{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,14]],"date-time":"2026-04-14T16:03:14Z","timestamp":1776182594180,"version":"3.50.1"},"reference-count":113,"publisher":"MDPI AG","issue":"8","license":[{"start":{"date-parts":[[2024,8,2]],"date-time":"2024-08-02T00:00:00Z","timestamp":1722556800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"German Research Foundation (DFG)","award":["425412993"],"award-info":[{"award-number":["425412993"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Information"],"abstract":"<jats:p>Robots and smart technologies are becoming part of everyday life and private households. While this automation of mundane tasks typically creates pragmatic benefits (e.g., efficiency, accuracy, time savings), it may also come with psychological losses, such as in meaning, competence, or responsibility. Depending on the domain (e.g., AI-assisted surgery, automated decision making), especially the user\u2019s felt responsibility could have far-reaching consequences. The present research systematically explores such effects, building a more structured base for responsible automation in human\u2013computer interaction (HCI). Based on a framework of seven dimensions, study 1 (N = 122) evaluates users\u2019 reflections on automating five mundane tasks (e.g., gardening, paperwork) and identifies reasons for or against automation in different domains (e.g., creativity, care work, decision making). Study 2 (N = 57) provides deeper insights into effects of automation on responsibility perceptions. Based on the example of a vacuum cleaner robot, an experimental laboratory study contrasted a non-robotic manual vacuum cleaner to a robot, whereby the user\u2019s perceptions of device agency (higher for the robot) and own competence (higher for the manual device) were central mediators for the perceived responsibility for the result. We position our findings as part of a broader idea of responsible design and automation from a user-centered design perspective.<\/jats:p>","DOI":"10.3390\/info15080460","type":"journal-article","created":{"date-parts":[[2024,8,2]],"date-time":"2024-08-02T09:34:17Z","timestamp":1722591257000},"page":"460","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Responsible Automation: Exploring Potentials and Losses through Automation in Human\u2013Computer Interaction from a Psychological Perspective"],"prefix":"10.3390","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4347-5028","authenticated-orcid":false,"given":"Sarah","family":"Diefenbach","sequence":"first","affiliation":[{"name":"Department of Psychology, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, 80802 M\u00fcnchen, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-6337-6643","authenticated-orcid":false,"given":"Daniel","family":"Ullrich","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, 80337 M\u00fcnchen, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tim","family":"Lindermayer","sequence":"additional","affiliation":[{"name":"Department of Psychology, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, 80802 M\u00fcnchen, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kaja-Lena","family":"Isaksen","sequence":"additional","affiliation":[{"name":"School of Business, University of South-Eastern Norway, 3679 Notodden, Norway"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2024,8,2]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"99","DOI":"10.1016\/j.ijhcs.2019.05.006","article-title":"History and future of human-automation interaction","volume":"131","author":"Janssen","year":"2019","journal-title":"Int. J. Hum. Comput. Stud."},{"key":"ref_2","unstructured":"Heuzeroth, T. (2023, September 26). Smarthome: Deutsche Haben Angst vor Einem Intelligenten Zuhause. Available online: https:\/\/www.welt.de\/wirtschaft\/webwelt\/article205369107\/Smarthome-Deutsche-haben-Angst-vor-einem-intelligenten-Zuhause.html.71."},{"key":"ref_3","unstructured":"Wright, J. (2023). Inside Japan\u2019s long experiment in automating elder care. MIT Technol. Rev., Available online: https:\/\/www.technologyreview.com\/2023\/01\/09\/1065135\/japan-automating-eldercare-robots\/."},{"key":"ref_4","unstructured":"Gardena (2024, January 12). Advertising of the Robot Lawn Mower GARDENA SILENO life. Available online: https:\/\/www.media-gardena.com\/news-der-countdown-laeuft?id=78619&menueid=17190&l=deutschland&tab=1."},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Hassenzahl, M., and Klapperich, H. (2014, January 26\u201330). Convenient, clean, and efficient?. Proceedings of the NordiCHI \u201814: The 8th Nordic Conference on Human-Computer Interaction, Helsinki, Finland.","DOI":"10.1145\/2639189.2639248"},{"key":"ref_6","unstructured":"Kullmann, M., Ehlers, J., Hornecker, E., and Chuang, L.L. (2023, January 23). Can Asynchronous Kinetic Cues of Physical Controls Improve (Home) Automation?. Proceedings of the CHI 2023 AutomationXP23 Workshop: Intervening, Teaming, Delegating. Creating Engaging Automation Experiences, Hamburg, Germany. Available online: https:\/\/ceur-ws.org\/Vol-3394\/short10.pdf."},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Fr\u00f6hlich, P., Mirnig, A., Zafari, S., and Baldauf, M. (2023, January 23). The Human in the Loop in Automated Production Processes: Terminology, Aspects and Current Challenges in HCI Research. Proceedings of the CHI 2023 AutomationXP23 Workshop: Intervening, Teaming, Delegating. Creating Engaging Automation Experiences, Hamburg, Germany. Available online: https:\/\/ceur-ws.org\/Vol-3394\/short14.pdf.","DOI":"10.1145\/3544549.3573799"},{"key":"ref_8","unstructured":"Sadeghian, S., and Hassenzahl, M. (2023, January 23). On Autonomy and Meaning in Human-Automation Interaction. Proceedings of the CHI 2023 AutomationXP23 Workshop: Intervening, Teaming, Delegating. Creating Engaging Automation Experiences, Hamburg, Germany. Available online: https:\/\/ceur-ws.org\/Vol-3394\/short6.pdf."},{"key":"ref_9","unstructured":"Semuels, A. (2024, April 11). Millions of Americans Have Lost Jobs in the Pandemic\u2014And Robots and AI Are Replacing Them Faster Than Ever, Time, Available online: https:\/\/time.com\/5876604\/machines-jobs-coronavirus\/."},{"key":"ref_10","unstructured":"Willcocks, L. (2024, April 11). No, Robots Aren\u2019t Destroying Half of All Jobs. The London School of Economics and Political Science. Available online: https:\/\/www.lse.ac.uk\/study-at-lse\/online-learning\/insights\/no-robots-arent-destroying-half-of-all-jobs."},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Fr\u00f6hlich, P., Baldauf, M., Palanque, P., Roto, V., Patern\u00f2, F., Ju, W., and Tscheligi, M. (2023, January 23\u201329). Intervening, Teaming, Delegating: Creating Engaging Automation Experiences. Proceedings of the CHI \u201923: CHI Conference on Human Factors in Computing Systems, Hamburg, Germany.","DOI":"10.1145\/3544549.3573799"},{"key":"ref_12","unstructured":"Mirnig, A.G. (2023, January 23). Interacting with automated vehicles and why less might be more. Proceedings of the CHI 2023 AutomationXP23 Workshop: Intervening, Teaming, Delegating. Creating Engaging Automation Experiences, Hamburg, Germany. Available online: https:\/\/ceur-ws.org\/Vol-3394\/short18.pdf."},{"key":"ref_13","unstructured":"Stampf, A., and Rukzio, E. (2023, January 23). Addressing Passenger-Vehicle Conflicts: Challenges and Research Directions. Proceedings of the CHI 2023 AutomationXP23 Workshop: Intervening, Teaming, Delegating. Creating Engaging Automation Experiences, Hamburg, Germany. Available online: https:\/\/ceur-ws.org\/Vol-3394\/short15.pdf."},{"key":"ref_14","unstructured":"M\u00fcller, S., Baldauf, M., and Fr\u00f6hlich, P. (2023, January 23). AI-Assisted Document Tagging\u2014Exploring Adaptation Effects among Domain Experts. Proceedings of the CHI 2023 AutomationXP23 Workshop: Intervening, Teaming, Delegating. Creating Engaging Automation Experiences, Hamburg, Germany. Available online: https:\/\/ceur-ws.org\/Vol-3394\/short12.pdf."},{"key":"ref_15","unstructured":"Sengupta, S., and McNeese, N.J. (2023, January 23). Synthetic Authority: Speculating the Future of Leadership in the Age of Human-Autonomy Teams. Proceedings of the CHI 2023 AutomationXP23 Workshop: Intervening, Teaming, Delegating. Creating Engaging Automation Experiences, Hamburg, Germany. Available online: https:\/\/ceur-ws.org\/Vol-3394\/short13.pdf."},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Schneiders, E., Kanstrup, A.M., Kjeldskov, J., and Skov, M.B. (2021, January 8\u201313). Domestic Robots and the Dream of Automation: Understanding Human Interaction and Intervention. Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems, Online.","DOI":"10.1145\/3411764.3445629"},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Mennicken, S., Vermeulen, J., and Huang, E.M. (2014, January 13\u201317). From today\u2019s augmented houses to tomorrow\u2019s smart homes. Proceedings of the 2014 ACM Conference on Ubiquitous Computing, Seattle, WA, USA.","DOI":"10.1145\/2632048.2636076"},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Bittner, B., Aslan, I., Dang, C.T., and Andr\u00e9, E. (2019, January 17\u201320). Of Smarthomes, IoT Plants, and Implicit Interaction Design. Proceedings of the TEI \u201819: Thirteenth International Conference on Tangible, Embedded, and Embodied Interaction, Tempe, AZ, USA.","DOI":"10.1145\/3294109.3295618"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"833","DOI":"10.1007\/s12369-020-00666-5","article-title":"A Taxonomy to Structure and Analyze Human\u2013Robot Interaction","volume":"13","author":"Onnasch","year":"2020","journal-title":"Int. J. Soc. Robot."},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Hegel, F., Muhl, C., Wrede, B., Hielscher-Fastabend, M., and Sagerer, G. (2009, January 1\u20137). Understanding Social Robots. Proceedings of the 2009 Second International Conferences on Advances in Computer-Human Interactions (ACHI), Cancun, Mexico.","DOI":"10.1109\/ACHI.2009.51"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"74","DOI":"10.5898\/JHRI.3.2.Beer","article-title":"Toward a Framework for Levels of Robot Autonomy in Human-Robot Interaction","volume":"3","author":"Beer","year":"2014","journal-title":"J. Hum.-Robot Interact."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1007\/s10676-013-9335-0","article-title":"Negotiating autonomy and responsibility in military robots","volume":"16","author":"Noorman","year":"2014","journal-title":"Ethics Inf. Technol."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"847","DOI":"10.1111\/mila.12399","article-title":"Perceiving agency","volume":"38","author":"Westfall","year":"2022","journal-title":"Mind Lang."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"325","DOI":"10.1037\/0022-3514.80.2.325","article-title":"What is satisfying about satisfying events? Testing 10 candidate psychological needs","volume":"80","author":"Sheldon","year":"2001","journal-title":"J. Pers. Soc. Psychol."},{"key":"ref_25","unstructured":"Frankl, V.E. (1984). Man\u2019s Search for Meaning, Simon and Schuster."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"655","DOI":"10.1177\/1059601112461578","article-title":"Measuring the meaning of meaningful work: Development and validation of the Comprehensive Meaningful Work Scale (CMWS)","volume":"37","author":"Wright","year":"2012","journal-title":"Group Organ. Manag."},{"key":"ref_27","doi-asserted-by":"crossref","unstructured":"Samek, W., Montavon, G., Vedaldi, A., Hansen, L.K., and M\u00fcller, K.R. (2019). Towards explainable artificial intelligence. Explainable AI: Interpreting, Explaining and Visualizing Deep Learning, Springer.","DOI":"10.1007\/978-3-030-28954-6"},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Xu, F., Uszkoreit, H., Du, Y., Fan, W., Zhao, D., and Zhu, J. (2019). Explainable AI: A brief survey on history, research areas, approaches and challenges. CCF International Conference on Natural Language Processing and Chinese Computing, Springer.","DOI":"10.1007\/978-3-030-32236-6_51"},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"Chen, J.Y.C., Boyce, M., Wright, J., and Barnes, M. (2014). Situation Awareness-Based Agent Transparency, Defense Technical Information Center.","DOI":"10.21236\/ADA600351"},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Liao, Q.V., Gruen, D., and Miller, S. (2020, January 25\u201330). Questioning the AI: Informing Design Practices for Explainable AI User Experiences. Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems, Honolulu, HI, USA.","DOI":"10.1145\/3313831.3376590"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"42200","DOI":"10.1109\/ACCESS.2020.2976199","article-title":"Explainable Machine Learning for Scientific Insights and Discoveries","volume":"8","author":"Roscher","year":"2020","journal-title":"IEEE Access"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"102061","DOI":"10.1016\/j.ijinfomgt.2019.102061","article-title":"Beyond user experience: What constitutes algorithmic experiences?","volume":"52","author":"Shin","year":"2020","journal-title":"Int. J. Inf. Manag."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"1390","DOI":"10.1080\/10447318.2022.2101698","article-title":"Explainable Artificial Intelligence: Evaluating the Objective and Subjective Impacts of xAI on Human-Agent Interaction","volume":"39","author":"Silva","year":"2023","journal-title":"Int. J. Hum. Comput. Interact."},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Ehsan, U., Liao, Q.V., Muller, M., Riedl, M.O., and Weisz, J.D. (2021, January 8\u201313). Expanding Explainability: Towards Social Transparency in AI systems. Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems, Yokohama, Japan.","DOI":"10.1145\/3411764.3445188"},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Berber, A., and Sre\u0107kovi\u0107, S. (2023). When something goes wrong: Who is responsible for errors in ML decision-making?. AI Soc.","DOI":"10.1007\/s00146-023-01640-1"},{"key":"ref_36","unstructured":"Chromik, M., Eiband, M., V\u00f6lkel, S.T., and Buschek, D. (2019, January 20). Dark Patterns of Explainability, Transparency, and User Control for Intelligent Systems. Proceedings of the IUI Workshops, Los Angeles, CA, USA."},{"key":"ref_37","doi-asserted-by":"crossref","unstructured":"Deci, E., and Ryan, R.M. (1985). Intrinsic Motivation and Self-Determination in Human Behavior, Springer Science & Business Media.","DOI":"10.1007\/978-1-4899-2271-7"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"133","DOI":"10.2307\/1420824","article-title":"A Theory of Psychological Reactance","volume":"81","author":"Torrance","year":"1968","journal-title":"Am. J. Psychol."},{"key":"ref_39","first-page":"205","article-title":"Understanding Psychological Reactance","volume":"223","author":"Steindl","year":"2015","journal-title":"Z. Psychol. Psychol."},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Fotiadis, A., Abdulrahman, K., and Spyridou, A. (2019). The Mediating Roles of Psychological Autonomy, Competence and Relatedness on Work-Life Balance and Well-Being. Front. Psychol., 10.","DOI":"10.3389\/fpsyg.2019.01267"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1007\/s10676-016-9400-6","article-title":"AI assisted ethics","volume":"18","author":"Etzioni","year":"2016","journal-title":"Ethics Inf. Technol."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"595","DOI":"10.1007\/s11023-021-09579-2","article-title":"Robot Autonomy vs. Human Autonomy: Social Robots, Artificial Intelligence (AI), and the Nature of Autonomy","volume":"31","author":"Formosa","year":"2021","journal-title":"Minds Mach."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"1201","DOI":"10.1007\/s11948-017-9943-x","article-title":"Attributing Agency to Automated Systems: Reflections on Human\u2013Robot Collaborations and Responsibility-Loci","volume":"24","author":"Nyholm","year":"2017","journal-title":"Sci. Eng. Ethics"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"7989","DOI":"10.1109\/LRA.2021.3100603","article-title":"Autonomy in Physical Human-Robot Interaction: A Brief Survey","volume":"6","author":"Selvaggio","year":"2021","journal-title":"IEEE Robot. Autom. Lett."},{"key":"ref_45","first-page":"74","article-title":"Rise of Machine Agency: A Framework for Studying the Psychology of Human\u2013AI Interaction (HAII)","volume":"25","author":"Sundar","year":"2020","journal-title":"J. Comput. Commun."},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Pickering, J.B., Engen, V., and Walland, P. (2017). The Interplay Between Human and Machine Agency. Human-Computer Interaction. User Interface Design, Development and Multimodality, Springer International Publishing.","DOI":"10.1007\/978-3-319-58071-5_4"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"101441","DOI":"10.1016\/j.learninstruc.2020.101441","article-title":"Linking teacher self-efficacy and responsibility with teachers\u2019 self-reported and student-reported motivating styles and student engagement","volume":"76","author":"Lauermann","year":"2021","journal-title":"Learn. Instr."},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Laitinen, A., and Sahlgren, O. (2021). AI Systems and Respect for Human Autonomy. Front. Artif. Intell., 4.","DOI":"10.3389\/frai.2021.705164"},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Jia, H., Wu, M., Jung, E., Shapiro, A., and Sundar, S.S. (2012, January 5\u20138). Balancing human agency and object agency. Proceedings of the 2012 ACM Conference on Ubiquitous Computing, Pittsburgh, PA, USA.","DOI":"10.1145\/2370216.2370470"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"93","DOI":"10.1016\/j.newideapsych.2017.11.001","article-title":"When robots appear to have a mind: The human perception of machine agency and responsibility","volume":"54","author":"Haselager","year":"2019","journal-title":"New Ideas Psychol."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"113","DOI":"10.1016\/j.jesp.2014.01.005","article-title":"The mind in the machine: Anthropomorphism increases trust in an autonomous vehicle","volume":"52","author":"Waytz","year":"2014","journal-title":"J. Exp. Soc. Psychol."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1006\/ijhc.1998.0199","article-title":"Are computers scapegoats? Attributions of responsibility in human\u2013computer interaction","volume":"49","author":"Moon","year":"1998","journal-title":"Int. J. Hum. Comput. Stud."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1007\/s10676-004-3422-1","article-title":"The responsibility gap: Ascribing responsibility for the actions of learning automata","volume":"6","author":"Matthias","year":"2004","journal-title":"Ethics Inf. Technol."},{"key":"ref_54","unstructured":"Lin, P., Abney, K., and Bekey, G.A. (2011). Asaro, P.M. A Body to Kick, but Still No Soul to Damn: Legal Perspectives on Robotics. Robot Ethics. The Ethical and Social Implications of Robotics, MIT Press."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1007\/s11948-023-00449-x","article-title":"A Comparative Defense of Self-initiated Prospective Moral Answerability for Autonomous Robot harm","volume":"29","author":"Champagne","year":"2023","journal-title":"Sci. Eng. Ethics"},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"2051","DOI":"10.1007\/s11948-019-00146-8","article-title":"Artificial Intelligence, Responsibility Attribution, and a Relational Justification of Explainability","volume":"26","author":"Coeckelbergh","year":"2019","journal-title":"Sci. Eng. Ethics"},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"307","DOI":"10.1007\/s10676-017-9428-2","article-title":"Mind the gap: Responsible robotics and the problem of responsibility","volume":"22","author":"Gunkel","year":"2020","journal-title":"Ethics Inf. Technol."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1038\/s42256-019-0136-y","article-title":"Towards ethical and socio-legal governance in AI","volume":"2","author":"Theodorou","year":"2020","journal-title":"Nat. Mach. Intell."},{"key":"ref_59","unstructured":"Vandenhof, C., and Law, E. (2019, January 13\u201317). Contradict the Machine: A Hybrid Approach to Identifying Unknown Unknowns. Proceedings of the 18th International Conference on Autonomous Agents and Multi Agent Systems, Montreal, QC, Canada."},{"key":"ref_60","unstructured":"Grosse-Hering, B., Mason, J., Aliakseyeu, D., Bakker, C., and Desmet, P. (May, January 27). Slow design for meaningful interactions. Proceedings of the CHI \u201813: CHI Conference on Human Factors in Computing Systems, Paris, France."},{"key":"ref_61","unstructured":"Strauss, C.F., and Fuad-Luke, A. (2008, January 10\u201312). The slow design principles: A new interrogative and reflexive tool for design research and practice. Proceedings of the Changing the Change: Design Visions, Proposals and Tools, Turin, Italy."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"151","DOI":"10.1080\/17439760.2016.1163405","article-title":"Designing for well-being: A case study of keeping small secrets","volume":"12","author":"Diefenbach","year":"2016","journal-title":"J. Posit. Psychol."},{"key":"ref_63","doi-asserted-by":"crossref","unstructured":"Lenz, E., Diefenbach, S., and Hassenzahl, M. (2014, January 26\u201330). Aesthetics of interaction. Proceedings of the 8th Nordic Conference on Human-Computer Interaction, Helsinki, Finland.","DOI":"10.1145\/2639189.2639198"},{"key":"ref_64","doi-asserted-by":"crossref","unstructured":"Lenz, E., Hassenzahl, M., and Diefenbach, S. (2019, January 4\u20139). How Performing an Activity Makes Meaning. Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems, Scotland, UK.","DOI":"10.1145\/3290607.3312881"},{"key":"ref_65","doi-asserted-by":"crossref","unstructured":"Jordan, P.W., Thomas, B., Weerdmeester, B.A., and McClelland, A.L. (1996). SUS: A \u201cquick and dirty\u201d usability scale. Usability Evaluation in Industry, Taylor and Francis.","DOI":"10.1201\/9781498710411"},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1038\/s41746-021-00385-9","article-title":"Do as AI say: Susceptibility in deployment of clinical decision-aids","volume":"4","author":"Gaube","year":"2021","journal-title":"NPJ Digit. Med."},{"key":"ref_67","doi-asserted-by":"crossref","unstructured":"Cai, M.Y., Lin, Y., and Zhang, W.J. (2016, January 28\u201330). Study of the optimal number of rating bars in the likert scale. Proceedings of the iiWAS \u201816: 18th International Conference on Information Integration and Web-Based Applications and Services, Singapore.","DOI":"10.1145\/3011141.3011213"},{"key":"ref_68","first-page":"104","article-title":"Response interpolation and scale sensitivity: Evidence against 5-point scales","volume":"5","author":"Finstad","year":"2010","journal-title":"J. Usability Stud."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"286","DOI":"10.1109\/3468.844354","article-title":"A model for types and levels of human interaction with automation","volume":"30","author":"Parasuraman","year":"2000","journal-title":"IEEE Trans. Syst. Man Cybern. Part A Syst. Hum."},{"key":"ref_70","doi-asserted-by":"crossref","unstructured":"Carnovalini, F., and Rod\u00e0, A. (2020). Computational Creativity and Music Generation Systems: An Introduction to the State of the Art. Front. Artif. Intell., 3.","DOI":"10.3389\/frai.2020.00014"},{"key":"ref_71","first-page":"1","article-title":"Automating Creativity","volume":"5","author":"Taffel","year":"2019","journal-title":"Spheres J. Digit. Cult."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1145\/3610529","article-title":"Is AI Going to Replace Creative Professionals?","volume":"30","author":"Joshi","year":"2023","journal-title":"Interactions"},{"key":"ref_73","doi-asserted-by":"crossref","unstructured":"Inie, N., Falk, J., and Tanimoto, S. (2023, January 23\u201328). Designing Participatory AI: Creative Professionals\u2019 Worries and Expectations about Generative AI. Proceedings of the CHI EA \u201823: Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems, Hamburg, Germany.","DOI":"10.1145\/3544549.3585657"},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1080\/1047840X.2012.651387","article-title":"Mind Perception Is the Essence of Morality","volume":"23","author":"Gray","year":"2012","journal-title":"Psychol. Inq."},{"key":"ref_75","doi-asserted-by":"crossref","unstructured":"Neuhaus, R., Ringfort-Felner, R., D\u00f6rrenb\u00e4cher, J., and Hassenzahl, M. (2022). How to Design Robots with Superpowers. Meaningful Futures with Robots\u2014Designing a New Coexistence, CRC.","DOI":"10.1201\/9781003287445-3"},{"key":"ref_76","unstructured":"Thomas, J. (2019). Autonomy, Social Agency, and the Integration of Human and Robot Environments, Simon Fraser University."},{"key":"ref_77","doi-asserted-by":"crossref","unstructured":"Jackson, R.B., and Williams, T. (2021). A Theory of Social Agency for Human-Robot Interaction. Front. Robot. AI, 8.","DOI":"10.3389\/frobt.2021.687726"},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"268","DOI":"10.1007\/s11031-011-9250-9","article-title":"The importance of perceived autonomy support for the psychological health and work satisfaction of health professionals: Not only supervisors count, colleagues too!","volume":"36","author":"Moreau","year":"2011","journal-title":"Motiv. Emot."},{"key":"ref_79","first-page":"2","article-title":"Probabilistic Human Intent Recognition for Shared Autonomy in Assistive Robotics","volume":"9","author":"Jain","year":"2019","journal-title":"ACM Trans. Hum. Robot Interact."},{"key":"ref_80","unstructured":"Hayes, A.F. (2022). Introduction to Mediation, Moderation, and Conditional Process Analysis: A Regression-Based Approach, The Guilford Press. [3rd ed.]."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1016\/j.chb.2019.06.012","article-title":"Racism, responsibility and autonomy in HCI: Testing perceptions of an AI agent","volume":"100","author":"Hong","year":"2019","journal-title":"Comput. Hum. Behav."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"1641","DOI":"10.1007\/s10902-019-00149-z","article-title":"Thieves of Flow: How Unfinished Tasks at Work are Related to Flow Experience and Wellbeing","volume":"21","author":"Peifer","year":"2019","journal-title":"J. Happiness Stud."},{"key":"ref_83","doi-asserted-by":"crossref","unstructured":"Larsen, S.B., and Bardram, J.E. (2008, January 5\u201310). Competence articulation. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, Florence, Italy.","DOI":"10.1145\/1357054.1357144"},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"763","DOI":"10.1007\/s00779-020-01452-w","article-title":"Designing everyday automation with well-being in mind","volume":"24","author":"Klapperich","year":"2020","journal-title":"Pers. Ubiquitous Comput."},{"key":"ref_85","unstructured":"Dyson (2023, September 26). Dyson V15. Available online: https:\/\/www.dyson.de\/staubsauger\/kabellos\/v15\/absolute-gelb-nickel."},{"key":"ref_86","unstructured":"Dreame (2023, September 26). DreameBot L10 Ultra. Available online: https:\/\/global.dreametech.com\/products\/dreamebot-l10-ultra."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1086\/506302","article-title":"When Choosing Is Not Deciding: The Effect of Perceived Responsibility on Satisfaction","volume":"33","author":"Botti","year":"2006","journal-title":"J. Consum. Res."},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"204","DOI":"10.1111\/1540-5885.2003003","article-title":"\u201cHoney, Have You Seen Our Hamster?\u201d Consumer Evaluations of Autonomous Domestic Products","volume":"20","author":"Rijsdijk","year":"2003","journal-title":"J. Prod. Innov. Manag."},{"key":"ref_89","doi-asserted-by":"crossref","unstructured":"Diefenbach, S., and Hassenzahl, M. (2017). Psychologie in der nutzerzentrierten Produktgestaltung, Springer Nature.","DOI":"10.1007\/978-3-662-53026-9"},{"key":"ref_90","first-page":"8","article-title":"Reconstructing the Pupils Attitude Towards Technology-Survey","volume":"18","author":"Ardies","year":"2013","journal-title":"Des. Technol. Educ."},{"key":"ref_91","first-page":"159","article-title":"Qualitative content analysis. A companion to qualitative research","volume":"1","author":"Mayring","year":"2000","journal-title":"Forum Qual. Soc. Res."},{"key":"ref_92","unstructured":"Davidson, R., and MacKinnon, J.G. (1993). Estimation and Inference in Econometrics, Cambridge University Press."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"404","DOI":"10.1177\/1094670519842334","article-title":"Service Robots: Drivers of Perceived Responsibility for Service Outcomes","volume":"22","author":"Paluch","year":"2019","journal-title":"J. Serv. Res."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"379","DOI":"10.1037\/h0022520","article-title":"The relationship of task success to task liking and satisfaction","volume":"49","author":"Locke","year":"1965","journal-title":"J. Appl. Psychol."},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"490","DOI":"10.1037\/a0037127","article-title":"Unfinished tasks foster rumination and impair sleeping\u2014Particularly if leaders have high performance expectations","volume":"19","author":"Syrek","year":"2014","journal-title":"J. Occup. Health Psychol."},{"key":"ref_96","doi-asserted-by":"crossref","first-page":"225","DOI":"10.1037\/ocp0000031","article-title":"Zeigarnik\u2019s sleepless nights: How unfinished tasks at the end of the week impair employee sleep on the weekend through rumination","volume":"22","author":"Syrek","year":"2017","journal-title":"J. Occup. Health Psychol."},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"1095","DOI":"10.1037\/a0023937","article-title":"The relations of daily task accomplishment satisfaction with changes in affect: A multilevel study in nurses","volume":"96","author":"Gabriel","year":"2011","journal-title":"J. Appl. Psychol."},{"key":"ref_98","unstructured":"Specialized (2023, September 26). Learn to Ride Again. Available online: https:\/\/www.specialized.com\/cz\/en\/electric-bikes."},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1145\/3624698","article-title":"Designing for Uncertain Futures: An Anticipatory Approach","volume":"30","author":"Moesgen","year":"2023","journal-title":"Interactions"},{"key":"ref_100","doi-asserted-by":"crossref","first-page":"374","DOI":"10.1080\/08941920.2015.1054980","article-title":"The Futures Wheel: A Method for Exploring the Implications of Social\u2013Ecological Change","volume":"29","author":"Bengston","year":"2015","journal-title":"Soc. Nat. Resour."},{"key":"ref_101","unstructured":"Glenn, J.C., and Gordon, T.J. (2009). The Futures Wheel. Futures Research Methodology\u2014V3.0 (ch. 6), The Millennium project."},{"key":"ref_102","doi-asserted-by":"crossref","unstructured":"Epp, F.A., Moesgen, T., Salovaara, A., Pouta, E., and Gaziulusoy, I. (2022, January 13\u201317). Reinventing the Wheel: The Future Ripples Method for Activating Anticipatory Capacities in Innovation Teams. Proceedings of the 2022 ACM Designing Interactive Systems Conference (DIS \u201922), Virtual.","DOI":"10.1145\/3532106.3534570"},{"key":"ref_103","doi-asserted-by":"crossref","first-page":"781","DOI":"10.1007\/s11031-016-9578-2","article-title":"Performance, incentives, and needs for autonomy, competence, and relatedness: A meta-analysis","volume":"40","author":"Cerasoli","year":"2016","journal-title":"Motiv. Emot."},{"key":"ref_104","doi-asserted-by":"crossref","unstructured":"Welge, J., and Hassenzahl, M. (2016). Better Than Human: About the Psychological Superpowers of Robots. Social Robotics, Springer International Publishing.","DOI":"10.1007\/978-3-319-47437-3_97"},{"key":"ref_105","doi-asserted-by":"crossref","unstructured":"Ullrich, D., Butz, A., and Diefenbach, S. (2020). The Eternal Robot: Anchoring Effects in Humans\u2019 Mental Models of Robots and Their Self. Front. Robot. AI, 7.","DOI":"10.3389\/frobt.2020.546724"},{"key":"ref_106","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3439720","article-title":"A Taxonomy of Social Errors in Human-Robot Interaction","volume":"10","author":"Tian","year":"2021","journal-title":"ACM Trans. Hum. Robot Interact."},{"key":"ref_107","doi-asserted-by":"crossref","unstructured":"Collins, E.C. (2019). Drawing parallels in human\u2013other interactions: A trans-disciplinary approach to developing human\u2013robot interaction methodologies. Philos. Trans. R. Soc. B Biol. Sci., 374.","DOI":"10.1098\/rstb.2018.0433"},{"key":"ref_108","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1177\/0162243905285847","article-title":"Materializing morality: Design ethics and technological mediation","volume":"31","author":"Verbeek","year":"2006","journal-title":"Sci. Technol. Hum. Values"},{"key":"ref_109","doi-asserted-by":"crossref","unstructured":"Hassenzahl, M. (2010). Experience Design: Technology for All the Right Reasons, Morgan & Claypool Publishers.","DOI":"10.1007\/978-3-031-02191-6"},{"key":"ref_110","doi-asserted-by":"crossref","unstructured":"Van den Hoven, J., Vermaas, P., and van de Poel, I. (2015). Emotions in Design for Values. Handbook of Ethics, Values, and Technological Design, Springer.","DOI":"10.1007\/978-94-007-6970-0"},{"key":"ref_111","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3387166","article-title":"A Multidisciplinary Survey and Framework for Design and Evaluation of Explainable AI Systems","volume":"11","author":"Mohseni","year":"2021","journal-title":"ACM Trans. Interact. Intell. Syst."},{"key":"ref_112","unstructured":"Mullainathan, S., and Biased Algorithms are Easier to Fix than Biased People (2024, April 11). The New York Times, Available online: https:\/\/www.nytimes.com\/2019\/12\/06\/business\/algorithm-bias-fix.html."},{"key":"ref_113","doi-asserted-by":"crossref","first-page":"637","DOI":"10.1007\/s10551-022-05071-8","article-title":"Biased Humans, (Un)Biased Algorithms?","volume":"183","author":"Pethig","year":"2023","journal-title":"J. Bus. Ethics"}],"container-title":["Information"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2078-2489\/15\/8\/460\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T15:28:41Z","timestamp":1760110121000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2078-2489\/15\/8\/460"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,8,2]]},"references-count":113,"journal-issue":{"issue":"8","published-online":{"date-parts":[[2024,8]]}},"alternative-id":["info15080460"],"URL":"https:\/\/doi.org\/10.3390\/info15080460","relation":{},"ISSN":["2078-2489"],"issn-type":[{"value":"2078-2489","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,8,2]]}}}