[{"citation":{"bibtex":"@inproceedings{Hassan_Marrone_Schryen_Yang_2026, place={Lahaina, Hawaii, USA}, title={Using Google’s Natural Language Model to Measure Growth of Knowledge in Information Systems Research}, booktitle={Proceedings of the 59th Hawaii International Conference on System Sciences}, author={Hassan, Nik and Marrone, Mauricio and Schryen, Guido and Yang, Jack}, year={2026} }","ama":"Hassan N, Marrone M, Schryen G, Yang J. Using Google’s Natural Language Model to Measure Growth of Knowledge in Information Systems Research. In: <i>Proceedings of the 59th Hawaii International Conference on System Sciences</i>. ; 2026.","short":"N. Hassan, M. Marrone, G. Schryen, J. Yang, in: Proceedings of the 59th Hawaii International Conference on System Sciences, Lahaina, Hawaii, USA, 2026.","chicago":"Hassan, Nik, Mauricio Marrone, Guido Schryen, and Jack Yang. “Using Google’s Natural Language Model to Measure Growth of Knowledge in Information Systems Research.” In <i>Proceedings of the 59th Hawaii International Conference on System Sciences</i>. Lahaina, Hawaii, USA, 2026.","ieee":"N. Hassan, M. Marrone, G. Schryen, and J. Yang, “Using Google’s Natural Language Model to Measure Growth of Knowledge in Information Systems Research,” 2026.","mla":"Hassan, Nik, et al. “Using Google’s Natural Language Model to Measure Growth of Knowledge in Information Systems Research.” <i>Proceedings of the 59th Hawaii International Conference on System Sciences</i>, 2026.","apa":"Hassan, N., Marrone, M., Schryen, G., &#38; Yang, J. (2026). Using Google’s Natural Language Model to Measure Growth of Knowledge in Information Systems Research. <i>Proceedings of the 59th Hawaii International Conference on System Sciences</i>."},"file_date_updated":"2025-10-06T17:04:28Z","publication":"Proceedings of the 59th Hawaii International Conference on System Sciences","department":[{"_id":"277"}],"type":"conference","date_created":"2025-10-06T17:00:46Z","place":"Lahaina, Hawaii, USA","file":[{"content_type":"application/pdf","success":1,"file_id":"61529","date_updated":"2025-10-06T17:04:28Z","relation":"main_file","file_size":430613,"access_level":"closed","file_name":"Using AI to measure IS progress_HICSS2026_Final091425.pdf","date_created":"2025-10-06T17:04:28Z","creator":"schryen"}],"has_accepted_license":"1","date_updated":"2026-01-31T15:24:01Z","author":[{"last_name":"Hassan","first_name":"Nik","full_name":"Hassan, Nik"},{"last_name":"Marrone","first_name":"Mauricio","full_name":"Marrone, Mauricio"},{"id":"72850","full_name":"Schryen, Guido","last_name":"Schryen","first_name":"Guido"},{"first_name":"Jack","last_name":"Yang","full_name":"Yang, Jack"}],"year":"2026","title":"Using Google’s Natural Language Model to Measure Growth of Knowledge in Information Systems Research","status":"public","user_id":"72850","ddc":["000"],"_id":"61528","language":[{"iso":"eng"}]},{"place":"Maui, Hawaii, USA","citation":{"ieee":"J. M. Schäfer, P. Rajko, D. Angelova, and T. Böhmann, “From Engineering to Shaping: A Multiple Case Study on Advancing Service Systems Engineering through Continuous Value Shaping,” presented at the 59th Hawaii International Conference on System Sciences (HICSS 2026), Maui, Maui, Hawaii, USA, 2026.","apa":"Schäfer, J. M., Rajko, P., Angelova, D., &#38; Böhmann, T. (2026). From Engineering to Shaping: A Multiple Case Study on Advancing Service Systems Engineering through Continuous Value Shaping. <i>Proceedings of the 59th Hawaii International Conference on System Sciences (HICSS 2026)</i>. 59th Hawaii International Conference on System Sciences (HICSS 2026), Maui, Maui, Hawaii, USA.","short":"J.M. Schäfer, P. Rajko, D. Angelova, T. Böhmann, in: Proceedings of the 59th Hawaii International Conference on System Sciences (HICSS 2026), Association for Information Systems (AIS), IEEE Computer Society Press, University of Hawaii (Manoa), Maui, Hawaii, USA, 2026.","chicago":"Schäfer, Jannika Marie, Polina Rajko, Daniela Angelova, and Tilo Böhmann. “From Engineering to Shaping: A Multiple Case Study on Advancing Service Systems Engineering through Continuous Value Shaping.” In <i>Proceedings of the 59th Hawaii International Conference on System Sciences (HICSS 2026)</i>. Maui, Hawaii, USA: Association for Information Systems (AIS), IEEE Computer Society Press, University of Hawaii (Manoa), 2026.","mla":"Schäfer, Jannika Marie, et al. “From Engineering to Shaping: A Multiple Case Study on Advancing Service Systems Engineering through Continuous Value Shaping.” <i>Proceedings of the 59th Hawaii International Conference on System Sciences (HICSS 2026)</i>, Association for Information Systems (AIS), IEEE Computer Society Press, University of Hawaii (Manoa), 2026.","bibtex":"@inproceedings{Schäfer_Rajko_Angelova_Böhmann_2026, place={Maui, Hawaii, USA}, title={From Engineering to Shaping: A Multiple Case Study on Advancing Service Systems Engineering through Continuous Value Shaping}, booktitle={Proceedings of the 59th Hawaii International Conference on System Sciences (HICSS 2026)}, publisher={Association for Information Systems (AIS), IEEE Computer Society Press, University of Hawaii (Manoa)}, author={Schäfer, Jannika Marie and Rajko, Polina and Angelova, Daniela and Böhmann, Tilo}, year={2026} }","ama":"Schäfer JM, Rajko P, Angelova D, Böhmann T. From Engineering to Shaping: A Multiple Case Study on Advancing Service Systems Engineering through Continuous Value Shaping. In: <i>Proceedings of the 59th Hawaii International Conference on System Sciences (HICSS 2026)</i>. Association for Information Systems (AIS), IEEE Computer Society Press, University of Hawaii (Manoa); 2026."},"quality_controlled":"1","project":[{"name":"SHAPE : Gestaltung von Dienstleistungsentwicklungsprozessen und lnnovationspartnerschaften mit Unternehmen","_id":"1250"}],"_id":"61310","publisher":"Association for Information Systems (AIS), IEEE Computer Society Press, University of Hawaii (Manoa)","user_id":"74374","status":"public","jel":["M15"],"conference":{"name":"59th Hawaii International Conference on System Sciences (HICSS 2026)","start_date":"2026-01-06","location":"Maui, Maui, Hawaii, USA","end_date":"2026-01-09"},"date_created":"2025-09-16T13:55:52Z","keyword":["Continuous Value Shaping","Service Systems Engineering","Service Science","Public Sector","Service Innovation"],"type":"conference","department":[{"_id":"195"}],"publication":"Proceedings of the 59th Hawaii International Conference on System Sciences (HICSS 2026)","abstract":[{"text":"Service systems engineering relies on structured, top-down approaches to designing and\r\ninnovating service systems. In today’s dynamic environments—shaped by digital transformation,\r\nevolving provider–user interactions, and shifting societal demands—these approaches face limitations in enabling continuous, context-sensitive innovation. Continuous Value Shaping emerges as a conceptual extension to service systems engineering, promoting more adaptive and co-evolutionary forms of service system development. This study examines how Continuous Value Shaping manifests through a multiple case study of three public sector projects. We identify distinct manifestations and constellations of the concept’s principles that complement classical\r\nSSE practices. As the first empirical exploration of Continuous Value Shaping, the study refines its\r\nconceptual foundation and enhances its accessibility for researchers and practitioners. We conclude with seven empirically derived propositions that inform future service systems engineering initiatives and demonstrate how Continuous Value Shaping supports the dynamic alignment of service systems with societal and systemic demands.","lang":"eng"}],"language":[{"iso":"eng"}],"year":"2026","title":"From Engineering to Shaping: A Multiple Case Study on Advancing Service Systems Engineering through Continuous Value Shaping","author":[{"id":"74374","first_name":"Jannika Marie","last_name":"Schäfer","full_name":"Schäfer, Jannika Marie"},{"last_name":"Rajko","first_name":"Polina","full_name":"Rajko, Polina"},{"first_name":"Daniela","last_name":"Angelova","full_name":"Angelova, Daniela"},{"last_name":"Böhmann","first_name":"Tilo","full_name":"Böhmann, Tilo"}],"publication_status":"published","date_updated":"2026-02-05T06:57:02Z"},{"quality_controlled":"1","citation":{"mla":"Ibrahimli, Ulvi, et al. “Bridging Systems Theory and Information Systems: A Framework for Designing Complex Information Systems.” <i>Communication of the Association for Information Systems</i>, AIS, 2026, doi:<a href=\"https://aisel.aisnet.org/cais/vol58/iss1/37/\">https://aisel.aisnet.org/cais/vol58/iss1/37/</a>.","ama":"Ibrahimli U, Hemmrich S, Winkelmann A. Bridging Systems Theory and Information Systems: A Framework for Designing Complex Information Systems. <i>Communication of the Association for Information Systems</i>. Published online 2026. doi:<a href=\"https://aisel.aisnet.org/cais/vol58/iss1/37/\">https://aisel.aisnet.org/cais/vol58/iss1/37/</a>","bibtex":"@article{Ibrahimli_Hemmrich_Winkelmann_2026, title={Bridging Systems Theory and Information Systems: A Framework for Designing Complex Information Systems}, DOI={<a href=\"https://aisel.aisnet.org/cais/vol58/iss1/37/\">https://aisel.aisnet.org/cais/vol58/iss1/37/</a>}, journal={Communication of the Association for Information Systems}, publisher={AIS}, author={Ibrahimli, Ulvi and Hemmrich, Simon and Winkelmann, Axel}, year={2026} }","apa":"Ibrahimli, U., Hemmrich, S., &#38; Winkelmann, A. (2026). Bridging Systems Theory and Information Systems: A Framework for Designing Complex Information Systems. <i>Communication of the Association for Information Systems</i>. <a href=\"https://aisel.aisnet.org/cais/vol58/iss1/37/\">https://aisel.aisnet.org/cais/vol58/iss1/37/</a>","ieee":"U. Ibrahimli, S. Hemmrich, and A. Winkelmann, “Bridging Systems Theory and Information Systems: A Framework for Designing Complex Information Systems,” <i>Communication of the Association for Information Systems</i>, 2026, doi: <a href=\"https://aisel.aisnet.org/cais/vol58/iss1/37/\">https://aisel.aisnet.org/cais/vol58/iss1/37/</a>.","short":"U. Ibrahimli, S. Hemmrich, A. Winkelmann, Communication of the Association for Information Systems (2026).","chicago":"Ibrahimli, Ulvi, Simon Hemmrich, and Axel Winkelmann. “Bridging Systems Theory and Information Systems: A Framework for Designing Complex Information Systems.” <i>Communication of the Association for Information Systems</i>, 2026. <a href=\"https://aisel.aisnet.org/cais/vol58/iss1/37/\">https://aisel.aisnet.org/cais/vol58/iss1/37/</a>."},"external_id":{"unknown":["https://aisel.aisnet.org/cais/vol58/iss1/37/"]},"status":"public","jel":["D83","L14","D83","O33","C63","P"],"user_id":"83557","publisher":"AIS","_id":"65311","extern":"1","abstract":[{"text":"Information Systems (IS) is rooted in systems theory. Systems theory offers powerful concepts to address challenges of growing system complexity and non-systemic design approaches in information systems. Despite its systemic origins, systems theory remains a peripheral topic in IS. The study addresses this gap by introducing a comprehensive framework of 52 systems-theoretical concepts to guide the design of complex IS artifacts. We synthesize scattered systems knowledge from diverse disciplines to provide a unified level of abstraction for complex information system design. We apply the framework to a use case of business reputation systems to show how the systems lens informs the design of a novel, complex information system. We make three key contributions to the literature. First, the framework provides a common ground for interdisciplinary research in information system design. Second, it offers a unified level of abstraction grounded in systems theory that serves as a coherent basis for artifact design. Third, it demonstrates the potential of systems theory as a foundational justificatory knowledge base. Furthermore, we provide guidance on applying the framework across multiple modes of reasoning, alongside further application guidelines. The study thus serves as a bridge between the body of systems knowledge and contextual design in IS.","lang":"eng"}],"publication":"Communication of the Association for Information Systems","type":"journal_article","keyword":["Information Systems Research","Systems Theory","System Complexity","System Design","Design Science"],"department":[{"_id":"195"}],"date_created":"2026-04-02T04:19:09Z","publication_status":"published","date_updated":"2026-04-02T04:32:05Z","article_type":"review","year":"2026","title":"Bridging Systems Theory and Information Systems: A Framework for Designing Complex Information Systems","author":[{"full_name":"Ibrahimli, Ulvi","last_name":"Ibrahimli","first_name":"Ulvi"},{"last_name":"Hemmrich","first_name":"Simon","full_name":"Hemmrich, Simon"},{"first_name":"Axel","last_name":"Winkelmann","full_name":"Winkelmann, Axel"}],"publication_identifier":{"unknown":["1529-3181"]},"doi":"https://aisel.aisnet.org/cais/vol58/iss1/37/","alternative_title":["Design Your System"],"language":[{"iso":"eng"}]},{"date_created":"2026-04-02T04:06:47Z","department":[{"_id":"195"}],"type":"book_chapter","keyword":["Reputation Systems","Consulting","Design Science Invention","Incentive","Blockchain","Monetary ratings","building trust","reduce information asymmetry consulting","B2B reputation system","consulting risk reduction","supplier evaluation system"],"citation":{"bibtex":"@inbook{Hemmrich_Nissen_2026, title={A blockchain-based reputation system for consulting}, booktitle={ Advanced Studies in Consulting Research and Digitalization – A Scientific Update on the Digital Transformation of the Consulting Industry. Springer.}, author={Hemmrich, Simon and Nissen, Volker}, editor={Nissen, Volker}, year={2026} }","ama":"Hemmrich S, Nissen V. A blockchain-based reputation system for consulting. In: Nissen V, ed. <i> Advanced Studies in Consulting Research and Digitalization – A Scientific Update on the Digital Transformation of the Consulting Industry. Springer.</i> ; 2026.","mla":"Hemmrich, Simon, and Volker Nissen. “A Blockchain-Based Reputation System for Consulting.” <i> Advanced Studies in Consulting Research and Digitalization – A Scientific Update on the Digital Transformation of the Consulting Industry. Springer.</i>, edited by Volker Nissen, 2026.","short":"S. Hemmrich, V. Nissen, in: V. Nissen (Ed.),  Advanced Studies in Consulting Research and Digitalization – A Scientific Update on the Digital Transformation of the Consulting Industry. Springer., 2026.","chicago":"Hemmrich, Simon, and Volker Nissen. “A Blockchain-Based Reputation System for Consulting.” In <i> Advanced Studies in Consulting Research and Digitalization – A Scientific Update on the Digital Transformation of the Consulting Industry. Springer.</i>, edited by Volker Nissen, 2026.","ieee":"S. Hemmrich and V. Nissen, “A blockchain-based reputation system for consulting,” in <i> Advanced Studies in Consulting Research and Digitalization – A Scientific Update on the Digital Transformation of the Consulting Industry. Springer.</i>, V. Nissen, Ed. 2026.","apa":"Hemmrich, S., &#38; Nissen, V. (2026). A blockchain-based reputation system for consulting. In V. Nissen (Ed.), <i> Advanced Studies in Consulting Research and Digitalization – A Scientific Update on the Digital Transformation of the Consulting Industry. Springer.</i>"},"publication":" Advanced Studies in Consulting Research and Digitalization – A Scientific Update on the Digital Transformation of the Consulting Industry. Springer.","quality_controlled":"1","abstract":[{"lang":"eng","text":"Trust between client and consultant is perhaps the most important asset in con-sulting, as this is a highly intangible knowledge-intensive business that concerns is-sues of outstanding strategic and operational importance for the customers. Cli-ents who have not worked with a particular consultancy face considerable risk when they place an order while lacking reliable information about the service quality they can expect. There is a strong link between trust and reputation, as the positive reputation of a consultancy can act as a substitute for a new client’s missing individual experience with the provider, fostering trust in the service quali-ty. Thus, creating, maintaining, and demonstrating a good reputation is of signifi-cant importance for consultancies in a very competitive industry.\r\nTo facilitate trustworthy signals, we design and implement a novel reputation mechanism that carries a monetary weight stored on a blockchain network as an immutable, decentralized, and transparent ledger. Based on an implementation in the Ethereum network and subsequent evaluation, we conclude that the reputation mechanism can contribute to leveling information asymmetry and reducing risk while increasing reputation and trust. The mechanism lends itself to being used in other business-to-business scenarios that suffer from similar information asymmetries."}],"extern":"1","language":[{"iso":"eng"}],"_id":"65310","editor":[{"first_name":"Volker","last_name":"Nissen","full_name":"Nissen, Volker"}],"user_id":"83557","publication_identifier":{"unknown":["978-3032173836"]},"author":[{"id":"83557","full_name":"Hemmrich, Simon","last_name":"Hemmrich","first_name":"Simon"},{"full_name":"Nissen, Volker","first_name":"Volker","last_name":"Nissen"}],"year":"2026","status":"public","title":"A blockchain-based reputation system for consulting","date_updated":"2026-04-02T04:32:01Z","publication_status":"published"},{"type":"conference","department":[{"_id":"195"}],"date_created":"2026-04-02T04:30:11Z","place":"Münster","quality_controlled":"1","citation":{"bibtex":"@inproceedings{Ibrahimli_Hemmrich_Winkelmann_2026, place={Münster}, title={Reputation as a Sociotechnical Design Problem: A Social Systems Theory Lens for Business Reputation Systems}, author={Ibrahimli, Ulvi and Hemmrich, Simon and Winkelmann, Axel}, year={2026} }","chicago":"Ibrahimli, Ulvi, Simon Hemmrich, and Axel Winkelmann. “Reputation as a Sociotechnical Design Problem: A Social Systems Theory Lens for Business Reputation Systems.” Münster, 2026.","ama":"Ibrahimli U, Hemmrich S, Winkelmann A. Reputation as a Sociotechnical Design Problem: A Social Systems Theory Lens for Business Reputation Systems. In: ; 2026.","short":"U. Ibrahimli, S. Hemmrich, A. Winkelmann, in: Münster, 2026.","ieee":"U. Ibrahimli, S. Hemmrich, and A. Winkelmann, “Reputation as a Sociotechnical Design Problem: A Social Systems Theory Lens for Business Reputation Systems,” presented at the DESRIST 2026 (The 21st International Conference on Design Science Research in Information Systems and Technology), Münster, 2026.","apa":"Ibrahimli, U., Hemmrich, S., &#38; Winkelmann, A. (2026). <i>Reputation as a Sociotechnical Design Problem: A Social Systems Theory Lens for Business Reputation Systems</i>. DESRIST 2026 (The 21st International Conference on Design Science Research in Information Systems and Technology), Münster.","mla":"Ibrahimli, Ulvi, et al. <i>Reputation as a Sociotechnical Design Problem: A Social Systems Theory Lens for Business Reputation Systems</i>. 2026."},"user_id":"83557","_id":"65313","language":[{"iso":"eng"}],"date_updated":"2026-04-02T04:32:08Z","title":"Reputation as a Sociotechnical Design Problem: A Social Systems Theory Lens for Business Reputation Systems","status":"public","year":"2026","author":[{"full_name":"Ibrahimli, Ulvi","last_name":"Ibrahimli","first_name":"Ulvi"},{"last_name":"Hemmrich","first_name":"Simon","full_name":"Hemmrich, Simon"},{"full_name":"Winkelmann, Axel","last_name":"Winkelmann","first_name":"Axel"}],"conference":{"location":"Münster","name":"DESRIST 2026 (The 21st International Conference on Design Science Research in Information Systems and Technology)","start_date":"2026-06-08","end_date":"2026-06-10"}},{"volume":33,"user_id":"16205","doi":"10.1108/JSBED-07-2025-0474","_id":"63100","language":[{"iso":"eng"}],"page":"49-71","intvolume":"        33","publication_status":"published","date_updated":"2026-04-22T12:29:18Z","author":[{"last_name":"Kundisch","first_name":"Dennis","full_name":"Kundisch, Dennis","id":"21117"},{"last_name":"Wilms","first_name":"Alexander","full_name":"Wilms, Alexander"}],"status":"public","year":"2026","title":"From mismatch to synergy: how new ventures and family-owned firms navigate cooperation","department":[{"_id":"276"}],"type":"journal_article","date_created":"2025-12-15T10:20:31Z","citation":{"apa":"Kundisch, D., &#38; Wilms, A. (2026). From mismatch to synergy: how new ventures and family-owned firms navigate cooperation. <i>Journal of Small Business and Enterprise Development</i>, <i>33</i>(1), 49–71. <a href=\"https://doi.org/10.1108/JSBED-07-2025-0474\">https://doi.org/10.1108/JSBED-07-2025-0474</a>","ieee":"D. Kundisch and A. Wilms, “From mismatch to synergy: how new ventures and family-owned firms navigate cooperation,” <i>Journal of Small Business and Enterprise Development</i>, vol. 33, no. 1, pp. 49–71, 2026, doi: <a href=\"https://doi.org/10.1108/JSBED-07-2025-0474\">10.1108/JSBED-07-2025-0474</a>.","chicago":"Kundisch, Dennis, and Alexander Wilms. “From Mismatch to Synergy: How New Ventures and Family-Owned Firms Navigate Cooperation.” <i>Journal of Small Business and Enterprise Development</i> 33, no. 1 (2026): 49–71. <a href=\"https://doi.org/10.1108/JSBED-07-2025-0474\">https://doi.org/10.1108/JSBED-07-2025-0474</a>.","short":"D. Kundisch, A. Wilms, Journal of Small Business and Enterprise Development 33 (2026) 49–71.","mla":"Kundisch, Dennis, and Alexander Wilms. “From Mismatch to Synergy: How New Ventures and Family-Owned Firms Navigate Cooperation.” <i>Journal of Small Business and Enterprise Development</i>, vol. 33, no. 1, 2026, pp. 49–71, doi:<a href=\"https://doi.org/10.1108/JSBED-07-2025-0474\">10.1108/JSBED-07-2025-0474</a>.","ama":"Kundisch D, Wilms A. From mismatch to synergy: how new ventures and family-owned firms navigate cooperation. <i>Journal of Small Business and Enterprise Development</i>. 2026;33(1):49-71. doi:<a href=\"https://doi.org/10.1108/JSBED-07-2025-0474\">10.1108/JSBED-07-2025-0474</a>","bibtex":"@article{Kundisch_Wilms_2026, title={From mismatch to synergy: how new ventures and family-owned firms navigate cooperation}, volume={33}, DOI={<a href=\"https://doi.org/10.1108/JSBED-07-2025-0474\">10.1108/JSBED-07-2025-0474</a>}, number={1}, journal={Journal of Small Business and Enterprise Development}, author={Kundisch, Dennis and Wilms, Alexander}, year={2026}, pages={49–71} }"},"issue":"1","publication":"Journal of Small Business and Enterprise Development"},{"status":"public","year":"2026","title":"Issues in Taxonomies and Taxonomy Development","author":[{"full_name":"Nickerson, Robert C.","first_name":"Robert C.","last_name":"Nickerson"},{"last_name":"Varshney","first_name":"Upkar","full_name":"Varshney, Upkar"},{"full_name":"Muntermann, Jan","first_name":"Jan","last_name":"Muntermann"},{"id":"21117","full_name":"Kundisch, Dennis","last_name":"Kundisch","first_name":"Dennis"}],"conference":{"name":"32nd Americas Conference on Information Systems (AMCIS 2026), Technology Research, Education, and Opinion (TREO) Talk"},"publication_status":"accepted","date_updated":"2026-05-20T11:52:03Z","_id":"65660","language":[{"iso":"eng"}],"user_id":"16205","publication":"Proceedings of the 32nd Americas Conference on Information Systems (AMCIS 2026), Technology Research, Education, and Opinion (TREO) Talk","citation":{"mla":"Nickerson, Robert C., et al. “Issues in Taxonomies and Taxonomy Development.” <i>Proceedings of the 32nd Americas Conference on Information Systems (AMCIS 2026), Technology Research, Education, and Opinion (TREO) Talk</i>.","ama":"Nickerson RC, Varshney U, Muntermann J, Kundisch D. Issues in Taxonomies and Taxonomy Development. In: <i>Proceedings of the 32nd Americas Conference on Information Systems (AMCIS 2026), Technology Research, Education, and Opinion (TREO) Talk</i>.","bibtex":"@inproceedings{Nickerson_Varshney_Muntermann_Kundisch, title={Issues in Taxonomies and Taxonomy Development}, booktitle={Proceedings of the 32nd Americas Conference on Information Systems (AMCIS 2026), Technology Research, Education, and Opinion (TREO) Talk}, author={Nickerson, Robert C. and Varshney, Upkar and Muntermann, Jan and Kundisch, Dennis} }","apa":"Nickerson, R. C., Varshney, U., Muntermann, J., &#38; Kundisch, D. (n.d.). Issues in Taxonomies and Taxonomy Development. <i>Proceedings of the 32nd Americas Conference on Information Systems (AMCIS 2026), Technology Research, Education, and Opinion (TREO) Talk</i>. 32nd Americas Conference on Information Systems (AMCIS 2026), Technology Research, Education, and Opinion (TREO) Talk.","ieee":"R. C. Nickerson, U. Varshney, J. Muntermann, and D. Kundisch, “Issues in Taxonomies and Taxonomy Development,” presented at the 32nd Americas Conference on Information Systems (AMCIS 2026), Technology Research, Education, and Opinion (TREO) Talk.","chicago":"Nickerson, Robert C., Upkar Varshney, Jan Muntermann, and Dennis Kundisch. “Issues in Taxonomies and Taxonomy Development.” In <i>Proceedings of the 32nd Americas Conference on Information Systems (AMCIS 2026), Technology Research, Education, and Opinion (TREO) Talk</i>, n.d.","short":"R.C. Nickerson, U. Varshney, J. Muntermann, D. Kundisch, in: Proceedings of the 32nd Americas Conference on Information Systems (AMCIS 2026), Technology Research, Education, and Opinion (TREO) Talk, n.d."},"project":[{"name":"Hierarchische Taxonomien und Taxonomievisualisierung: Methodische Erweiterungen für die Wirtschaftsinformatik","_id":"2486"}],"date_created":"2026-05-20T11:24:52Z","type":"conference_abstract","department":[{"_id":"276"}]},{"ddc":["650"],"user_id":"98948","page":"41","_id":"65724","language":[{"iso":"ger"}],"date_updated":"2026-05-29T10:08:57Z","has_accepted_license":"1","title":"Arbeitsplatz-KI: Zwölf Gestaltungsanker zur erfolgreichen  Ko-Transformation von Mitarbeitenden,  Prozessen & Strategie in der  Finanzindustrie","status":"public","year":"2026","author":[{"id":"122631","full_name":"Strich, Franz","last_name":"Strich","first_name":"Franz","orcid":"0000-0002-0170-9025"},{"id":"98948","full_name":"Trang, Simon Thanh-Nam","first_name":"Simon Thanh-Nam","last_name":"Trang","orcid":"0000-0002-4784-4038"}],"type":"working_paper","department":[{"_id":"792"}],"file":[{"content_type":"application/pdf","success":1,"file_id":"65725","file_size":4176802,"access_level":"closed","file_name":"UPB_Whitepaper_Arbeitsplatz_KI_2026.pdf","date_updated":"2026-05-29T10:07:30Z","relation":"main_file","date_created":"2026-05-29T10:07:30Z","creator":"strang"}],"place":"Paderborn","date_created":"2026-05-29T10:08:48Z","file_date_updated":"2026-05-29T10:07:30Z","citation":{"ieee":"F. Strich and S. T.-N. Trang, <i>Arbeitsplatz-KI: Zwölf Gestaltungsanker zur erfolgreichen  Ko-Transformation von Mitarbeitenden,  Prozessen &#38; Strategie in der  Finanzindustrie</i>. Paderborn, 2026.","apa":"Strich, F., &#38; Trang, S. T.-N. (2026). <i>Arbeitsplatz-KI: Zwölf Gestaltungsanker zur erfolgreichen  Ko-Transformation von Mitarbeitenden,  Prozessen &#38; Strategie in der  Finanzindustrie</i>.","chicago":"Strich, Franz, and Simon Thanh-Nam Trang. <i>Arbeitsplatz-KI: Zwölf Gestaltungsanker zur erfolgreichen  Ko-Transformation von Mitarbeitenden,  Prozessen &#38; Strategie in der  Finanzindustrie</i>. Paderborn, 2026.","short":"F. Strich, S.T.-N. Trang, Arbeitsplatz-KI: Zwölf Gestaltungsanker zur erfolgreichen  Ko-Transformation von Mitarbeitenden,  Prozessen &#38; Strategie in der  Finanzindustrie, Paderborn, 2026.","mla":"Strich, Franz, and Simon Thanh-Nam Trang. <i>Arbeitsplatz-KI: Zwölf Gestaltungsanker zur erfolgreichen  Ko-Transformation von Mitarbeitenden,  Prozessen &#38; Strategie in der  Finanzindustrie</i>. 2026.","bibtex":"@book{Strich_Trang_2026, place={Paderborn}, title={Arbeitsplatz-KI: Zwölf Gestaltungsanker zur erfolgreichen  Ko-Transformation von Mitarbeitenden,  Prozessen &#38; Strategie in der  Finanzindustrie}, author={Strich, Franz and Trang, Simon Thanh-Nam}, year={2026} }","ama":"Strich F, Trang ST-N. <i>Arbeitsplatz-KI: Zwölf Gestaltungsanker zur erfolgreichen  Ko-Transformation von Mitarbeitenden,  Prozessen &#38; Strategie in der  Finanzindustrie</i>.; 2026."}},{"title":"Updating at the Expense of Demand? 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A Fuzzy-Set Qualitative Comparative Analysis Of Workarounds}, number={6}, booktitle={European Conference on Information Systems (ECIS) 2026 Proceedings}, author={Hellweg, Talea Davina and Sandfort, Luc Dana and Reineke, Malte Fabian and Bartelheimer, Christian and Beverungen, Daniel}, year={2026} }","ama":"Hellweg TD, Sandfort LD, Reineke MF, Bartelheimer C, Beverungen D. Temporary Fix Or Process Innovation? A Fuzzy-Set Qualitative Comparative Analysis Of Workarounds. In: <i>European Conference on Information Systems (ECIS) 2026 Proceedings</i>. ; 2026."},"publication":"European Conference on Information Systems (ECIS) 2026 Proceedings","issue":"6"},{"title":"A Step Towards Inherently Interpretable Causal Machine Learning Models For Decision Support","status":"public","year":"2026","author":[{"first_name":"David Ricardo","last_name":"Zapata Gonzalez","full_name":"Zapata Gonzalez, David Ricardo","id":"105506"}],"date_updated":"2026-06-09T07:18:31Z","publication_status":"published","publisher":"AIS","_id":"65811","language":[{"iso":"eng"}],"user_id":"105506","publication":"ECIS Conference","citation":{"ieee":"D. R. Zapata Gonzalez, “A Step Towards Inherently Interpretable Causal Machine Learning Models For Decision Support,” 2026.","apa":"Zapata Gonzalez, D. R. (2026). A Step Towards Inherently Interpretable Causal Machine Learning Models For Decision Support. <i>ECIS Conference</i>.","short":"D.R. 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AIS; 2026."},"date_created":"2026-06-09T07:17:37Z","type":"conference","department":[{"_id":"195"}]},{"citation":{"mla":"Kundisch, Dennis. <i>DiSerHub Startet in die zweite Phase – Digitale Transformation für die Automobilindustrie</i>. 2026.","bibtex":"@book{Kundisch_2026, series={1}, title={DiSerHub Startet in die zweite Phase – Digitale Transformation für die Automobilindustrie}, volume={16}, author={Kundisch, Dennis}, year={2026}, collection={1} }","ama":"Kundisch D. <i>DiSerHub Startet in die zweite Phase – Digitale Transformation für die Automobilindustrie</i>. Vol 16.; 2026.","ieee":"D. Kundisch, <i>DiSerHub Startet in die zweite Phase – Digitale Transformation für die Automobilindustrie</i>, vol. 16. 2026.","apa":"Kundisch, D. (2026). <i>DiSerHub Startet in die zweite Phase – Digitale Transformation für die Automobilindustrie</i> (Vol. 16).","chicago":"Kundisch, Dennis. <i>DiSerHub Startet in die zweite Phase – Digitale Transformation für die Automobilindustrie</i>. Vol. 16. 1, 2026.","short":"D. Kundisch, DiSerHub Startet in die zweite Phase – Digitale Transformation für die Automobilindustrie, 2026."},"type":"working_paper","department":[{"_id":"276"}],"date_created":"2026-06-09T11:55:56Z","date_updated":"2026-06-09T11:58:48Z","publication_status":"published","intvolume":"        16","status":"public","year":"2026","title":"DiSerHub Startet in die zweite Phase – Digitale Transformation für die Automobilindustrie","author":[{"full_name":"Kundisch, Dennis","last_name":"Kundisch","first_name":"Dennis","id":"21117"}],"user_id":"16205","alternative_title":["Update - Das Magazin des SICP–Software Innovation Campus Paderborn"],"volume":16,"language":[{"iso":"ger"}],"_id":"65818","series_title":"1"},{"date_created":"2026-04-21T13:13:02Z","file":[{"file_size":2793039,"access_level":"closed","file_name":"Service is Communication - EM Paper.pdf","date_updated":"2026-04-21T13:14:30Z","relation":"main_file","success":1,"content_type":"application/pdf","file_id":"65477","creator":"dabe","date_created":"2026-04-21T13:14:30Z"}],"department":[{"_id":"195"},{"_id":"534"}],"type":"journal_article","keyword":["Service system","Service ecosystem","Systems theory","Service research"],"publication":"Electronic Markets","issue":"1","abstract":[{"lang":"eng","text":"Service research has evolved into an interdisciplinary research field that bridges diverse disciplines, including information systems (IS) and marketing. Nearly two decades ago, the service system concept was introduced as a foundational abstraction in service research, drawing on ideas from the service-dominant logic (S-D logic) of marketing. Despite its widespread adoption in service research, particularly in the IS discipline, the service system concept lacks a solid theoretical foundation. This has resulted in conceptual ambiguity and overlap with related constructs, such as service ecosystems. Moreover, it has largely remained a static analytical lens, insufficiently capturing dynamic service phenomena, including value co-creation and co-destruction, as well as the emergence of institutional arrangements. To address these limitations, we propose Luhmann’s systems theory (LST) as a robust framework for conceptualizing service systems as autopoietic (self-creating) systems, in which communication serves as the fundamental mechanism that drives value co-creation. We derive five theoretical propositions from this re-conceptualization that clarify conceptual ambiguity and allow researchers to explore dynamic service phenomena in greater depth. Given LST’s general approach, our conceptualization provides a theoretically grounded, interdisciplinary foundation for advancing service research."}],"language":[{"iso":"eng"}],"article_number":"37","main_file_link":[{"open_access":"1","url":"https://link.springer.com/content/pdf/10.1007/s12525-026-00889-w.pdf"}],"doi":"10.1007/s12525-026-00889-w","author":[{"first_name":"Daniel","last_name":"Beverungen","full_name":"Beverungen, Daniel"},{"full_name":"Poeppelbuss, Jens","last_name":"Poeppelbuss","first_name":"Jens"},{"full_name":"Hemmrich, Simon","first_name":"Simon","last_name":"Hemmrich"},{"last_name":"Iqbal","first_name":"Taskeen","full_name":"Iqbal, Taskeen"}],"publication_identifier":{"issn":["1019-6781","1422-8890"]},"year":"2026","title":"Service through communication—Conceptualizing service systems with Luhmann’s systems theory","article_type":"original","intvolume":"        36","publication_status":"published","date_updated":"2026-06-11T13:18:09Z","oa":"1","citation":{"chicago":"Beverungen, Daniel, Jens Poeppelbuss, Simon Hemmrich, and Taskeen Iqbal. “Service through Communication—Conceptualizing Service Systems with Luhmann’s Systems Theory.” <i>Electronic Markets</i> 36, no. 1 (2026). <a href=\"https://doi.org/10.1007/s12525-026-00889-w\">https://doi.org/10.1007/s12525-026-00889-w</a>.","short":"D. Beverungen, J. Poeppelbuss, S. Hemmrich, T. Iqbal, Electronic Markets 36 (2026).","ieee":"D. Beverungen, J. Poeppelbuss, S. Hemmrich, and T. Iqbal, “Service through communication—Conceptualizing service systems with Luhmann’s systems theory,” <i>Electronic Markets</i>, vol. 36, no. 1, Art. no. 37, 2026, doi: <a href=\"https://doi.org/10.1007/s12525-026-00889-w\">10.1007/s12525-026-00889-w</a>.","apa":"Beverungen, D., Poeppelbuss, J., Hemmrich, S., &#38; Iqbal, T. (2026). Service through communication—Conceptualizing service systems with Luhmann’s systems theory. <i>Electronic Markets</i>, <i>36</i>(1), Article 37. <a href=\"https://doi.org/10.1007/s12525-026-00889-w\">https://doi.org/10.1007/s12525-026-00889-w</a>","bibtex":"@article{Beverungen_Poeppelbuss_Hemmrich_Iqbal_2026, title={Service through communication—Conceptualizing service systems with Luhmann’s systems theory}, volume={36}, DOI={<a href=\"https://doi.org/10.1007/s12525-026-00889-w\">10.1007/s12525-026-00889-w</a>}, number={137}, journal={Electronic Markets}, publisher={Springer Science and Business Media LLC}, author={Beverungen, Daniel and Poeppelbuss, Jens and Hemmrich, Simon and Iqbal, Taskeen}, year={2026} }","ama":"Beverungen D, Poeppelbuss J, Hemmrich S, Iqbal T. Service through communication—Conceptualizing service systems with Luhmann’s systems theory. <i>Electronic Markets</i>. 2026;36(1). doi:<a href=\"https://doi.org/10.1007/s12525-026-00889-w\">10.1007/s12525-026-00889-w</a>","mla":"Beverungen, Daniel, et al. “Service through Communication—Conceptualizing Service Systems with Luhmann’s Systems Theory.” <i>Electronic Markets</i>, vol. 36, no. 1, 37, Springer Science and Business Media LLC, 2026, doi:<a href=\"https://doi.org/10.1007/s12525-026-00889-w\">10.1007/s12525-026-00889-w</a>."},"file_date_updated":"2026-04-21T13:14:30Z","project":[{"_id":"1250","name":"SHAPE : Gestaltung von Dienstleistungsentwicklungsprozessen und lnnovationspartnerschaften mit Unternehmen"}],"quality_controlled":"1","_id":"65476","publisher":"Springer Science and Business Media LLC","volume":36,"user_id":"59677","ddc":["380"],"jel":["L80"],"status":"public","has_accepted_license":"1"},{"author":[{"full_name":"Rinkowski, Alexander","first_name":"Alexander","last_name":"Rinkowski","id":"74589"},{"full_name":"Kundisch, Dennis","first_name":"Dennis","last_name":"Kundisch","id":"21117"}],"title":"Developing AI Literacy of Novice Adult Learners Outside of Formal Education Settings – a Prototype","year":"2026","intvolume":"     16607","publication_status":"epub_ahead","date_updated":"2026-06-12T08:52:53Z","series_title":"Lecture Notes in Computer Science","language":[{"iso":"eng"}],"doi":"10.1007/978-3-032-28570-6_32","publication":"Design for Better Futures: Beyond the Science of the Artificial. 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Impact of vehicle scheduling and strategic transition planning on zero-emission bus systems. <i>Transportation Research Interdisciplinary Perspectives</i>. 2026;38. doi:<a href=\"https://doi.org/10.1016/j.trip.2026.102008\">10.1016/j.trip.2026.102008</a>","bibtex":"@article{Stumpe_Rößler-von Saß_Kliewer_Schryen_2026, title={Impact of vehicle scheduling and strategic transition planning on zero-emission bus systems}, volume={38}, DOI={<a href=\"https://doi.org/10.1016/j.trip.2026.102008\">10.1016/j.trip.2026.102008</a>}, number={102008}, journal={Transportation Research Interdisciplinary Perspectives}, publisher={Elsevier BV}, author={Stumpe, Miriam and Rößler-von Saß, David and Kliewer, Natalia and Schryen, Guido}, year={2026} }","apa":"Stumpe, M., Rößler-von Saß, D., Kliewer, N., &#38; Schryen, G. (2026). Impact of vehicle scheduling and strategic transition planning on zero-emission bus systems. <i>Transportation Research Interdisciplinary Perspectives</i>, <i>38</i>, Article 102008. <a href=\"https://doi.org/10.1016/j.trip.2026.102008\">https://doi.org/10.1016/j.trip.2026.102008</a>","ieee":"M. Stumpe, D. Rößler-von Saß, N. Kliewer, and G. Schryen, “Impact of vehicle scheduling and strategic transition planning on zero-emission bus systems,” <i>Transportation Research Interdisciplinary Perspectives</i>, vol. 38, Art. no. 102008, 2026, doi: <a href=\"https://doi.org/10.1016/j.trip.2026.102008\">10.1016/j.trip.2026.102008</a>.","short":"M. Stumpe, D. Rößler-von Saß, N. Kliewer, G. Schryen, Transportation Research Interdisciplinary Perspectives 38 (2026).","chicago":"Stumpe, Miriam, David Rößler-von Saß, Natalia Kliewer, and Guido Schryen. “Impact of Vehicle Scheduling and Strategic Transition Planning on Zero-Emission Bus Systems.” <i>Transportation Research Interdisciplinary Perspectives</i> 38 (2026). <a href=\"https://doi.org/10.1016/j.trip.2026.102008\">https://doi.org/10.1016/j.trip.2026.102008</a>."},"file_date_updated":"2026-06-13T06:45:51Z","doi":"10.1016/j.trip.2026.102008","language":[{"iso":"eng"}],"article_number":"102008","article_type":"original","intvolume":"        38","publication_status":"published","date_updated":"2026-06-13T06:46:16Z","author":[{"id":"64135","full_name":"Stumpe, Miriam","first_name":"Miriam","last_name":"Stumpe"},{"full_name":"Rößler-von Saß, David","last_name":"Rößler-von Saß","first_name":"David"},{"first_name":"Natalia","last_name":"Kliewer","full_name":"Kliewer, Natalia"},{"full_name":"Schryen, Guido","first_name":"Guido","last_name":"Schryen","id":"72850"}],"publication_identifier":{"issn":["2590-1982"]},"title":"Impact of vehicle scheduling and strategic transition planning on zero-emission bus systems","year":"2026","department":[{"_id":"277"}],"type":"journal_article","keyword":["Electric bus","Multi-period planning","Electric vehicle scheduling","Charging infrastructure","Fleet replacement"],"date_created":"2026-06-13T06:38:22Z","file":[{"access_level":"closed","file_size":1379145,"file_name":"ELSEVIER ARTICLE.pdf","date_updated":"2026-06-13T06:45:51Z","relation":"main_file","success":1,"content_type":"application/pdf","file_id":"65858","creator":"schryen","date_created":"2026-06-13T06:45:51Z"}],"abstract":[{"text":"This paper presents a holistic framework for the transition from diesel to electric bus networks, crucial for meeting EU regulations targeting 100% zero-emission urban buses by 2035. We employ a two-phase solution framework: in phase 1, we solve the Charging Location and Electric Vehicle Scheduling Problem to generate vehicle schedules that are feasible for electric operation; in phase 2, these schedules serve as input to a multi-period transition planning model that minimizes the total cost of ownership while determining fleet replacement and charging infrastructure deployment. Our experiments show that schedules obtained from solving the integrated charging location and vehicle scheduling problem significantly outperform traditional methods, resulting in lower total cost of ownership. Additionally, transition plans reduce local emissions by up to 85% compared to a diesel-only scenario. We find that vehicle rotations with long distances and sufficient idle time are prioritized for electrification, enabling earlier emission reductions and cost savings. This highlights the importance of adopting vehicle scheduling tailored for electric buses, rather than relying on legacy diesel schedules.","lang":"eng"}],"publication":"Transportation Research Interdisciplinary Perspectives"},{"publication_status":"published","date_updated":"2026-06-13T06:49:10Z","intvolume":"        35","year":"2026","title":"Theorising Forward: Positioning Deductive Elaboration in the Information Systems Research Repertoire","publication_identifier":{"issn":["0960-085X","1476-9344"]},"author":[{"full_name":"Paré, Guy","last_name":"Paré","first_name":"Guy"},{"full_name":"Wagner, Gerit","last_name":"Wagner","first_name":"Gerit"},{"last_name":"Tate","first_name":"Mary","full_name":"Tate, Mary"},{"full_name":"Schryen, Guido","last_name":"Schryen","first_name":"Guido","id":"72850"},{"last_name":"Templier","first_name":"Mathieu","full_name":"Templier, Mathieu"}],"doi":"10.1080/0960085x.2025.2550403","language":[{"iso":"eng"}],"publication":"European Journal of Information Systems","issue":"3","type":"journal_article","department":[{"_id":"277"}],"file":[{"content_type":"application/pdf","success":1,"file_id":"65859","file_size":1534733,"access_level":"closed","file_name":"ELSEVIER PUBLICATION - Theorising forward positioning deductive elaboration in the Information Systems research repertoire.pdf","date_updated":"2026-06-13T06:49:02Z","relation":"main_file","date_created":"2026-06-13T06:49:02Z","creator":"schryen"}],"date_created":"2025-09-18T13:02:55Z","has_accepted_license":"1","status":"public","user_id":"72850","ddc":["000"],"volume":35,"page":"555-579","_id":"61366","publisher":"Informa UK Limited","file_date_updated":"2026-06-13T06:49:02Z","citation":{"mla":"Paré, Guy, et al. “Theorising Forward: Positioning Deductive Elaboration in the Information Systems Research Repertoire.” <i>European Journal of Information Systems</i>, vol. 35, no. 3, Informa UK Limited, 2026, pp. 555–79, doi:<a href=\"https://doi.org/10.1080/0960085x.2025.2550403\">10.1080/0960085x.2025.2550403</a>.","ama":"Paré G, Wagner G, Tate M, Schryen G, Templier M. Theorising Forward: Positioning Deductive Elaboration in the Information Systems Research Repertoire. <i>European Journal of Information Systems</i>. 2026;35(3):555-579. doi:<a href=\"https://doi.org/10.1080/0960085x.2025.2550403\">10.1080/0960085x.2025.2550403</a>","bibtex":"@article{Paré_Wagner_Tate_Schryen_Templier_2026, title={Theorising Forward: Positioning Deductive Elaboration in the Information Systems Research Repertoire}, volume={35}, DOI={<a href=\"https://doi.org/10.1080/0960085x.2025.2550403\">10.1080/0960085x.2025.2550403</a>}, number={3}, journal={European Journal of Information Systems}, publisher={Informa UK Limited}, author={Paré, Guy and Wagner, Gerit and Tate, Mary and Schryen, Guido and Templier, Mathieu}, year={2026}, pages={555–579} }","apa":"Paré, G., Wagner, G., Tate, M., Schryen, G., &#38; Templier, M. (2026). Theorising Forward: Positioning Deductive Elaboration in the Information Systems Research Repertoire. <i>European Journal of Information Systems</i>, <i>35</i>(3), 555–579. <a href=\"https://doi.org/10.1080/0960085x.2025.2550403\">https://doi.org/10.1080/0960085x.2025.2550403</a>","ieee":"G. Paré, G. Wagner, M. Tate, G. Schryen, and M. Templier, “Theorising Forward: Positioning Deductive Elaboration in the Information Systems Research Repertoire,” <i>European Journal of Information Systems</i>, vol. 35, no. 3, pp. 555–579, 2026, doi: <a href=\"https://doi.org/10.1080/0960085x.2025.2550403\">10.1080/0960085x.2025.2550403</a>.","short":"G. Paré, G. Wagner, M. Tate, G. Schryen, M. Templier, European Journal of Information Systems 35 (2026) 555–579.","chicago":"Paré, Guy, Gerit Wagner, Mary Tate, Guido Schryen, and Mathieu Templier. “Theorising Forward: Positioning Deductive Elaboration in the Information Systems Research Repertoire.” <i>European Journal of Information Systems</i> 35, no. 3 (2026): 555–79. <a href=\"https://doi.org/10.1080/0960085x.2025.2550403\">https://doi.org/10.1080/0960085x.2025.2550403</a>."}},{"file_date_updated":"2025-11-10T10:20:48Z","citation":{"mla":"Breidbach, Christoph, et al. “Conscious Artificial Intelligence in Service.” <i>Journal of Service Management</i>, vol. 37, no. 4, Emerald, 2026, pp. 597–621, doi:<a href=\"https://doi.org/10.1108/JOSM-12-2024-0536\">10.1108/JOSM-12-2024-0536</a>.","bibtex":"@article{Breidbach_Lars-Erik_Maglio_Beverungen_Wirtz_Twigg_2026, title={Conscious Artificial Intelligence in Service}, volume={37}, DOI={<a href=\"https://doi.org/10.1108/JOSM-12-2024-0536\">10.1108/JOSM-12-2024-0536</a>}, number={4}, journal={Journal of Service Management}, publisher={Emerald}, author={Breidbach, Christoph and Lars-Erik, Casper Ferm and Maglio, Paul and Beverungen, Daniel and Wirtz, Jochen and Twigg, Alex}, year={2026}, pages={597–621} }","ama":"Breidbach C, Lars-Erik CF, Maglio P, Beverungen D, Wirtz J, Twigg A. Conscious Artificial Intelligence in Service. <i>Journal of Service Management</i>. 2026;37(4):597-621. doi:<a href=\"https://doi.org/10.1108/JOSM-12-2024-0536\">10.1108/JOSM-12-2024-0536</a>","ieee":"C. Breidbach, C. F. Lars-Erik, P. Maglio, D. Beverungen, J. Wirtz, and A. Twigg, “Conscious Artificial Intelligence in Service,” <i>Journal of Service Management</i>, vol. 37, no. 4, pp. 597–621, 2026, doi: <a href=\"https://doi.org/10.1108/JOSM-12-2024-0536\">10.1108/JOSM-12-2024-0536</a>.","apa":"Breidbach, C., Lars-Erik, C. F., Maglio, P., Beverungen, D., Wirtz, J., &#38; Twigg, A. (2026). Conscious Artificial Intelligence in Service. <i>Journal of Service Management</i>, <i>37</i>(4), 597–621. <a href=\"https://doi.org/10.1108/JOSM-12-2024-0536\">https://doi.org/10.1108/JOSM-12-2024-0536</a>","short":"C. Breidbach, C.F. Lars-Erik, P. Maglio, D. Beverungen, J. Wirtz, A. Twigg, Journal of Service Management 37 (2026) 597–621.","chicago":"Breidbach, Christoph, Casper Ferm Lars-Erik, Paul Maglio, Daniel Beverungen, Jochen Wirtz, and Alex Twigg. “Conscious Artificial Intelligence in Service.” <i>Journal of Service Management</i> 37, no. 4 (2026): 597–621. <a href=\"https://doi.org/10.1108/JOSM-12-2024-0536\">https://doi.org/10.1108/JOSM-12-2024-0536</a>."},"quality_controlled":"1","oa":"1","status":"public","has_accepted_license":"1","page":"597-621","publisher":"Emerald","_id":"61410","ddc":["380"],"user_id":"59677","volume":37,"publication":"Journal of Service Management","issue":"4","abstract":[{"text":"Purpose: The purpose of this study is to identify, analyze, and explain the implications that could\r\narise for service settings if AI systems develop, or are perceived to develop, consciousness – the\r\nability to acknowledge their own existence and the capacity for positive or negative experiences.\r\n\r\nDesign/methodology/approach: This study proposes and explores four hypothetical scenarios in\r\nwhich conscious AI in service could manifest. We contextualize our resulting typology in the\r\nhealth service context and integrate extant literature on technology-enabled service, AI\r\nconsciousness, and AI ethics into the narrative.\r\n\r\nFindings: This study provides a unique theoretical contribution to service research in the form of\r\na Type IV theory. It enables future service researchers to apprehend, explain, and predict how\r\nfunctionally conscious AI in service might unfold.\r\n\r\nOriginality: An increasingly prolific public discourse acknowledges that conscious AI systems\r\nmay emerge. Against this backdrop, this study aims to systematically explore a question that is\r\nperhaps the most critical and timely, but also inherently speculative, in relation to AI in service\r\nresearch by introducing much-needed theory and terminology.\r\n\r\nPractical implications: The ethical use of conscious AI in service could emerge as a distinct\r\ncompetitive advantage in the future. Achieving this outcome involves speculative yet actionable\r\nrecommendations that include training, guiding, and controlling how humans engage with such\r\nsystems, developing appropriate wellbeing protocols for functionally conscious AI systems, and\r\nestablishing AI rights and governance frameworks.","lang":"eng"}],"file":[{"creator":"dabe","date_created":"2025-11-10T10:20:48Z","access_level":"closed","file_size":743479,"file_name":"Breidbach et al, 2025_Conscious AI in Service_w link.pdf","date_updated":"2025-11-10T10:20:48Z","relation":"main_file","success":1,"content_type":"application/pdf","file_id":"62150"}],"date_created":"2025-09-23T11:47:47Z","keyword":["AI","AI consciousness","AI ethics","service systems"],"type":"journal_article","department":[{"_id":"195"}],"title":"Conscious Artificial Intelligence in Service","year":"2026","author":[{"full_name":"Breidbach, Christoph","first_name":"Christoph","last_name":"Breidbach"},{"full_name":"Lars-Erik, Casper Ferm","first_name":"Casper Ferm","last_name":"Lars-Erik"},{"first_name":"Paul","last_name":"Maglio","full_name":"Maglio, Paul"},{"id":"59677","full_name":"Beverungen, Daniel","last_name":"Beverungen","first_name":"Daniel"},{"full_name":"Wirtz, Jochen","last_name":"Wirtz","first_name":"Jochen"},{"first_name":"Alex","last_name":"Twigg","full_name":"Twigg, Alex"}],"date_updated":"2026-07-10T12:43:48Z","publication_status":"published","intvolume":"        37","article_type":"original","main_file_link":[{"url":"https://www.emerald.com/josm/article/37/4/597/1304514/Conscious-artificial-intelligence-in-service","open_access":"1"}],"language":[{"iso":"eng"}],"doi":"10.1108/JOSM-12-2024-0536"},{"citation":{"short":"D.R. Zapata Gonzalez, M. Meyer, K. Zalipski, O. Müller, Applied Energy 417 (2026).","chicago":"Zapata Gonzalez, David Ricardo, Marcel Meyer, Kevin Zalipski, and Oliver Müller. “Temporal Causal Feature Selection for Robust Machine Learning Modelling of Data Center Operations.” <i>Applied Energy</i> 417 (2026). <a href=\"https://doi.org/10.1016/j.apenergy.2026.127984\">https://doi.org/10.1016/j.apenergy.2026.127984</a>.","apa":"Zapata Gonzalez, D. R., Meyer, M., Zalipski, K., &#38; Müller, O. (2026). Temporal causal feature selection for robust machine learning modelling of data center operations. <i>Applied Energy</i>, <i>417</i>, Article 127984. <a href=\"https://doi.org/10.1016/j.apenergy.2026.127984\">https://doi.org/10.1016/j.apenergy.2026.127984</a>","ieee":"D. R. Zapata Gonzalez, M. Meyer, K. Zalipski, and O. Müller, “Temporal causal feature selection for robust machine learning modelling of data center operations,” <i>Applied Energy</i>, vol. 417, Art. no. 127984, 2026, doi: <a href=\"https://doi.org/10.1016/j.apenergy.2026.127984\">10.1016/j.apenergy.2026.127984</a>.","ama":"Zapata Gonzalez DR, Meyer M, Zalipski K, Müller O. Temporal causal feature selection for robust machine learning modelling of data center operations. <i>Applied Energy</i>. 2026;417. doi:<a href=\"https://doi.org/10.1016/j.apenergy.2026.127984\">10.1016/j.apenergy.2026.127984</a>","bibtex":"@article{Zapata Gonzalez_Meyer_Zalipski_Müller_2026, title={Temporal causal feature selection for robust machine learning modelling of data center operations}, volume={417}, DOI={<a href=\"https://doi.org/10.1016/j.apenergy.2026.127984\">10.1016/j.apenergy.2026.127984</a>}, number={127984}, journal={Applied Energy}, publisher={Elsevier BV}, author={Zapata Gonzalez, David Ricardo and Meyer, Marcel and Zalipski, Kevin and Müller, Oliver}, year={2026} }","mla":"Zapata Gonzalez, David Ricardo, et al. “Temporal Causal Feature Selection for Robust Machine Learning Modelling of Data Center Operations.” <i>Applied Energy</i>, vol. 417, 127984, Elsevier BV, 2026, doi:<a href=\"https://doi.org/10.1016/j.apenergy.2026.127984\">10.1016/j.apenergy.2026.127984</a>."},"project":[{"name":"DC2HEAT - Data Centre HEat Recovery with AI-Technologies","_id":"824"}],"_id":"65810","publisher":"Elsevier BV","user_id":"105120","volume":417,"status":"public","date_created":"2026-06-09T07:14:48Z","type":"journal_article","department":[{"_id":"196"}],"publication":"Applied Energy","article_number":"127984","language":[{"iso":"eng"}],"doi":"10.1016/j.apenergy.2026.127984","year":"2026","title":"Temporal causal feature selection for robust machine learning modelling of data center operations","publication_identifier":{"issn":["0306-2619"]},"author":[{"last_name":"Zapata Gonzalez","first_name":"David Ricardo","full_name":"Zapata Gonzalez, David Ricardo","id":"105506"},{"id":"105120","orcid":" 0009-0005-9136-8525","first_name":"Marcel","last_name":"Meyer","full_name":"Meyer, Marcel"},{"full_name":"Zalipski, Kevin","first_name":"Kevin","last_name":"Zalipski","id":"62222"},{"first_name":"Oliver","last_name":"Müller","full_name":"Müller, Oliver","id":"72849"}],"date_updated":"2026-09-01T11:17:24Z","publication_status":"published","intvolume":"       417"},{"title":"TS-Arena -- A Live Forecast Pre-Registration Platform","status":"public","year":"2026","author":[{"id":"105120","first_name":"Marcel","last_name":"Meyer","orcid":" 0009-0005-9136-8525","full_name":"Meyer, Marcel"},{"last_name":"Kaltenpoth","first_name":"Sascha Benjamin","full_name":"Kaltenpoth, Sascha Benjamin","id":"50640"},{"first_name":"Henrik","last_name":"Albers","orcid":"https://orcid.org/0009-0004-8388-619X","full_name":"Albers, Henrik","id":"57403"},{"first_name":"Kevin","last_name":"Zalipski","full_name":"Zalipski, Kevin","id":"62222"},{"id":"72849","last_name":"Müller","first_name":"Oliver","full_name":"Müller, Oliver"}],"date_updated":"2026-09-01T13:09:27Z","publication_status":"published","publisher":"ACM","_id":"66903","language":[{"iso":"eng"}],"doi":"10.1145/3770855.3817515","user_id":"105120","publication":"Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2","citation":{"bibtex":"@inproceedings{Meyer_Kaltenpoth_Albers_Zalipski_Müller_2026, title={TS-Arena -- A Live Forecast Pre-Registration Platform}, DOI={<a href=\"https://doi.org/10.1145/3770855.3817515\">10.1145/3770855.3817515</a>}, booktitle={Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2}, publisher={ACM}, author={Meyer, Marcel and Kaltenpoth, Sascha Benjamin and Albers, Henrik and Zalipski, Kevin and Müller, Oliver}, year={2026} }","ama":"Meyer M, Kaltenpoth SB, Albers H, Zalipski K, Müller O. TS-Arena -- A Live Forecast Pre-Registration Platform. In: <i>Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2</i>. ACM; 2026. doi:<a href=\"https://doi.org/10.1145/3770855.3817515\">10.1145/3770855.3817515</a>","mla":"Meyer, Marcel, et al. “TS-Arena -- A Live Forecast Pre-Registration Platform.” <i>Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2</i>, ACM, 2026, doi:<a href=\"https://doi.org/10.1145/3770855.3817515\">10.1145/3770855.3817515</a>.","short":"M. Meyer, S.B. Kaltenpoth, H. Albers, K. Zalipski, O. Müller, in: Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2, ACM, 2026.","chicago":"Meyer, Marcel, Sascha Benjamin Kaltenpoth, Henrik Albers, Kevin Zalipski, and Oliver Müller. “TS-Arena -- A Live Forecast Pre-Registration Platform.” In <i>Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2</i>. ACM, 2026. <a href=\"https://doi.org/10.1145/3770855.3817515\">https://doi.org/10.1145/3770855.3817515</a>.","ieee":"M. Meyer, S. B. Kaltenpoth, H. Albers, K. Zalipski, and O. Müller, “TS-Arena -- A Live Forecast Pre-Registration Platform,” 2026, doi: <a href=\"https://doi.org/10.1145/3770855.3817515\">10.1145/3770855.3817515</a>.","apa":"Meyer, M., Kaltenpoth, S. B., Albers, H., Zalipski, K., &#38; Müller, O. (2026). TS-Arena -- A Live Forecast Pre-Registration Platform. <i>Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2</i>. <a href=\"https://doi.org/10.1145/3770855.3817515\">https://doi.org/10.1145/3770855.3817515</a>"},"project":[{"name":"DC2HEAT - Data Centre HEat Recovery with AI-Technologies","_id":"824"}],"date_created":"2026-09-01T09:46:25Z","type":"conference","department":[{"_id":"196"}]}]
