Alpsancar, Suzana}, editor={Rohlfing, Katharina and Främling, Kary and Lim, Brian and Alpsancar, Suzana and Thommes, Kirsten}, year={2026}, pages={179–195} }' chicago: 'Reijers, Wessel, and Suzana Alpsancar. “Values and Norms in SXAI.” In Social Explainable AI. Communications of NII Shonan Meetings, edited by Katharina Rohlfing, Kary Främling, Brian Lim, Suzana Alpsancar, and Kirsten Thommes, 179–95. Singapore: Springer, 2026.' ieee: 'W. Reijers and S. Alpsancar, “Values and Norms in sXAI,” in Social explainable AI. Communications of NII Shonan Meetings, K. Rohlfing, K. Främling, B. Lim, S. Alpsancar, and K. Thommes, Eds. Singapore: Springer, 2026, pp. 179–195.' mla: Reijers, Wessel, and Suzana Alpsancar. “Values and Norms in SXAI.” Social Explainable AI. Communications of NII Shonan Meetings, edited by Katharina Rohlfing et al., Springer, 2026, pp. 179–95. short: 'W. Reijers, S. Alpsancar, in: K. Rohlfing, K. Främling, B. Lim, S. Alpsancar, K. Thommes (Eds.), Social Explainable AI. Communications of NII Shonan Meetings, Springer, Singapore, 2026, pp. 179–195.' date_created: 2025-11-30T07:54:44Z date_updated: 2026-03-19T10:58:47Z department: - _id: '26' - _id: '756' editor: - first_name: Katharina full_name: Rohlfing, Katharina last_name: Rohlfing - first_name: Kary full_name: Främling, Kary last_name: Främling - first_name: Brian full_name: Lim, Brian last_name: Lim - first_name: Suzana full_name: Alpsancar, Suzana last_name: Alpsancar - first_name: Kirsten full_name: Thommes, Kirsten last_name: Thommes language: - iso: eng main_file_link: - open_access: '1' url: https://doi.org/10.1007/978-981-96-5290-7_10 oa: '1' page: 179-195 place: Singapore publication: Social explainable AI. Communications of NII Shonan Meetings publication_status: published publisher: Springer quality_controlled: '1' related_material: link: - relation: confirmation url: https://link.springer.com/book/9789819652891 status: public title: Values and Norms in sXAI type: book_chapter user_id: '93637' year: '2026' ... --- _id: '65065' abstract: - lang: eng text: "Abstract\r\n This introduction sets the stage for the present book. Whereas research in eXplainable AI (XAI) is motivated by societal changes and values, technology development largely ignores social aspects. This book aims to address this research gap with a systematic and comprehensive social view on explainable AI. Besides introducing many relevant concepts, the book offers first access to their possible implementation, thus advancing the development of more social XAI. The introduction starts by connecting the topic to the general research field of XAI. The second part defines the novel approach of social eXplainable AI (sXAI) along the three characteristics of social interaction such as patternedness, incrementality, and multimodality. Finally, the third part explains the structure followed by each chapter. The book offers insights not only for readers who work on technology development but also for those working in sociotechnical fields. Addressing an interdisciplinary readership, the book is an invitation for more exchange and further development of the sXAI field." citation: ama: Rohlfing KJ, Främling K, Lim B, Alpsancar S, Thommes K, eds. Social Explainable AI. Springer Nature Singapore; 2026. doi:10.1007/978-981-96-5290-7_1 apa: Rohlfing, K. J., Främling, K., Lim, B., Alpsancar, S., & Thommes, K. (Eds.). (2026). Social Explainable AI. Springer Nature Singapore. https://doi.org/10.1007/978-981-96-5290-7_1 bibtex: '@book{Rohlfing_Främling_Lim_Alpsancar_Thommes_2026, place={Singapore}, title={Social Explainable AI}, DOI={10.1007/978-981-96-5290-7_1}, publisher={Springer Nature Singapore}, year={2026} }' chicago: 'Rohlfing, Katharina J., Kary Främling, Brian Lim, Suzana Alpsancar, and Kirsten Thommes, eds. Social Explainable AI. Singapore: Springer Nature Singapore, 2026. https://doi.org/10.1007/978-981-96-5290-7_1.' ieee: 'K. J. Rohlfing, K. Främling, B. Lim, S. Alpsancar, and K. Thommes, Eds., Social Explainable AI. Singapore: Springer Nature Singapore, 2026.' mla: Rohlfing, Katharina J., et al., editors. Social Explainable AI. Springer Nature Singapore, 2026, doi:10.1007/978-981-96-5290-7_1. short: K.J. Rohlfing, K. Främling, B. Lim, S. Alpsancar, K. Thommes, eds., Social Explainable AI, Springer Nature Singapore, Singapore, 2026. date_created: 2026-03-19T11:55:17Z date_updated: 2026-03-19T11:59:42Z department: - _id: '26' - _id: '756' doi: 10.1007/978-981-96-5290-7_1 editor: - first_name: Katharina J. full_name: Rohlfing, Katharina J. id: '50352' last_name: Rohlfing orcid: 0000-0002-5676-8233 - first_name: Kary full_name: Främling, Kary last_name: Främling - first_name: Brian full_name: Lim, Brian last_name: Lim - first_name: Suzana full_name: Alpsancar, Suzana id: '93637' last_name: Alpsancar - first_name: Kirsten full_name: Thommes, Kirsten id: '72497' last_name: Thommes language: - iso: eng main_file_link: - open_access: '1' url: https://link.springer.com/book/10.1007/978-981-96-5290-7 oa: '1' place: Singapore project: - _id: '109' name: 'TRR 318: Erklärbarkeit konstruieren' publication_identifier: isbn: - '9789819652891' - '9789819652907' publication_status: published publisher: Springer Nature Singapore status: public title: Social Explainable AI type: book_editor user_id: '93637' year: '2026' ... --- _id: '59167' author: - first_name: Sven full_name: Thomas, Sven id: '94561' last_name: Thomas citation: ama: 'Thomas S. Rezension: Thomas Meyers neue Arendt Biographie. Sinnbild der Verstrickung von Theorie und Praxis. HannahArendtNet. 2025;14(1):240–242. doi:10.57773/HANET.V14I1.607' apa: 'Thomas, S. (2025). Rezension: Thomas Meyers neue Arendt Biographie. Sinnbild der Verstrickung von Theorie und Praxis. HannahArendt.Net, 14(1), 240–242. https://doi.org/10.57773/HANET.V14I1.607' bibtex: '@article{Thomas_2025, title={Rezension: Thomas Meyers neue Arendt Biographie. Sinnbild der Verstrickung von Theorie und Praxis}, volume={14}, DOI={10.57773/HANET.V14I1.607}, number={1}, journal={HannahArendt.Net}, author={Thomas, Sven}, year={2025}, pages={240–242} }' chicago: 'Thomas, Sven. “Rezension: Thomas Meyers neue Arendt Biographie. Sinnbild der Verstrickung von Theorie und Praxis.” HannahArendt.Net 14, no. 1 (2025): 240–242. https://doi.org/10.57773/HANET.V14I1.607.' ieee: 'S. Thomas, “Rezension: Thomas Meyers neue Arendt Biographie. Sinnbild der Verstrickung von Theorie und Praxis,” HannahArendt.Net, vol. 14, no. 1, pp. 240–242, 2025, doi: 10.57773/HANET.V14I1.607.' mla: 'Thomas, Sven. “Rezension: Thomas Meyers neue Arendt Biographie. Sinnbild der Verstrickung von Theorie und Praxis.” HannahArendt.Net, vol. 14, no. 1, 2025, pp. 240–242, doi:10.57773/HANET.V14I1.607.' short: S. Thomas, HannahArendt.Net 14 (2025) 240–242. date_created: 2025-03-27T06:49:51Z date_updated: 2026-01-22T06:22:42Z department: - _id: '26' - _id: '756' doi: 10.57773/HANET.V14I1.607 intvolume: ' 14' issue: '1' language: - iso: ger main_file_link: - open_access: '1' url: https://www.hannaharendt.net/index.php/han/article/view/607/1022 oa: '1' page: 240–242 publication: HannahArendt.Net publication_status: published status: public title: 'Rezension: Thomas Meyers neue Arendt Biographie. Sinnbild der Verstrickung von Theorie und Praxis' type: journal_article user_id: '94561' volume: 14 year: '2025' ... --- _id: '62181' abstract: - lang: eng text: This research investigates how Artificial Intelligence (AI) can be systematically integrated into existing business processes by combining suitable competencies with graphical AI workflow modelling. While AI offers a high potential for automation and increased efficiency, its implementation often fails due to a lack of interdisciplinary competencies that bridge the gap between domain expertise and IT know-how. Low-code platforms and visual modelling tools are increasingly recognised as enablers, empowering non-programmers to intuitively create graphical AI- based workflows. Nevertheless, specific competencies are required to realise the full potential of AI, the domain specific knowledge and align technical understanding with AI capabilities. The paper reviews the state of the art in AI-driven business process automation and competencies for visual low-code approaches. It then presents a practical solution to identify and systematise essential competence areas. Based on this, a practical competence model is developed to support the design of user-friendly, AI-enabled workflows. This is tested in a practical application context — emergency management — where it supports critical decision-making processes and is validated through expert feedback. The study concludes by offering actionable recommendations to help organisations foster the necessary competencies and methods for competently integrating AI into their digital processes. author: - first_name: Iris full_name: Gräßler, Iris id: '47565' last_name: Gräßler orcid: 0000-0001-5765-971X - first_name: Deniz full_name: Özcan, Deniz id: '58595' last_name: Özcan citation: ama: 'Gräßler I, Özcan D. Graphical AI workflow modelling: Identifying relevant competencies in AI-based automation of business processes. In: AHFE International. Vol 198. AHFE International; 2025. doi:10.54941/ahfe1006785' apa: 'Gräßler, I., & Özcan, D. (2025). Graphical AI workflow modelling: Identifying relevant competencies in AI-based automation of business processes. AHFE International, 198. https://doi.org/10.54941/ahfe1006785' bibtex: '@inproceedings{Gräßler_Özcan_2025, title={Graphical AI workflow modelling: Identifying relevant competencies in AI-based automation of business processes}, volume={198}, DOI={10.54941/ahfe1006785}, booktitle={AHFE International}, publisher={AHFE International}, author={Gräßler, Iris and Özcan, Deniz}, year={2025} }' chicago: 'Gräßler, Iris, and Deniz Özcan. “Graphical AI Workflow Modelling: Identifying Relevant Competencies in AI-Based Automation of Business Processes.” In AHFE International, Vol. 198. AHFE International, 2025. https://doi.org/10.54941/ahfe1006785.' ieee: 'I. Gräßler and D. Özcan, “Graphical AI workflow modelling: Identifying relevant competencies in AI-based automation of business processes,” in AHFE International, Split, 2025, vol. 198, doi: 10.54941/ahfe1006785.' mla: 'Gräßler, Iris, and Deniz Özcan. “Graphical AI Workflow Modelling: Identifying Relevant Competencies in AI-Based Automation of Business Processes.” AHFE International, vol. 198, AHFE International, 2025, doi:10.54941/ahfe1006785.' short: 'I. Gräßler, D. Özcan, in: AHFE International, AHFE International, 2025.' conference: end_date: 2025-09-24 location: Split name: '7th International Conference on Human Systems Engineering and Design: Future Trends and Applications (IHSED 2025)' start_date: 2025-09-22 date_created: 2025-11-13T16:37:59Z date_updated: 2025-11-13T16:41:39Z department: - _id: '43' - _id: '9' - _id: '26' - _id: '152' doi: 10.54941/ahfe1006785 intvolume: ' 198' language: - iso: eng publication: AHFE International publication_identifier: issn: - 2771-0718 publication_status: published publisher: AHFE International quality_controlled: '1' status: public title: 'Graphical AI workflow modelling: Identifying relevant competencies in AI-based automation of business processes' type: conference user_id: '58595' volume: 198 year: '2025' ... --- _id: '62182' abstract: - lang: eng text: '

Executive summary Die vorliegende Zukunftsstudie „Automation 2035“ gibt einen Ausblick auf die Entwicklung der Automatisierungstechnik in den nächsten 10 Jahren. Neben der Beschreibung von Trends wie Kreislaufwirtschaft, Automatisierung der Märkte, Biologisierung, autonome Systeme und Robotik sowie IT-Sicherheit wird die zu erwartende Veränderung in der Bildung beschrieben. Dazu verwenden wir Methoden der Zukunftsforschung und arbeiten mit der Szenarientechnik, um Zukunftsperspektiven der Automation aufzuzeigen. Personas werden eingesetzt, um die zukünftigen Entwicklungen plastisch aus den Augen der Personen im Jahr 2025 und in der Zukunft im Jahr 2035 zu beschreiben. Schlüsselthemen und Trends: ... ... Inhalt Executive summary 1 1 Einführung 3 2 Zukunftsfelder für die Automatisierungstechnik 2035 4 2.1 Kreislaufwirtschaft 4 2.2 Automatisierung der Märkte 7 2.3 Biologisierung 8 2.4 Autonome Systeme und Robotik 10 2.5 Security 12 2.6 Veränderung der Ausbildung 13 3 Szenario der Automation 2035 16 4 Personas 18 4.1 Unternehmer 18 4.2 Ingenieurin 19 4.3 Schüler 20 5 Thesen und Ausblick 22 Methodik 24 Autorenteam 25 Schrifttum 26...

' alternative_title: - VDI-Studie author: - first_name: Iris full_name: Gräßler, Iris id: '47565' last_name: Gräßler orcid: 0000-0001-5765-971X - first_name: Deniz full_name: Özcan, Deniz id: '58595' last_name: Özcan - first_name: Alena Marie full_name: Tusek, Alena Marie id: '59370' last_name: Tusek - first_name: Attila full_name: Bilgic, Attila last_name: Bilgic - first_name: Christian full_name: Lange, Christian last_name: Lange - first_name: Christian full_name: Stich, Christian last_name: Stich - first_name: Christine full_name: Maul, Christine last_name: Maul - first_name: Michael full_name: Heizmann, Michael last_name: Heizmann - first_name: Michael full_name: Weyrich, Michael last_name: Weyrich - first_name: Sascha full_name: Dessel,, Sascha last_name: Dessel, - first_name: Torben full_name: Miny, Torben last_name: Miny - first_name: Ulrich full_name: Jumar, Ulrich last_name: Jumar citation: ama: Gräßler I, Özcan D, Tusek AM, et al. Automation 2035. VDI Verlag; 2025. doi:10.51202/9783911670180 apa: Gräßler, I., Özcan, D., Tusek, A. M., Bilgic, A., Lange, C., Stich, C., Maul, C., Heizmann, M., Weyrich, M., Dessel, S., Miny, T., & Jumar, U. (2025). Automation 2035. VDI Verlag. https://doi.org/10.51202/9783911670180 bibtex: '@book{Gräßler_Özcan_Tusek_Bilgic_Lange_Stich_Maul_Heizmann_Weyrich_Dessel,_et al._2025, title={Automation 2035}, DOI={10.51202/9783911670180}, publisher={VDI Verlag}, author={Gräßler, Iris and Özcan, Deniz and Tusek, Alena Marie and Bilgic, Attila and Lange, Christian and Stich, Christian and Maul, Christine and Heizmann, Michael and Weyrich, Michael and Dessel, Sascha and et al.}, year={2025} }' chicago: Gräßler, Iris, Deniz Özcan, Alena Marie Tusek, Attila Bilgic, Christian Lange, Christian Stich, Christine Maul, et al. Automation 2035. VDI Verlag, 2025. https://doi.org/10.51202/9783911670180. ieee: I. Gräßler et al., Automation 2035. VDI Verlag, 2025. mla: Gräßler, Iris, et al. Automation 2035. VDI Verlag, 2025, doi:10.51202/9783911670180. short: I. Gräßler, D. Özcan, A.M. Tusek, A. Bilgic, C. Lange, C. Stich, C. Maul, M. Heizmann, M. Weyrich, S. Dessel, T. Miny, U. Jumar, Automation 2035, VDI Verlag, 2025. date_created: 2025-11-13T16:43:05Z date_updated: 2025-11-13T16:48:43Z department: - _id: '43' - _id: '9' - _id: '26' - _id: '152' doi: 10.51202/9783911670180 language: - iso: eng publication_identifier: isbn: - '9783911670180' publication_status: published publisher: VDI Verlag quality_controlled: '1' status: public title: Automation 2035 type: book user_id: '58595' year: '2025' ... --- _id: '59166' author: - first_name: Sven full_name: Thomas, Sven id: '94561' last_name: Thomas citation: ama: 'Thomas S. Rezension: Hanna Meretoja: Die Nacht der alten Feuer. HannahArendtNet. 2025;14(1):237–239. doi:10.57773/HANET.V14I1.606' apa: 'Thomas, S. (2025). Rezension: Hanna Meretoja: Die Nacht der alten Feuer. HannahArendt.Net, 14(1), 237–239. https://doi.org/10.57773/HANET.V14I1.606' bibtex: '@article{Thomas_2025, title={Rezension: Hanna Meretoja: Die Nacht der alten Feuer}, volume={14}, DOI={10.57773/HANET.V14I1.606}, number={1}, journal={HannahArendt.Net}, author={Thomas, Sven}, year={2025}, pages={237–239} }' chicago: 'Thomas, Sven. “Rezension: Hanna Meretoja: Die Nacht der alten Feuer.” HannahArendt.Net 14, no. 1 (2025): 237–239. https://doi.org/10.57773/HANET.V14I1.606.' ieee: 'S. Thomas, “Rezension: Hanna Meretoja: Die Nacht der alten Feuer,” HannahArendt.Net, vol. 14, no. 1, pp. 237–239, 2025, doi: 10.57773/HANET.V14I1.606.' mla: 'Thomas, Sven. “Rezension: Hanna Meretoja: Die Nacht der alten Feuer.” HannahArendt.Net, vol. 14, no. 1, 2025, pp. 237–239, doi:10.57773/HANET.V14I1.606.' short: S. Thomas, HannahArendt.Net 14 (2025) 237–239. date_created: 2025-03-27T06:48:27Z date_updated: 2025-11-18T09:11:32Z department: - _id: '26' - _id: '756' doi: 10.57773/HANET.V14I1.606 intvolume: ' 14' issue: '1' language: - iso: ger main_file_link: - open_access: '1' url: https://www.hannaharendt.net/index.php/han/article/view/606/961 oa: '1' page: 237–239 publication: HannahArendt.Net status: public title: 'Rezension: Hanna Meretoja: Die Nacht der alten Feuer' type: journal_article user_id: '94561' volume: 14 year: '2025' ... --- _id: '61517' author: - first_name: Suzana full_name: Alpsancar, Suzana id: '93637' last_name: Alpsancar citation: ama: 'Alpsancar S. Algorithmische Kulturen des Pflanzensammelns? Das Beispiel der Computerisierung des Botanischen Gartens und Botanischen Museums Berlin. In: Hashagen U, Seising R, eds. Algorithmische Wissenskulturen. Der Einfluss des Computers auf die Wissenschaftsentwicklung. Die blaue Stunde der Informatik. Springer; 2025:327–365. doi:10.1007/978-3-658-35560-9_14' apa: Alpsancar, S. (2025). Algorithmische Kulturen des Pflanzensammelns? Das Beispiel der Computerisierung des Botanischen Gartens und Botanischen Museums Berlin. In U. Hashagen & R. Seising (Eds.), Algorithmische Wissenskulturen. Der Einfluss des Computers auf die Wissenschaftsentwicklung (pp. 327–365). Springer. https://doi.org/10.1007/978-3-658-35560-9_14 bibtex: '@inbook{Alpsancar_2025, place={Wiesbaden}, series={Die blaue Stunde der Informatik}, title={Algorithmische Kulturen des Pflanzensammelns? Das Beispiel der Computerisierung des Botanischen Gartens und Botanischen Museums Berlin}, DOI={10.1007/978-3-658-35560-9_14}, booktitle={Algorithmische Wissenskulturen. Der Einfluss des Computers auf die Wissenschaftsentwicklung}, publisher={Springer}, author={Alpsancar, Suzana}, editor={Hashagen, Ulf and Seising, Rudolf}, year={2025}, pages={327–365}, collection={Die blaue Stunde der Informatik} }' chicago: 'Alpsancar, Suzana. “Algorithmische Kulturen des Pflanzensammelns? Das Beispiel der Computerisierung des Botanischen Gartens und Botanischen Museums Berlin.” In Algorithmische Wissenskulturen. Der Einfluss des Computers auf die Wissenschaftsentwicklung, edited by Ulf Hashagen and Rudolf Seising, 327–365. Die blaue Stunde der Informatik. Wiesbaden: Springer, 2025. https://doi.org/10.1007/978-3-658-35560-9_14.' ieee: 'S. Alpsancar, “Algorithmische Kulturen des Pflanzensammelns? Das Beispiel der Computerisierung des Botanischen Gartens und Botanischen Museums Berlin,” in Algorithmische Wissenskulturen. Der Einfluss des Computers auf die Wissenschaftsentwicklung, U. Hashagen and R. Seising, Eds. Wiesbaden: Springer, 2025, pp. 327–365.' mla: Alpsancar, Suzana. “Algorithmische Kulturen des Pflanzensammelns? Das Beispiel der Computerisierung des Botanischen Gartens und Botanischen Museums Berlin.” Algorithmische Wissenskulturen. Der Einfluss des Computers auf die Wissenschaftsentwicklung, edited by Ulf Hashagen and Rudolf Seising, Springer, 2025, pp. 327–365, doi:10.1007/978-3-658-35560-9_14. short: 'S. Alpsancar, in: U. Hashagen, R. Seising (Eds.), Algorithmische Wissenskulturen. Der Einfluss des Computers auf die Wissenschaftsentwicklung, Springer, Wiesbaden, 2025, pp. 327–365.' date_created: 2025-10-05T15:29:31Z date_updated: 2025-11-18T09:31:23Z department: - _id: '26' - _id: '756' doi: 10.1007/978-3-658-35560-9_14 editor: - first_name: Ulf full_name: Hashagen, Ulf last_name: Hashagen - first_name: Rudolf full_name: Seising, Rudolf last_name: Seising language: - iso: ger page: 327–365 place: Wiesbaden publication: Algorithmische Wissenskulturen. Der Einfluss des Computers auf die Wissenschaftsentwicklung publication_identifier: isbn: - '9783658355593' - '9783658355609' issn: - 2730-7425 - 2730-7433 publication_status: published publisher: Springer series_title: Die blaue Stunde der Informatik status: public title: Algorithmische Kulturen des Pflanzensammelns? Das Beispiel der Computerisierung des Botanischen Gartens und Botanischen Museums Berlin type: book_chapter user_id: '93637' year: '2025' ... --- _id: '59917' abstract: - lang: eng text: nder the slogan of trustworthy AI, much of contemporary AI research is focused on designing AI systems and usage practices that inspire human trust and, thus, enhance adoption of AI systems. However, a person affected by an AI system may not be convinced by AI system design alone---neither should they, if the AI system is embedded in a social context that gives good reason to believe that it is used in tension with a person’s interest. In such cases, distrust in the system may be justified and necessary to build meaningful trust in the first place. We propose the term \emph{healthy distrust} to describe such a justified, careful stance towards certain AI usage practices. We investigate prior notions of trust and distrust in computer science, sociology, history, psychology, and philosophy, outline a remaining gap that healthy distrust might fill and conceptualize healthy distrust as a crucial part for AI usage that respects human autonomy. author: - first_name: Benjamin full_name: Paaßen, Benjamin last_name: Paaßen - first_name: Suzana full_name: Alpsancar, Suzana id: '93637' last_name: Alpsancar - first_name: Tobias full_name: Matzner, Tobias id: '65695' last_name: Matzner - first_name: Ingrid full_name: Scharlau, Ingrid id: '451' last_name: Scharlau orcid: 0000-0003-2364-9489 citation: ama: Paaßen B, Alpsancar S, Matzner T, Scharlau I. Healthy Distrust in AI systems. arXiv. Published online 2025. apa: Paaßen, B., Alpsancar, S., Matzner, T., & Scharlau, I. (2025). Healthy Distrust in AI systems. In arXiv. bibtex: '@article{Paaßen_Alpsancar_Matzner_Scharlau_2025, title={Healthy Distrust in AI systems}, journal={arXiv}, author={Paaßen, Benjamin and Alpsancar, Suzana and Matzner, Tobias and Scharlau, Ingrid}, year={2025} }' chicago: Paaßen, Benjamin, Suzana Alpsancar, Tobias Matzner, and Ingrid Scharlau. “Healthy Distrust in AI Systems.” ArXiv, 2025. ieee: B. Paaßen, S. Alpsancar, T. Matzner, and I. Scharlau, “Healthy Distrust in AI systems,” arXiv. 2025. mla: Paaßen, Benjamin, et al. “Healthy Distrust in AI Systems.” ArXiv, 2025. short: B. Paaßen, S. Alpsancar, T. Matzner, I. Scharlau, ArXiv (2025). date_created: 2025-05-16T09:39:13Z date_updated: 2025-11-18T09:38:01Z department: - _id: '424' - _id: '26' - _id: '756' language: - iso: eng main_file_link: - open_access: '1' url: https://arxiv.org/abs/2505.09747 oa: '1' project: - _id: '122' name: 'TRR 318 - B3: TRR 318 - Subproject B3' - _id: '124' name: 'TRR 318 - C1: TRR 318 - Subproject C1 - Gesundes Misstrauen in Erklärungen' - _id: '370' name: 'TRR 318 - B06: TRR 318 - Teilprojekt B6 - Ethik und Normativität der erklärbaren KI' publication: arXiv status: public title: Healthy Distrust in AI systems type: preprint user_id: '93637' year: '2025' ... --- _id: '62028' abstract: - lang: eng text: 'Explainable AI (XAI) methods can support the identification of biases in automated decision-making (ADM) systems. However, existing research does not sufficiently address whether these biases originate from the ADM system or mirror underlying societal inequalities. This distinction is important because it has major implications for how to act upon an explanation: while the societal bias produced by the ADM system can be algorithmically fixed, societal inequalities demand societal actions. To address this gap, we propose the RR-XAI-framework (recognition-redistribution through XAI) that builds on a distinction between socio-technical and societal bias and Nancy Fraser''s justice theory of recognition and redistribution. In our framework, explanations can play two distinct roles: as a socio-technical diagnosis when they reveal biases produced by the ADM system itself, or as a societal diagnosis when they expose biases that reflect broader societal inequalities. We then outline the operationalization of the framework and discuss its applicability for cases in algorithmic hiring and credit scoring. Based on our findings, we argue that the diagnostic functions of XAI are contingent on the provision of such explanations, the resources of the audiences, as well as the current limits of XAI techniques.' article_type: original author: - first_name: Miriam full_name: Fahimi, Miriam id: '118059' last_name: Fahimi orcid: 0000-0002-0619-3160 - first_name: Laura full_name: State, Laura last_name: State - first_name: Atoosa full_name: Kasirzadeh, Atoosa last_name: Kasirzadeh citation: ama: 'Fahimi M, State L, Kasirzadeh A. From Explaining to Diagnosing: A Justice-Oriented Framework of Explainable AI for Bias Detection. Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society. 2025;8(1):879-892. doi:10.1609/aies.v8i1.36597' apa: 'Fahimi, M., State, L., & Kasirzadeh, A. (2025). From Explaining to Diagnosing: A Justice-Oriented Framework of Explainable AI for Bias Detection. Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society, 8(1), 879–892. https://doi.org/10.1609/aies.v8i1.36597' bibtex: '@article{Fahimi_State_Kasirzadeh_2025, title={From Explaining to Diagnosing: A Justice-Oriented Framework of Explainable AI for Bias Detection}, volume={8}, DOI={10.1609/aies.v8i1.36597}, number={1}, journal={Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society}, publisher={Association for the Advancement of Artificial Intelligence (AAAI)}, author={Fahimi, Miriam and State, Laura and Kasirzadeh, Atoosa}, year={2025}, pages={879–892} }' chicago: 'Fahimi, Miriam, Laura State, and Atoosa Kasirzadeh. “From Explaining to Diagnosing: A Justice-Oriented Framework of Explainable AI for Bias Detection.” Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society 8, no. 1 (2025): 879–92. https://doi.org/10.1609/aies.v8i1.36597.' ieee: 'M. Fahimi, L. State, and A. Kasirzadeh, “From Explaining to Diagnosing: A Justice-Oriented Framework of Explainable AI for Bias Detection,” Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society, vol. 8, no. 1, pp. 879–892, 2025, doi: 10.1609/aies.v8i1.36597.' mla: 'Fahimi, Miriam, et al. “From Explaining to Diagnosing: A Justice-Oriented Framework of Explainable AI for Bias Detection.” Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society, vol. 8, no. 1, Association for the Advancement of Artificial Intelligence (AAAI), 2025, pp. 879–92, doi:10.1609/aies.v8i1.36597.' short: M. Fahimi, L. State, A. Kasirzadeh, Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society 8 (2025) 879–892. date_created: 2025-10-31T15:05:38Z date_updated: 2025-11-18T10:09:40Z department: - _id: '756' - _id: '26' doi: 10.1609/aies.v8i1.36597 intvolume: ' 8' issue: '1' language: - iso: eng page: 879-892 publication: Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society publication_identifier: issn: - 3065-8365 publication_status: published publisher: Association for the Advancement of Artificial Intelligence (AAAI) status: public title: 'From Explaining to Diagnosing: A Justice-Oriented Framework of Explainable AI for Bias Detection' type: journal_article user_id: '118059' volume: 8 year: '2025' ... --- _id: '62229' abstract: - lang: eng text: In 2024, the EU adopted the AI Act, a new set of rules for trustworthy artificial intelligence. This legal instrument carves a large place for standardisation, a regulatory technique that consists in crafting so-called harmonised technical standards, to facilitate legal compliance by industry stakeholders. While EU technical standards have been used in the past for ensuring product safety, for the first time the AI Act relies on standardisation to facilitate compliance with fundamental rights, including the right to non-discrimination and equality. The attempt to translate inherently open-textured rights and ethical principles into operationalizable standards raises critical questions. In particular, how will standardisation practices under the new EU AI Act affect, transform, contest and stabilise notions of equality and non-discrimination in an increasingly algorithmic society? This paper proposes a research agenda to address this question and unpack the black box of AI standardisation. author: - first_name: Raphaële full_name: Xenidis, Raphaële last_name: Xenidis - first_name: Miriam full_name: Fahimi, Miriam id: '118059' last_name: Fahimi orcid: 0000-0002-0619-3160 citation: ama: 'Xenidis R, Fahimi M. Standardising Equality in the Algorithmic Society? A Research Agenda. In: Proceedings of Fourth European Workshop on Algorithmic Fairness. PMLR; 2025:310–314.' apa: Xenidis, R., & Fahimi, M. (2025). Standardising Equality in the Algorithmic Society? A Research Agenda. Proceedings of Fourth European Workshop on Algorithmic Fairness, 310–314. bibtex: '@inproceedings{Xenidis_Fahimi_2025, title={Standardising Equality in the Algorithmic Society? A Research Agenda}, booktitle={Proceedings of Fourth European Workshop on Algorithmic Fairness}, publisher={PMLR}, author={Xenidis, Raphaële and Fahimi, Miriam}, year={2025}, pages={310–314} }' chicago: Xenidis, Raphaële, and Miriam Fahimi. “Standardising Equality in the Algorithmic Society? A Research Agenda.” In Proceedings of Fourth European Workshop on Algorithmic Fairness, 310–314. PMLR, 2025. ieee: R. Xenidis and M. Fahimi, “Standardising Equality in the Algorithmic Society? A Research Agenda,” in Proceedings of Fourth European Workshop on Algorithmic Fairness, 2025, pp. 310–314. mla: Xenidis, Raphaële, and Miriam Fahimi. “Standardising Equality in the Algorithmic Society? A Research Agenda.” Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR, 2025, pp. 310–314. short: 'R. Xenidis, M. Fahimi, in: Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR, 2025, pp. 310–314.' date_created: 2025-11-18T09:59:34Z date_updated: 2025-11-18T10:02:20Z department: - _id: '756' - _id: '26' language: - iso: eng page: 310–314 publication: Proceedings of Fourth European Workshop on Algorithmic Fairness publisher: PMLR status: public title: Standardising Equality in the Algorithmic Society? A Research Agenda type: conference user_id: '118059' year: '2025' ... --- _id: '57531' author: - first_name: Suzana full_name: Alpsancar, Suzana id: '93637' last_name: Alpsancar - first_name: Heike M. full_name: Buhl, Heike M. id: '27152' last_name: Buhl - first_name: Tobias full_name: Matzner, Tobias id: '65695' last_name: Matzner - first_name: Ingrid full_name: Scharlau, Ingrid id: '451' last_name: Scharlau orcid: 0000-0003-2364-9489 citation: ama: 'Alpsancar S, Buhl HM, Matzner T, Scharlau I. Explanation needs and ethical demands: unpacking the instrumental value of XAI. AI and Ethics. 2025;5:3015–3033. doi:https://doi.org/10.1007/s43681-024-00622-3' apa: 'Alpsancar, S., Buhl, H. M., Matzner, T., & Scharlau, I. (2025). Explanation needs and ethical demands: unpacking the instrumental value of XAI. AI and Ethics, 5, 3015–3033. https://doi.org/10.1007/s43681-024-00622-3' bibtex: '@article{Alpsancar_Buhl_Matzner_Scharlau_2025, title={Explanation needs and ethical demands: unpacking the instrumental value of XAI}, volume={5}, DOI={https://doi.org/10.1007/s43681-024-00622-3}, journal={AI and Ethics}, publisher={Springer}, author={Alpsancar, Suzana and Buhl, Heike M. and Matzner, Tobias and Scharlau, Ingrid}, year={2025}, pages={3015–3033} }' chicago: 'Alpsancar, Suzana, Heike M. Buhl, Tobias Matzner, and Ingrid Scharlau. “Explanation Needs and Ethical Demands: Unpacking the Instrumental Value of XAI.” AI and Ethics 5 (2025): 3015–3033. https://doi.org/10.1007/s43681-024-00622-3.' ieee: 'S. Alpsancar, H. M. Buhl, T. Matzner, and I. Scharlau, “Explanation needs and ethical demands: unpacking the instrumental value of XAI,” AI and Ethics, vol. 5, pp. 3015–3033, 2025, doi: https://doi.org/10.1007/s43681-024-00622-3.' mla: 'Alpsancar, Suzana, et al. “Explanation Needs and Ethical Demands: Unpacking the Instrumental Value of XAI.” AI and Ethics, vol. 5, Springer, 2025, pp. 3015–3033, doi:https://doi.org/10.1007/s43681-024-00622-3.' short: S. Alpsancar, H.M. Buhl, T. Matzner, I. Scharlau, AI and Ethics 5 (2025) 3015–3033. date_created: 2024-12-02T08:32:00Z date_updated: 2025-11-25T21:27:44Z department: - _id: '756' - _id: '26' doi: https://doi.org/10.1007/s43681-024-00622-3 intvolume: ' 5' language: - iso: eng main_file_link: - open_access: '1' oa: '1' page: 3015–3033 project: - _id: '370' name: 'TRR 318 - B06: TRR 318 - Teilprojekt B6 - Ethik und Normativität der erklärbaren KI' - _id: '111' name: 'TRR 318 - A01: TRR 318 - Adaptives Erklären (Teilprojekt A01)' - _id: '114' name: 'TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell bei der Erklärung von digitalen Artefakten (Teilprojekt A04)' publication: AI and Ethics publication_status: published publisher: Springer related_material: link: - relation: confirmation url: https://links.springernature.com/f/a/xjbXcT06ufIgbHT1duGaHQ~~/AABE5gA~/RgRpMhXcP0SiaHR0cHM6Ly9saW5rLnNwcmluZ2VyLmNvbS8xMC4xMDA3L3M0MzY4MS0wMjQtMDA2MjItMz91dG1fc291cmNlPXJjdF9jb25ncmF0ZW1haWx0JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NhbXBhaWduPW9hXzIwMjQxMjAzJnV0bV9jb250ZW50PTEwLjEwMDcvczQzNjgxLTAyNC0wMDYyMi0zVwNzcGNCCmdG3JBPZxsDc2FSIXN1emFuYS5hbHBzYW5jYXJAdW5pLXBhZGVyYm9ybi5kZVgEAAAHLA~~ status: public title: 'Explanation needs and ethical demands: unpacking the instrumental value of XAI' type: journal_article user_id: '93637' volume: 5 year: '2025' ... --- _id: '62305' author: - first_name: Wessel full_name: Reijers, Wessel id: '102524' last_name: Reijers orcid: 0000-0003-2505-1587 - first_name: Tobias full_name: Matzner, Tobias id: '65695' last_name: Matzner - first_name: Suzana full_name: Alpsancar, Suzana id: '93637' last_name: Alpsancar citation: ama: 'Reijers W, Matzner T, Alpsancar S. Explainability and AI Governance. In: Farina M, Yu X, Chen J, eds. Digital Development. Technology, Ethics and Governance. Routledge; 2025. doi:10.4324/9781003567622-22' apa: Reijers, W., Matzner, T., & Alpsancar, S. (2025). Explainability and AI Governance. In M. Farina, X. Yu, & J. Chen (Eds.), Digital Development. Technology, Ethics and Governance. Routledge. https://doi.org/10.4324/9781003567622-22 bibtex: '@inbook{Reijers_Matzner_Alpsancar_2025, place={New York}, title={Explainability and AI Governance}, DOI={10.4324/9781003567622-22}, booktitle={Digital Development. Technology, Ethics and Governance}, publisher={Routledge}, author={Reijers, Wessel and Matzner, Tobias and Alpsancar, Suzana}, editor={Farina, Mirko and Yu, Xiao and Chen, Jin}, year={2025} }' chicago: 'Reijers, Wessel, Tobias Matzner, and Suzana Alpsancar. “Explainability and AI Governance.” In Digital Development. Technology, Ethics and Governance, edited by Mirko Farina, Xiao Yu, and Jin Chen. New York: Routledge, 2025. https://doi.org/10.4324/9781003567622-22.' ieee: 'W. Reijers, T. Matzner, and S. Alpsancar, “Explainability and AI Governance,” in Digital Development. Technology, Ethics and Governance, M. Farina, X. Yu, and J. Chen, Eds. New York: Routledge, 2025.' mla: Reijers, Wessel, et al. “Explainability and AI Governance.” Digital Development. Technology, Ethics and Governance, edited by Mirko Farina et al., Routledge, 2025, doi:10.4324/9781003567622-22. short: 'W. Reijers, T. Matzner, S. Alpsancar, in: M. Farina, X. Yu, J. Chen (Eds.), Digital Development. Technology, Ethics and Governance, Routledge, New York, 2025.' date_created: 2025-11-25T17:58:04Z date_updated: 2025-11-25T21:25:31Z department: - _id: '26' - _id: '756' - _id: '660' doi: 10.4324/9781003567622-22 editor: - first_name: 'Mirko ' full_name: 'Farina, Mirko ' last_name: Farina - first_name: 'Xiao ' full_name: 'Yu, Xiao ' last_name: Yu - first_name: Jin full_name: Chen, Jin last_name: Chen language: - iso: eng place: New York project: - _id: '370' name: 'TRR 318; TP B06: Ethik und Normativität der erklärbaren KI' publication: Digital Development. Technology, Ethics and Governance publication_identifier: isbn: - '9781003567622' publication_status: published publisher: Routledge status: public title: Explainability and AI Governance type: book_chapter user_id: '93637' year: '2025' ... --- _id: '52675' author: - first_name: Jannik full_name: Reinhold, Jannik id: '33669' last_name: Reinhold citation: ama: Reinhold J. Systematik Zur Musterbasierten Transformation von Wertschöpfungssystemen Für Smart Services . Vol Band 415.; 2024. apa: 'Reinhold, J. (2024). Systematik zur musterbasierten Transformation von Wertschöpfungssystemen für Smart Services : Vol. Band 415.' bibtex: '@book{Reinhold_2024, series={HNI-Verlagsschriftreihe}, title={Systematik zur musterbasierten Transformation von Wertschöpfungssystemen für Smart Services }, volume={Band 415}, author={Reinhold, Jannik}, year={2024}, collection={HNI-Verlagsschriftreihe} }' chicago: Reinhold, Jannik. Systematik Zur Musterbasierten Transformation von Wertschöpfungssystemen Für Smart Services . Vol. Band 415. HNI-Verlagsschriftreihe, 2024. ieee: J. Reinhold, Systematik zur musterbasierten Transformation von Wertschöpfungssystemen für Smart Services , vol. Band 415. 2024. mla: Reinhold, Jannik. Systematik Zur Musterbasierten Transformation von Wertschöpfungssystemen Für Smart Services . 2024. short: J. Reinhold, Systematik Zur Musterbasierten Transformation von Wertschöpfungssystemen Für Smart Services , 2024. date_created: 2024-03-20T11:12:09Z date_updated: 2024-04-02T09:47:24Z department: - _id: '26' language: - iso: eng publication_identifier: isbn: - 978-3-947647-34-7 series_title: HNI-Verlagsschriftreihe status: public title: 'Systematik zur musterbasierten Transformation von Wertschöpfungssystemen für Smart Services ' type: dissertation user_id: '5786' volume: Band 415 year: '2024' ... --- _id: '52678' author: - first_name: X. full_name: Yang, X. last_name: Yang citation: ama: Yang X. Eine Methode Zur Unterstützung von Entscheidungen Bei Der Entwicklung Modularer Leichtbauprodukte . Vol Band 416.; 2024. apa: 'Yang, X. (2024). Eine Methode zur Unterstützung von Entscheidungen bei der Entwicklung modularer Leichtbauprodukte : Vol. Band 416.' bibtex: '@book{Yang_2024, series={HNI-Verlagsschriftreihe}, title={Eine Methode zur Unterstützung von Entscheidungen bei der Entwicklung modularer Leichtbauprodukte }, volume={Band 416}, author={Yang, X.}, year={2024}, collection={HNI-Verlagsschriftreihe} }' chicago: Yang, X. Eine Methode Zur Unterstützung von Entscheidungen Bei Der Entwicklung Modularer Leichtbauprodukte . Vol. Band 416. HNI-Verlagsschriftreihe, 2024. ieee: X. Yang, Eine Methode zur Unterstützung von Entscheidungen bei der Entwicklung modularer Leichtbauprodukte , vol. Band 416. 2024. mla: Yang, X. Eine Methode Zur Unterstützung von Entscheidungen Bei Der Entwicklung Modularer Leichtbauprodukte . 2024. short: X. Yang, Eine Methode Zur Unterstützung von Entscheidungen Bei Der Entwicklung Modularer Leichtbauprodukte , 2024. date_created: 2024-03-20T11:17:55Z date_updated: 2024-12-11T06:06:00Z department: - _id: '26' - _id: '152' language: - iso: eng publication_identifier: isbn: - 978-3-947647-35-4 series_title: HNI-Verlagsschriftreihe status: public title: 'Eine Methode zur Unterstützung von Entscheidungen bei der Entwicklung modularer Leichtbauprodukte ' type: dissertation user_id: '1112' volume: Band 416 year: '2024' ... --- _id: '55868' citation: ama: Adolphi R, Hahn S, Kettner M, eds. Philosophische Digitalisierungsforschung  Verantwortung, Verständigung, Vernunft, Macht. transcript; 2024. apa: Adolphi, R., Hahn, S., & Kettner, M. (Eds.). (2024). Philosophische Digitalisierungsforschung  Verantwortung, Verständigung, Vernunft, Macht. transcript. bibtex: '@book{Adolphi_Hahn_Kettner_2024, place={Bielefeld}, title={Philosophische Digitalisierungsforschung  Verantwortung, Verständigung, Vernunft, Macht}, publisher={transcript}, year={2024} }' chicago: 'Adolphi, Rainer, Susanne Hahn, and Matthias Kettner, eds. Philosophische Digitalisierungsforschung  Verantwortung, Verständigung, Vernunft, Macht. Bielefeld: transcript, 2024.' ieee: 'R. Adolphi, S. Hahn, and M. Kettner, Eds., Philosophische Digitalisierungsforschung  Verantwortung, Verständigung, Vernunft, Macht. Bielefeld: transcript, 2024.' mla: Adolphi, Rainer, et al., editors. Philosophische Digitalisierungsforschung  Verantwortung, Verständigung, Vernunft, Macht. transcript, 2024. short: R. Adolphi, S. Hahn, M. Kettner, eds., Philosophische Digitalisierungsforschung  Verantwortung, Verständigung, Vernunft, Macht, transcript, Bielefeld, 2024. date_created: 2024-08-28T18:47:16Z date_updated: 2025-07-02T07:39:27Z department: - _id: '756' - _id: '26' editor: - first_name: Rainer full_name: Adolphi, Rainer last_name: Adolphi - first_name: Susanne full_name: Hahn, Susanne last_name: Hahn - first_name: Matthias full_name: Kettner, Matthias last_name: Kettner language: - iso: ger main_file_link: - open_access: '1' url: https://www.transcript-verlag.de/978-3-8376-7497-2/philosophische-digitalisierungsforschung/?number=978-3-8394-7497-6 oa: '1' page: '464' place: Bielefeld publication_identifier: isbn: - 978-3-8376-7497-2 publication_status: published publisher: transcript status: public title: Philosophische Digitalisierungsforschung Verantwortung, Verständigung, Vernunft, Macht type: book_editor user_id: '93637' year: '2024' ... --- _id: '58692' citation: ama: Alpsancar S, ed. Der Sog des Neuen und der Schock des Alten Jahrbuch Technikphilosophie 2024 . Vol 10. Jahrgang. Nomos; 2024. apa: 'Alpsancar, S. (Ed.). (2024). Der Sog des Neuen und der Schock des Alten Jahrbuch Technikphilosophie 2024 : Vol. 10. Jahrgang. Nomos.' bibtex: '@book{Alpsancar_2024, place={Baden Baden}, series={Jahrbuch Technikphilosophie}, title={ Der Sog des Neuen und der Schock des Alten Jahrbuch Technikphilosophie 2024 }, volume={10. Jahrgang}, publisher={Nomos}, year={2024}, collection={Jahrbuch Technikphilosophie} }' chicago: 'Alpsancar, Suzana, ed. Der Sog des Neuen und der Schock des Alten Jahrbuch Technikphilosophie 2024 . Vol. 10. Jahrgang. Jahrbuch Technikphilosophie. Baden Baden: Nomos, 2024.' ieee: 'S. Alpsancar, Ed., Der Sog des Neuen und der Schock des Alten Jahrbuch Technikphilosophie 2024 , vol. 10. Jahrgang. Baden Baden: Nomos, 2024.' mla: Alpsancar, Suzana, editor. Der Sog des Neuen und der Schock des Alten Jahrbuch Technikphilosophie 2024 . Nomos, 2024. short: S. Alpsancar, ed., Der Sog des Neuen und der Schock des Alten Jahrbuch Technikphilosophie 2024 , Nomos, Baden Baden, 2024. date_created: 2025-02-18T12:22:11Z date_updated: 2025-07-07T12:25:56Z department: - _id: '26' - _id: '14' editor: - first_name: Suzana full_name: Alpsancar, Suzana id: '93637' last_name: Alpsancar language: - iso: ger place: Baden Baden publication_identifier: isbn: - ISBN 978-3-7560-1830-7 publication_status: published publisher: Nomos series_title: Jahrbuch Technikphilosophie status: public title: ' Der Sog des Neuen und der Schock des Alten Jahrbuch Technikphilosophie 2024 ' type: book_editor user_id: '93637' volume: 10. Jahrgang year: '2024' ... --- _id: '56346' author: - first_name: Iris full_name: Gräßler, Iris id: '47565' last_name: Gräßler orcid: 0000-0001-5765-971X - first_name: Deniz full_name: Özcan, Deniz id: '58595' last_name: Özcan citation: ama: 'Gräßler I, Özcan D. Quality Key Figures for Developing Future Scenarios. In: AHFE International. Vol 158. AHFE International; 2024. doi:10.54941/ahfe1005553' apa: Gräßler, I., & Özcan, D. (2024). Quality Key Figures for Developing Future Scenarios. AHFE International, 158. https://doi.org/10.54941/ahfe1005553 bibtex: '@inproceedings{Gräßler_Özcan_2024, title={Quality Key Figures for Developing Future Scenarios}, volume={158}, DOI={10.54941/ahfe1005553}, booktitle={AHFE International}, publisher={AHFE International}, author={Gräßler, Iris and Özcan, Deniz}, year={2024} }' chicago: Gräßler, Iris, and Deniz Özcan. “Quality Key Figures for Developing Future Scenarios.” In AHFE International, Vol. 158. AHFE International, 2024. https://doi.org/10.54941/ahfe1005553. ieee: 'I. Gräßler and D. Özcan, “Quality Key Figures for Developing Future Scenarios,” in AHFE International, Split, 2024, vol. 158, doi: 10.54941/ahfe1005553.' mla: Gräßler, Iris, and Deniz Özcan. “Quality Key Figures for Developing Future Scenarios.” AHFE International, vol. 158, AHFE International, 2024, doi:10.54941/ahfe1005553. short: 'I. Gräßler, D. Özcan, in: AHFE International, AHFE International, 2024.' conference: end_date: 2024-09-26 location: Split name: '6th International Conference on Human Systems Engineering and Design (IHSED2024): Future Trends and Applications' start_date: 2024-09-24 date_created: 2024-10-07T07:33:08Z date_updated: 2025-11-13T16:42:28Z department: - _id: '43' - _id: '9' - _id: '26' - _id: '152' doi: 10.54941/ahfe1005553 intvolume: ' 158' language: - iso: eng publication: AHFE International publication_identifier: unknown: - 2771-0718 publication_status: published publisher: AHFE International quality_controlled: '1' status: public title: Quality Key Figures for Developing Future Scenarios type: conference user_id: '58595' volume: 158 year: '2024' ...