[{"doi":"http://dx.doi.org/10.2139/ssrn.6201258","title":"Aggregation Processes in Customer Rating Systems - Insights from an Economic Decision Experiment","author":[{"id":"10311","full_name":"van Straaten, Dirk","last_name":"van Straaten","first_name":"Dirk"},{"id":"26032","full_name":"Mir Djawadi, Behnud","orcid":"0000-0002-6271-5912","last_name":"Mir Djawadi","first_name":"Behnud"},{"full_name":"Melnikov, Vitalik","id":"58747","last_name":"Melnikov","first_name":"Vitalik"},{"last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke","id":"48129","first_name":"Eyke"},{"last_name":"Fahr","full_name":"Fahr, René","id":"111","first_name":"René"}],"date_created":"2026-03-27T16:21:55Z","publisher":"Elsevier BV","date_updated":"2026-03-27T21:55:03Z","citation":{"ieee":"D. van Straaten, B. Mir Djawadi, V. Melnikov, E. Hüllermeier, and R. Fahr, “Aggregation Processes in Customer Rating Systems - Insights from an Economic Decision Experiment,” <i>SSRN Electronic Journal</i>, 2026, doi: <a href=\"http://dx.doi.org/10.2139/ssrn.6201258\">http://dx.doi.org/10.2139/ssrn.6201258</a>.","chicago":"Straaten, Dirk van, Behnud Mir Djawadi, Vitalik Melnikov, Eyke Hüllermeier, and René Fahr. “Aggregation Processes in Customer Rating Systems - Insights from an Economic Decision Experiment.” <i>SSRN Electronic Journal</i>, 2026. <a href=\"http://dx.doi.org/10.2139/ssrn.6201258\">http://dx.doi.org/10.2139/ssrn.6201258</a>.","ama":"van Straaten D, Mir Djawadi B, Melnikov V, Hüllermeier E, Fahr R. Aggregation Processes in Customer Rating Systems - Insights from an Economic Decision Experiment. <i>SSRN Electronic Journal</i>. Published online 2026. doi:<a href=\"http://dx.doi.org/10.2139/ssrn.6201258\">http://dx.doi.org/10.2139/ssrn.6201258</a>","short":"D. van Straaten, B. Mir Djawadi, V. Melnikov, E. Hüllermeier, R. Fahr, SSRN Electronic Journal (2026).","bibtex":"@article{van Straaten_Mir Djawadi_Melnikov_Hüllermeier_Fahr_2026, title={Aggregation Processes in Customer Rating Systems - Insights from an Economic Decision Experiment}, DOI={<a href=\"http://dx.doi.org/10.2139/ssrn.6201258\">http://dx.doi.org/10.2139/ssrn.6201258</a>}, journal={SSRN Electronic Journal}, publisher={Elsevier BV}, author={van Straaten, Dirk and Mir Djawadi, Behnud and Melnikov, Vitalik and Hüllermeier, Eyke and Fahr, René}, year={2026} }","mla":"van Straaten, Dirk, et al. “Aggregation Processes in Customer Rating Systems - Insights from an Economic Decision Experiment.” <i>SSRN Electronic Journal</i>, Elsevier BV, 2026, doi:<a href=\"http://dx.doi.org/10.2139/ssrn.6201258\">http://dx.doi.org/10.2139/ssrn.6201258</a>.","apa":"van Straaten, D., Mir Djawadi, B., Melnikov, V., Hüllermeier, E., &#38; Fahr, R. (2026). Aggregation Processes in Customer Rating Systems - Insights from an Economic Decision Experiment. <i>SSRN Electronic Journal</i>. <a href=\"http://dx.doi.org/10.2139/ssrn.6201258\">http://dx.doi.org/10.2139/ssrn.6201258</a>"},"year":"2026","publication_status":"published","language":[{"iso":"eng"}],"department":[{"_id":"179"}],"user_id":"26032","_id":"65182","status":"public","abstract":[{"lang":"eng","text":"<jats:p>The aggregation of rating metrics in reputation systems is crucial for mitigating information overload by condensing customer rating distributions into singular valence scores. While platforms typically employ technical aggregation functions, such as the arithmetic mean to capture product quality, it remains unclear whether these functions align with customers' innate aggregation patterns. To address this knowledge gap, we designed a controlled economic decision experiment to elicit customers' aggregation principles by analyzing their product ranking decisions and contrasting these with various reference functions. Our findings indicate that, on average, customers aggregate rating information in accordance with the arithmetic mean. However, a granular analysis at the individual level reveals significant heterogeneity in aggregation behavior, with a substantial cluster exhibiting binary patterns that focus equally on negative (1-2 star) and positive (4-5 star) ratings. Additional clusters concentrate on negative feedback, particularly 1-star ratings or 1-2 star ratings collectively. Notably, these inherent aggregation patterns exhibit stability across variations in numerical information presentation and are not significantly influenced by individual characteristics, such as online shopping experience, risk attitudes, or demographics. These findings suggest that while the arithmetic mean captures average consumer behavior, platforms could benefit from offering customizable aggregation options to better cater to diverse user preferences for processing rating distributions. By doing so, platforms can enhance the effectiveness of their reputation systems and improve the overall quality of decision-making for consumers.</jats:p>"}],"publication":"SSRN Electronic Journal","type":"journal_article"},{"citation":{"mla":"Abbink, Klaus, and Behnud Mir Djawadi. “Migration and Long-Term Demographic Change: Can We Control the Numbers?” <i>SSRN Electronic Journal</i>, Elsevier BV, 2026, doi:<a href=\"http://dx.doi.org/10.2139/ssrn.6343618\">http://dx.doi.org/10.2139/ssrn.6343618</a>.","bibtex":"@article{Abbink_Mir Djawadi_2026, title={Migration and Long-Term Demographic Change: Can We Control the Numbers?}, DOI={<a href=\"http://dx.doi.org/10.2139/ssrn.6343618\">http://dx.doi.org/10.2139/ssrn.6343618</a>}, journal={SSRN Electronic Journal}, publisher={Elsevier BV}, author={Abbink, Klaus and Mir Djawadi, Behnud}, year={2026} }","short":"K. Abbink, B. Mir Djawadi, SSRN Electronic Journal (2026).","apa":"Abbink, K., &#38; Mir Djawadi, B. (2026). Migration and Long-Term Demographic Change: Can We Control the Numbers? <i>SSRN Electronic Journal</i>. <a href=\"http://dx.doi.org/10.2139/ssrn.6343618\">http://dx.doi.org/10.2139/ssrn.6343618</a>","ama":"Abbink K, Mir Djawadi B. Migration and Long-Term Demographic Change: Can We Control the Numbers? <i>SSRN Electronic Journal</i>. Published online 2026. doi:<a href=\"http://dx.doi.org/10.2139/ssrn.6343618\">http://dx.doi.org/10.2139/ssrn.6343618</a>","ieee":"K. Abbink and B. Mir Djawadi, “Migration and Long-Term Demographic Change: Can We Control the Numbers?,” <i>SSRN Electronic Journal</i>, 2026, doi: <a href=\"http://dx.doi.org/10.2139/ssrn.6343618\">http://dx.doi.org/10.2139/ssrn.6343618</a>.","chicago":"Abbink, Klaus, and Behnud Mir Djawadi. “Migration and Long-Term Demographic Change: Can We Control the Numbers?” <i>SSRN Electronic Journal</i>, 2026. <a href=\"http://dx.doi.org/10.2139/ssrn.6343618\">http://dx.doi.org/10.2139/ssrn.6343618</a>."},"year":"2026","publication_status":"published","doi":"http://dx.doi.org/10.2139/ssrn.6343618","title":"Migration and Long-Term Demographic Change: Can We Control the Numbers?","date_created":"2026-03-27T16:21:06Z","author":[{"first_name":"Klaus","last_name":"Abbink","full_name":"Abbink, Klaus"},{"orcid":"0000-0002-6271-5912","last_name":"Mir Djawadi","full_name":"Mir Djawadi, Behnud","id":"26032","first_name":"Behnud"}],"date_updated":"2026-03-27T21:39:58Z","publisher":"Elsevier BV","status":"public","abstract":[{"text":"<jats:p>In many Western societies, mass immigration has been one of the most divisive policy issues in recent years. Seemingly moderate inflows of migrants can have substantial demographic consequences in the long run, due to (1) higher fertility of the migrant population, (2) its younger age distribution, and (3) the possibility of family reunification. Yet, demography hardly appears in the policy debate, even in media outlets that are critical of mass immigration. This may indicate that the mechanics of population dynamics are not widely understood. We design a laboratory experiment in which we confront subjects with 30 different migration scenarios. Subjects have to decide when to stop a given inflow of migrants to achieve a target share of migrants after 60 years. In line with all our pre-registered hypotheses, in scenarios that contain elements of usual mass immigration the growth of the migrant population is systematically underestimated. This bias is even stronger in scenarios that closely resemble the German situation since the opening of the borders during the 2015 refugee crisis.</jats:p>","lang":"eng"}],"publication":"SSRN Electronic Journal","type":"journal_article","language":[{"iso":"eng"}],"department":[{"_id":"179"}],"user_id":"26032","_id":"65181"},{"publisher":"Elsevier BV","date_updated":"2026-03-27T21:43:56Z","date_created":"2026-02-06T13:53:22Z","author":[{"first_name":"Behnud","id":"26032","full_name":"Mir Djawadi, Behnud","orcid":"0000-0002-6271-5912","last_name":"Mir Djawadi"}],"title":"Dishonesty of Parents and Children – Evidence from a Field Experiment","doi":"http://dx.doi.org/10.2139/ssrn.6121987","publication_status":"published","year":"2026","citation":{"apa":"Mir Djawadi, B. (2026). Dishonesty of Parents and Children – Evidence from a Field Experiment. <i>SSRN Electronic Journal</i>. <a href=\"http://dx.doi.org/10.2139/ssrn.6121987\">http://dx.doi.org/10.2139/ssrn.6121987</a>","bibtex":"@article{Mir Djawadi_2026, title={Dishonesty of Parents and Children – Evidence from a Field Experiment}, DOI={<a href=\"http://dx.doi.org/10.2139/ssrn.6121987\">http://dx.doi.org/10.2139/ssrn.6121987</a>}, journal={SSRN Electronic Journal}, publisher={Elsevier BV}, author={Mir Djawadi, Behnud}, year={2026} }","short":"B. Mir Djawadi, SSRN Electronic Journal (2026).","mla":"Mir Djawadi, Behnud. “Dishonesty of Parents and Children – Evidence from a Field Experiment.” <i>SSRN Electronic Journal</i>, Elsevier BV, 2026, doi:<a href=\"http://dx.doi.org/10.2139/ssrn.6121987\">http://dx.doi.org/10.2139/ssrn.6121987</a>.","ama":"Mir Djawadi B. Dishonesty of Parents and Children – Evidence from a Field Experiment. <i>SSRN Electronic Journal</i>. Published online 2026. doi:<a href=\"http://dx.doi.org/10.2139/ssrn.6121987\">http://dx.doi.org/10.2139/ssrn.6121987</a>","chicago":"Mir Djawadi, Behnud. “Dishonesty of Parents and Children – Evidence from a Field Experiment.” <i>SSRN Electronic Journal</i>, 2026. <a href=\"http://dx.doi.org/10.2139/ssrn.6121987\">http://dx.doi.org/10.2139/ssrn.6121987</a>.","ieee":"B. Mir Djawadi, “Dishonesty of Parents and Children – Evidence from a Field Experiment,” <i>SSRN Electronic Journal</i>, 2026, doi: <a href=\"http://dx.doi.org/10.2139/ssrn.6121987\">http://dx.doi.org/10.2139/ssrn.6121987</a>."},"_id":"63910","department":[{"_id":"179"}],"user_id":"26032","language":[{"iso":"eng"}],"publication":"SSRN Electronic Journal","type":"journal_article","status":"public"},{"language":[{"iso":"eng"}],"_id":"63585","user_id":"102525","department":[{"_id":"733"}],"status":"public","type":"conference","publication":"2025 AMA Winter Academic Conference Proceedings","title":"Responsible Loyalty Programs: How Redemptions for a Cause Impact Customer Loyalty","date_updated":"2026-01-13T09:47:17Z","author":[{"last_name":"Alberternst","full_name":"Alberternst, Benedikt","first_name":"Benedikt"},{"first_name":"Lena","last_name":"Steinhoff","full_name":"Steinhoff, Lena","id":"4336"},{"full_name":"Woisetschläger, David M","last_name":"Woisetschläger","first_name":"David M"}],"date_created":"2026-01-13T09:47:03Z","year":"2025","place":"Phoenix","citation":{"apa":"Alberternst, B., Steinhoff, L., &#38; Woisetschläger, D. M. (2025). Responsible Loyalty Programs: How Redemptions for a Cause Impact Customer Loyalty. <i>2025 AMA Winter Academic Conference Proceedings</i>.","bibtex":"@inproceedings{Alberternst_Steinhoff_Woisetschläger_2025, place={Phoenix}, title={Responsible Loyalty Programs: How Redemptions for a Cause Impact Customer Loyalty}, booktitle={2025 AMA Winter Academic Conference Proceedings}, author={Alberternst, Benedikt and Steinhoff, Lena and Woisetschläger, David M}, year={2025} }","mla":"Alberternst, Benedikt, et al. “Responsible Loyalty Programs: How Redemptions for a Cause Impact Customer Loyalty.” <i>2025 AMA Winter Academic Conference Proceedings</i>, 2025.","short":"B. Alberternst, L. Steinhoff, D.M. Woisetschläger, in: 2025 AMA Winter Academic Conference Proceedings, Phoenix, 2025.","ieee":"B. Alberternst, L. Steinhoff, and D. M. Woisetschläger, “Responsible Loyalty Programs: How Redemptions for a Cause Impact Customer Loyalty,” 2025.","chicago":"Alberternst, Benedikt, Lena Steinhoff, and David M Woisetschläger. “Responsible Loyalty Programs: How Redemptions for a Cause Impact Customer Loyalty.” In <i>2025 AMA Winter Academic Conference Proceedings</i>. Phoenix, 2025.","ama":"Alberternst B, Steinhoff L, Woisetschläger DM. Responsible Loyalty Programs: How Redemptions for a Cause Impact Customer Loyalty. In: <i>2025 AMA Winter Academic Conference Proceedings</i>. ; 2025."}},{"citation":{"ieee":"C. Witte and L. Steinhoff, “Unlocking Spiritual Value: Magical Experiences of Commercial Services,” 2025.","chicago":"Witte, Carina, and Lena Steinhoff. “Unlocking Spiritual Value: Magical Experiences of Commercial Services.” In <i>2025 AMA Winter Academic Conference Proceedings</i>. Phoenix, 2025.","ama":"Witte C, Steinhoff L. Unlocking Spiritual Value: Magical Experiences of Commercial Services. In: <i>2025 AMA Winter Academic Conference Proceedings</i>. ; 2025.","apa":"Witte, C., &#38; Steinhoff, L. (2025). Unlocking Spiritual Value: Magical Experiences of Commercial Services. <i>2025 AMA Winter Academic Conference Proceedings</i>.","short":"C. Witte, L. Steinhoff, in: 2025 AMA Winter Academic Conference Proceedings, Phoenix, 2025.","mla":"Witte, Carina, and Lena Steinhoff. “Unlocking Spiritual Value: Magical Experiences of Commercial Services.” <i>2025 AMA Winter Academic Conference Proceedings</i>, 2025.","bibtex":"@inproceedings{Witte_Steinhoff_2025, place={Phoenix}, title={Unlocking Spiritual Value: Magical Experiences of Commercial Services}, booktitle={2025 AMA Winter Academic Conference Proceedings}, author={Witte, Carina and Steinhoff, Lena}, year={2025} }"},"place":"Phoenix","year":"2025","author":[{"first_name":"Carina","last_name":"Witte","full_name":"Witte, Carina","id":"23755"},{"first_name":"Lena","id":"4336","full_name":"Steinhoff, Lena","last_name":"Steinhoff"}],"date_created":"2026-01-13T09:43:47Z","date_updated":"2026-01-13T09:44:02Z","title":"Unlocking Spiritual Value: Magical Experiences of Commercial Services","publication":"2025 AMA Winter Academic Conference Proceedings","type":"conference","status":"public","department":[{"_id":"733"}],"user_id":"102525","_id":"63584","language":[{"iso":"eng"}]},{"publisher":"Kompetenzzentrum Arbeitswelt.Plus","date_updated":"2026-01-13T13:47:28Z","author":[{"last_name":"Dondorf","full_name":"Dondorf, Verena","first_name":"Verena"},{"first_name":"Elena","last_name":"Lebedeva","full_name":"Lebedeva, Elena"},{"first_name":"Kirsten","id":"72497","full_name":"Thommes, Kirsten","last_name":"Thommes"},{"first_name":"Roman","full_name":"Dumitrescu, Roman","last_name":"Dumitrescu"}],"date_created":"2026-01-13T13:46:38Z","title":"Evolution von KI in der industriellen Arbeitswelt","doi":"10.55594/baey2442","publication_status":"published","year":"2025","citation":{"ama":"Dondorf V, Lebedeva E, Thommes K, Dumitrescu R. <i>Evolution von KI in Der Industriellen Arbeitswelt</i>. Kompetenzzentrum Arbeitswelt.Plus; 2025. doi:<a href=\"https://doi.org/10.55594/baey2442\">10.55594/baey2442</a>","ieee":"V. Dondorf, E. Lebedeva, K. Thommes, and R. Dumitrescu, <i>Evolution von KI in der industriellen Arbeitswelt</i>. Kompetenzzentrum Arbeitswelt.Plus, 2025.","chicago":"Dondorf, Verena, Elena Lebedeva, Kirsten Thommes, and Roman Dumitrescu. <i>Evolution von KI in Der Industriellen Arbeitswelt</i>. Kompetenzzentrum Arbeitswelt.Plus, 2025. <a href=\"https://doi.org/10.55594/baey2442\">https://doi.org/10.55594/baey2442</a>.","apa":"Dondorf, V., Lebedeva, E., Thommes, K., &#38; Dumitrescu, R. (2025). <i>Evolution von KI in der industriellen Arbeitswelt</i>. Kompetenzzentrum Arbeitswelt.Plus. <a href=\"https://doi.org/10.55594/baey2442\">https://doi.org/10.55594/baey2442</a>","mla":"Dondorf, Verena, et al. <i>Evolution von KI in Der Industriellen Arbeitswelt</i>. Kompetenzzentrum Arbeitswelt.Plus, 2025, doi:<a href=\"https://doi.org/10.55594/baey2442\">10.55594/baey2442</a>.","short":"V. Dondorf, E. Lebedeva, K. Thommes, R. Dumitrescu, Evolution von KI in Der Industriellen Arbeitswelt, Kompetenzzentrum Arbeitswelt.Plus, 2025.","bibtex":"@book{Dondorf_Lebedeva_Thommes_Dumitrescu_2025, title={Evolution von KI in der industriellen Arbeitswelt}, DOI={<a href=\"https://doi.org/10.55594/baey2442\">10.55594/baey2442</a>}, publisher={Kompetenzzentrum Arbeitswelt.Plus}, author={Dondorf, Verena and Lebedeva, Elena and Thommes, Kirsten and Dumitrescu, Roman}, year={2025} }"},"project":[{"_id":"810","name":"arbeitswelt + - KI für die Arbeitswelt des industriellen Mittelstands"}],"_id":"63596","user_id":"72497","department":[{"_id":"178"},{"_id":"184"}],"language":[{"iso":"eng"}],"type":"report","abstract":[{"text":"<jats:p>Im Rahmen der vorliegenden Studie wird der Status quo sowie die Entwicklung des Einsatzes von KI in der industriellen Arbeitswelt in OstWestfalenLippe beschrieben. Ziel ist es, eine belastbare Grundlage für die Gestaltung KI-gestützter Arbeitsprozesse zu schaffen und bedarfsbezogene Maßnahmen abzuleiten.\r\nDie Befragungen wurden in den Jahren 2021 und 2025 vom Kompetenzzentrum Arbeitswelt.Plus und dem Spitzencluster it’s OWL durchgeführt. Im Jahr 2021 nahmen 318 Personen aus 89 Unternehmen teil. Im Jahr 2025 beteiligten sich 240 Personen aus 50 Unternehmen.\r\nDie Ergebnisse zeigen eine deutliche Weiterentwicklung. Unternehmen bewegen sich zunehmend in Diskussions- und Einführungsphasen, und die tägliche Nutzung von KI durch die Mitarbeitenden steigt. Mit dem Durchbruch generativer KI rücken text- und wissensbezogene Anwendungen in den Vordergrund. Der Autonomiegrad der Lösungen ist überwiegend Mensch-unterstützend und dient der Entscheidungsvorbereitung. Zentrales Ziel für die Einführung von KI im Unternehmen bleibt die Effizienzsteigerung. Im Jahr 2025 gewinnen zudem die Unterstützung der Mitarbeitenden im Arbeitsalltag und die Reduzierung von Belastungen an Bedeutung, was die Relevanz der Mensch-KI-Zusammenarbeit unterstreicht.\r\nAls zentrale Herausforderungen zeigt sich die hohe Komplexität von KI, die die Einführung im Unternehmen erschwert. Weitere Herausforderungen sind fehlende Kompetenzen, die durch gezielte Qualifizierung aufgebaut werden müssen. Dabei besteht eine Diskrepanz zwischen Selbst- und Fremdwahrnehmung hinsichtlich der Schulungsangebote. Zudem muss Datensicherheit gewährleistet werden, passende Anwendungsfälle ausgewählt werden und Entscheidungsprozesse beschleunigt werden. Demgegenüber wurde herausgefunden, dass den Mitarbeitenden in den befragten Unternehmen im Jahr 2025 grundsätzlich das Ziel und der Mehrwert der Einführung von KI klar sind und sie die Stärken und Grenzen von KI verstehen.\r\nDie gewonnenen Erkenntnisse fließen in die Gestaltung der Einführungsprozesse von KI im Unternehmen ein. Unternehmen sollten sich der genannten Herausforderungen bewusst sein, um passend zu reagieren und die Mensch-KI-Interaktion zu stärken. Eine ganzheitliche Sicht auf KI als Technologie, auf den Menschen und auf das Unternehmen ist für die Einführung von KI wichtig.</jats:p>","lang":"eng"}],"status":"public"},{"title":"Words or Numbers? How Framing Uncertainties Affects Risk Assessment and Decision-Making","date_updated":"2026-01-28T09:53:52Z","date_created":"2026-01-28T09:52:39Z","author":[{"first_name":"Robin","last_name":"Bodenberger","full_name":"Bodenberger, Robin"},{"first_name":"Kirsten","id":"72497","full_name":"Thommes, Kirsten","last_name":"Thommes"}],"year":"2025","citation":{"apa":"Bodenberger, R., &#38; Thommes, K. (2025). <i>Words or Numbers? How Framing Uncertainties Affects Risk Assessment and Decision-Making</i>.","short":"R. Bodenberger, K. Thommes, (2025).","mla":"Bodenberger, Robin, and Kirsten Thommes. <i>Words or Numbers? How Framing Uncertainties Affects Risk Assessment and Decision-Making</i>. 2025.","bibtex":"@article{Bodenberger_Thommes_2025, title={Words or Numbers? How Framing Uncertainties Affects Risk Assessment and Decision-Making}, author={Bodenberger, Robin and Thommes, Kirsten}, year={2025} }","chicago":"Bodenberger, Robin, and Kirsten Thommes. “Words or Numbers? How Framing Uncertainties Affects Risk Assessment and Decision-Making,” 2025.","ieee":"R. Bodenberger and K. Thommes, “Words or Numbers? How Framing Uncertainties Affects Risk Assessment and Decision-Making.” 2025.","ama":"Bodenberger R, Thommes K. Words or Numbers? How Framing Uncertainties Affects Risk Assessment and Decision-Making. Published online 2025."},"language":[{"iso":"eng"}],"_id":"63782","department":[{"_id":"178"},{"_id":"184"}],"user_id":"72497","abstract":[{"text":"Senders of messages prefer to communicate uncertainty verbally (e.g., something is likely to happen) rather than numerically (such as 75%), leaving receivers with imprecise information. While it is well established that receivers translate verbal probabilities into numerical values that systematically deviate from the intended numerical meaning, it is less clear how this discrepancy influences subsequent behavioral actions. Thus, the role of verbal versus numerical communication of uncertainty warrants additional attention, to investigate two critical questions: 1) whether differences in decision-making under uncertainty arise between these communication forms, and 2) whether such differences persist even when verbal phrases are translated accurately into the intended numerical meaning. By implementing a laboratory experiment, we show that individuals place significantly lower values on uncertain options with medium to high likelihoods when uncertainty is communicated verbally rather than numerically. This effect may lead to less rational decisions under verbal communication, particularly at high likelihoods. Those results remain consistent even if individuals translate verbal uncertainty correctly into the intended numerical uncertainty, implying that a biased behavioral response is not only induced by miscommunication. Instead, ambiguity about the exact meaning of a verbal phrase interferes with decision-making even beyond potential mistranslations. These findings tie in with previous research on ambiguity aversion, which has predominantly operationalized ambiguity through numerical ranges rather than verbal phrases. Based on our findings we conclude that managers should communicate uncertainty numerically, as verbal communication can unintentionally influence the decision-making process of employees.","lang":"eng"}],"status":"public","type":"preprint"},{"_id":"63783","department":[{"_id":"178"},{"_id":"184"}],"user_id":"72497","language":[{"iso":"eng"}],"type":"preprint","status":"public","date_updated":"2026-01-28T09:54:54Z","publisher":"Elsevier BV","date_created":"2026-01-28T09:54:44Z","author":[{"first_name":"Kirsten","last_name":"Thommes","full_name":"Thommes, Kirsten","id":"72497"},{"first_name":"Miro","last_name":"Mehic","id":"56915","full_name":"Mehic, Miro"}],"title":"Foreign Language Use, Attribution Error, and Newcomer Integration","publication_status":"published","year":"2025","citation":{"ieee":"K. Thommes and M. Mehic, “Foreign Language Use, Attribution Error, and Newcomer Integration.” Elsevier BV, 2025.","chicago":"Thommes, Kirsten, and Miro Mehic. “Foreign Language Use, Attribution Error, and Newcomer Integration.” Elsevier BV, 2025.","ama":"Thommes K, Mehic M. Foreign Language Use, Attribution Error, and Newcomer Integration. Published online 2025.","mla":"Thommes, Kirsten, and Miro Mehic. <i>Foreign Language Use, Attribution Error, and Newcomer Integration</i>. Elsevier BV, 2025.","bibtex":"@article{Thommes_Mehic_2025, title={Foreign Language Use, Attribution Error, and Newcomer Integration}, publisher={Elsevier BV}, author={Thommes, Kirsten and Mehic, Miro}, year={2025} }","short":"K. Thommes, M. Mehic, (2025).","apa":"Thommes, K., &#38; Mehic, M. (2025). <i>Foreign Language Use, Attribution Error, and Newcomer Integration</i>. Elsevier BV."}},{"project":[{"name":"TRR 318 - C2: TRR 318 - Subproject C2","_id":"125"}],"_id":"58939","user_id":"72497","department":[{"_id":"178"},{"_id":"184"}],"language":[{"iso":"eng"}],"type":"journal_article","publication":"Plos One","status":"public","date_updated":"2025-03-14T19:24:56Z","author":[{"last_name":"Kornowicz","orcid":"0000-0002-5654-9911","full_name":"Kornowicz, Jaroslaw","id":"44029","first_name":"Jaroslaw"},{"first_name":"Kirsten","id":"72497","full_name":"Thommes, Kirsten","last_name":"Thommes"}],"date_created":"2025-03-08T12:09:50Z","title":"Algorithm, expert, or both? Evaluating the role of feature selection methods on user preferences and reliance","doi":"10.1371/journal.pone.0318874","year":"2025","citation":{"ama":"Kornowicz J, Thommes K. Algorithm, expert, or both? Evaluating the role of feature selection methods on user preferences and reliance. <i>Plos One</i>. Published online 2025. doi:<a href=\"https://doi.org/10.1371/journal.pone.0318874\">10.1371/journal.pone.0318874</a>","chicago":"Kornowicz, Jaroslaw, and Kirsten Thommes. “Algorithm, Expert, or Both? Evaluating the Role of Feature Selection Methods on User Preferences and Reliance.” <i>Plos One</i>, 2025. <a href=\"https://doi.org/10.1371/journal.pone.0318874\">https://doi.org/10.1371/journal.pone.0318874</a>.","ieee":"J. Kornowicz and K. Thommes, “Algorithm, expert, or both? Evaluating the role of feature selection methods on user preferences and reliance,” <i>Plos One</i>, 2025, doi: <a href=\"https://doi.org/10.1371/journal.pone.0318874\">10.1371/journal.pone.0318874</a>.","apa":"Kornowicz, J., &#38; Thommes, K. (2025). Algorithm, expert, or both? Evaluating the role of feature selection methods on user preferences and reliance. <i>Plos One</i>. <a href=\"https://doi.org/10.1371/journal.pone.0318874\">https://doi.org/10.1371/journal.pone.0318874</a>","mla":"Kornowicz, Jaroslaw, and Kirsten Thommes. “Algorithm, Expert, or Both? Evaluating the Role of Feature Selection Methods on User Preferences and Reliance.” <i>Plos One</i>, 2025, doi:<a href=\"https://doi.org/10.1371/journal.pone.0318874\">10.1371/journal.pone.0318874</a>.","short":"J. Kornowicz, K. Thommes, Plos One (2025).","bibtex":"@article{Kornowicz_Thommes_2025, title={Algorithm, expert, or both? Evaluating the role of feature selection methods on user preferences and reliance}, DOI={<a href=\"https://doi.org/10.1371/journal.pone.0318874\">10.1371/journal.pone.0318874</a>}, journal={Plos One}, author={Kornowicz, Jaroslaw and Thommes, Kirsten}, year={2025} }"}},{"year":"2025","page":"1-1","citation":{"bibtex":"@article{Heinovski_Ergenç_Thommes_Dressler_2025, title={Incentive-Based Platoon Formation: Optimizing the Personal Benefit for Drivers}, DOI={<a href=\"https://doi.org/10.1109/ojits.2025.3580464\">10.1109/ojits.2025.3580464</a>}, journal={IEEE Open Journal of Intelligent Transportation Systems}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Heinovski, Julian and Ergenç, Doǧanalp and Thommes, Kirsten and Dressler, Falko}, year={2025}, pages={1–1} }","mla":"Heinovski, Julian, et al. “Incentive-Based Platoon Formation: Optimizing the Personal Benefit for Drivers.” <i>IEEE Open Journal of Intelligent Transportation Systems</i>, Institute of Electrical and Electronics Engineers (IEEE), 2025, pp. 1–1, doi:<a href=\"https://doi.org/10.1109/ojits.2025.3580464\">10.1109/ojits.2025.3580464</a>.","short":"J. Heinovski, D. Ergenç, K. Thommes, F. Dressler, IEEE Open Journal of Intelligent Transportation Systems (2025) 1–1.","apa":"Heinovski, J., Ergenç, D., Thommes, K., &#38; Dressler, F. (2025). Incentive-Based Platoon Formation: Optimizing the Personal Benefit for Drivers. <i>IEEE Open Journal of Intelligent Transportation Systems</i>, 1–1. <a href=\"https://doi.org/10.1109/ojits.2025.3580464\">https://doi.org/10.1109/ojits.2025.3580464</a>","ama":"Heinovski J, Ergenç D, Thommes K, Dressler F. Incentive-Based Platoon Formation: Optimizing the Personal Benefit for Drivers. <i>IEEE Open Journal of Intelligent Transportation Systems</i>. Published online 2025:1-1. doi:<a href=\"https://doi.org/10.1109/ojits.2025.3580464\">10.1109/ojits.2025.3580464</a>","ieee":"J. Heinovski, D. Ergenç, K. Thommes, and F. Dressler, “Incentive-Based Platoon Formation: Optimizing the Personal Benefit for Drivers,” <i>IEEE Open Journal of Intelligent Transportation Systems</i>, pp. 1–1, 2025, doi: <a href=\"https://doi.org/10.1109/ojits.2025.3580464\">10.1109/ojits.2025.3580464</a>.","chicago":"Heinovski, Julian, Doǧanalp Ergenç, Kirsten Thommes, and Falko Dressler. “Incentive-Based Platoon Formation: Optimizing the Personal Benefit for Drivers.” <i>IEEE Open Journal of Intelligent Transportation Systems</i>, 2025, 1–1. <a href=\"https://doi.org/10.1109/ojits.2025.3580464\">https://doi.org/10.1109/ojits.2025.3580464</a>."},"publication_identifier":{"issn":["2687-7813"]},"publication_status":"published","title":"Incentive-Based Platoon Formation: Optimizing the Personal Benefit for Drivers","doi":"10.1109/ojits.2025.3580464","date_updated":"2025-06-18T07:59:07Z","publisher":"Institute of Electrical and Electronics Engineers (IEEE)","author":[{"first_name":"Julian","full_name":"Heinovski, Julian","last_name":"Heinovski"},{"first_name":"Doǧanalp","full_name":"Ergenç, Doǧanalp","last_name":"Ergenç"},{"last_name":"Thommes","full_name":"Thommes, Kirsten","id":"72497","first_name":"Kirsten"},{"full_name":"Dressler, Falko","last_name":"Dressler","first_name":"Falko"}],"date_created":"2025-06-18T07:58:33Z","status":"public","publication":"IEEE Open Journal of Intelligent Transportation Systems","type":"journal_article","language":[{"iso":"eng"}],"_id":"60280","department":[{"_id":"178"},{"_id":"184"}],"user_id":"72497"},{"_id":"60292","department":[{"_id":"178"}],"user_id":"49071","series_title":"Doing Higher Education","extern":"1","type":"book_chapter","editor":[{"full_name":"Bohndick, Carla","last_name":"Bohndick","first_name":"Carla"},{"full_name":"Kordts, Robert","last_name":"Kordts","first_name":"Robert"},{"last_name":"Leschke","full_name":"Leschke, Jonas","first_name":"Jonas"},{"first_name":"Nerea","full_name":"Vöing, Nerea","last_name":"Vöing"}],"status":"public","date_updated":"2025-06-20T22:14:04Z","author":[{"first_name":"Thorsten Fabian","last_name":"Auer","full_name":"Auer, Thorsten Fabian","id":"49071"}],"doi":"10.1007/978-3-658-47908-4_11","publication_identifier":{"eisbn":["978-3-658-47908-4"],"isbn":["978-3-658-47907-7"]},"publication_status":"published","place":"Wiesbaden","page":"65-69","citation":{"apa":"Auer, T. F. (2025). SoTL und Forschung in den Sozialwissenschaften: Der experimentelle Ansatz in SoTL. In C. Bohndick, R. Kordts, J. Leschke, &#38; N. Vöing (Eds.), <i>Scholarship of Teaching and Learning und disziplinäre Forschung: Eine komplexe Beziehung</i> (pp. 65–69). Springer VS. <a href=\"https://doi.org/10.1007/978-3-658-47908-4_11\">https://doi.org/10.1007/978-3-658-47908-4_11</a>","mla":"Auer, Thorsten Fabian. “SoTL und Forschung in den Sozialwissenschaften: Der experimentelle Ansatz in SoTL.” <i>Scholarship of Teaching and Learning und disziplinäre Forschung: Eine komplexe Beziehung</i>, edited by Carla Bohndick et al., Springer VS, 2025, pp. 65–69, doi:<a href=\"https://doi.org/10.1007/978-3-658-47908-4_11\">10.1007/978-3-658-47908-4_11</a>.","bibtex":"@inbook{Auer_2025, place={Wiesbaden}, series={Doing Higher Education}, title={SoTL und Forschung in den Sozialwissenschaften: Der experimentelle Ansatz in SoTL}, DOI={<a href=\"https://doi.org/10.1007/978-3-658-47908-4_11\">10.1007/978-3-658-47908-4_11</a>}, booktitle={Scholarship of Teaching and Learning und disziplinäre Forschung: Eine komplexe Beziehung}, publisher={Springer VS}, author={Auer, Thorsten Fabian}, editor={Bohndick, Carla and Kordts, Robert and Leschke, Jonas and Vöing, Nerea}, year={2025}, pages={65–69}, collection={Doing Higher Education} }","short":"T.F. Auer, in: C. Bohndick, R. Kordts, J. Leschke, N. Vöing (Eds.), Scholarship of Teaching and Learning und disziplinäre Forschung: Eine komplexe Beziehung, Springer VS, Wiesbaden, 2025, pp. 65–69.","ama":"Auer TF. SoTL und Forschung in den Sozialwissenschaften: Der experimentelle Ansatz in SoTL. In: Bohndick C, Kordts R, Leschke J, Vöing N, eds. <i>Scholarship of Teaching and Learning und disziplinäre Forschung: Eine komplexe Beziehung</i>. Doing Higher Education. Springer VS; 2025:65-69. doi:<a href=\"https://doi.org/10.1007/978-3-658-47908-4_11\">10.1007/978-3-658-47908-4_11</a>","ieee":"T. F. Auer, “SoTL und Forschung in den Sozialwissenschaften: Der experimentelle Ansatz in SoTL,” in <i>Scholarship of Teaching and Learning und disziplinäre Forschung: Eine komplexe Beziehung</i>, C. Bohndick, R. Kordts, J. Leschke, and N. Vöing, Eds. Wiesbaden: Springer VS, 2025, pp. 65–69.","chicago":"Auer, Thorsten Fabian. “SoTL und Forschung in den Sozialwissenschaften: Der experimentelle Ansatz in SoTL.” In <i>Scholarship of Teaching and Learning und disziplinäre Forschung: Eine komplexe Beziehung</i>, edited by Carla Bohndick, Robert Kordts, Jonas Leschke, and Nerea Vöing, 65–69. Doing Higher Education. Wiesbaden: Springer VS, 2025. <a href=\"https://doi.org/10.1007/978-3-658-47908-4_11\">https://doi.org/10.1007/978-3-658-47908-4_11</a>."},"language":[{"iso":"ger"}],"publication":"Scholarship of Teaching and Learning und disziplinäre Forschung: Eine komplexe Beziehung","abstract":[{"text":"Im Rahmen meines SoTL-Projekts habe ich mich aufgrund meiner Vorerfahrungen mit dem experimentellen Forschungsansatz für die Untersuchung der Wirksamkeit von Lernzielen mittels eines Gruppenvergleichs entschieden. In dieser Reflexion stelle ich zunächst heraus, welche Hindernisse und welche Möglichkeiten die Durchführung einer experimentellen Studie im hochschuldidaktischen Kontext mit sich bringt. Anschließend zeige ich anhand konkreter Vorgehensweisen in meinem SoTL-Projekt sowie Bezügen zur experimentellen Wirtschaftsforschung auf, wie wesentliche Punkte für ein fundiertes experimentelles Forschungsdesign in der Hochschullehre umgesetzt werden können und wie Forschende verschiedener Fachrichtungen mit einem derart gestalteten SoTL-Projekt einen Mehrwert sowohl für sich als auch für die Lehrforschung generieren können.","lang":"ger"}],"publisher":"Springer VS","date_created":"2025-06-20T22:12:30Z","title":"SoTL und Forschung in den Sozialwissenschaften: Der experimentelle Ansatz in SoTL","year":"2025"},{"type":"journal_article","publication":"Arxiv","status":"public","abstract":[{"text":"Prior research shows that social norms can reduce algorithm aversion, but little is known about how such norms become established. Most accounts emphasize technological and individual determinants, yet AI adoption unfolds within organizational social contexts shaped by peers and supervisors. We ask whether the source of the norm-peers or supervisors-shapes AI usage behavior. This question is practically relevant for organizations seeking to promote effective AI adoption. We conducted an online vignette experiment, complemented by qualitative data on participants' feelings and justifications after (counter-)normative behavior. In line with the theory, counter-normative choices elicited higher regret than norm-adherent choices. On average, choosing AI increased regret compared to choosing an human. This aversion was weaker when AI use was presented as the prevailing norm, indicating a statistically significant interaction between AI use and an AI-favoring norm. Participants also attributed less blame to technology than to humans, which increased regret when AI was chosen over human expertise. Both peer and supervisor influence emerged as relevant factors, though contrary to expectations they did not significantly affect regret. Our findings suggest that regret aversion, embedded in social norms, is a central mechanism driving imitation in AI-related decision-making.","lang":"eng"}],"user_id":"72497","department":[{"_id":"178"},{"_id":"184"}],"project":[{"name":"TRR 318 - Subproject C2","_id":"125"}],"_id":"61137","language":[{"iso":"eng"}],"citation":{"apa":"Kornowicz, J., Pape, M., &#38; Thommes, K. (2025). Would I regret being different? The influence of social norms on attitudes toward AI usage. <i>Arxiv</i>. <a href=\"https://doi.org/10.48550/ARXIV.2509.04241\">https://doi.org/10.48550/ARXIV.2509.04241</a>","short":"J. Kornowicz, M. Pape, K. Thommes, Arxiv (2025).","bibtex":"@article{Kornowicz_Pape_Thommes_2025, title={Would I regret being different? The influence of social norms on attitudes toward AI usage}, DOI={<a href=\"https://doi.org/10.48550/ARXIV.2509.04241\">10.48550/ARXIV.2509.04241</a>}, journal={Arxiv}, author={Kornowicz, Jaroslaw and Pape, Maurice and Thommes, Kirsten}, year={2025} }","mla":"Kornowicz, Jaroslaw, et al. “Would I Regret Being Different? The Influence of Social Norms on Attitudes toward AI Usage.” <i>Arxiv</i>, 2025, doi:<a href=\"https://doi.org/10.48550/ARXIV.2509.04241\">10.48550/ARXIV.2509.04241</a>.","ama":"Kornowicz J, Pape M, Thommes K. Would I regret being different? The influence of social norms on attitudes toward AI usage. <i>Arxiv</i>. Published online 2025. doi:<a href=\"https://doi.org/10.48550/ARXIV.2509.04241\">10.48550/ARXIV.2509.04241</a>","ieee":"J. Kornowicz, M. Pape, and K. Thommes, “Would I regret being different? The influence of social norms on attitudes toward AI usage,” <i>Arxiv</i>, 2025, doi: <a href=\"https://doi.org/10.48550/ARXIV.2509.04241\">10.48550/ARXIV.2509.04241</a>.","chicago":"Kornowicz, Jaroslaw, Maurice Pape, and Kirsten Thommes. “Would I Regret Being Different? The Influence of Social Norms on Attitudes toward AI Usage.” <i>Arxiv</i>, 2025. <a href=\"https://doi.org/10.48550/ARXIV.2509.04241\">https://doi.org/10.48550/ARXIV.2509.04241</a>."},"year":"2025","author":[{"last_name":"Kornowicz","orcid":"0000-0002-5654-9911","full_name":"Kornowicz, Jaroslaw","id":"44029","first_name":"Jaroslaw"},{"last_name":"Pape","full_name":"Pape, Maurice","first_name":"Maurice"},{"first_name":"Kirsten","full_name":"Thommes, Kirsten","id":"72497","last_name":"Thommes"}],"date_created":"2025-09-05T06:42:48Z","date_updated":"2025-09-05T06:45:01Z","doi":"10.48550/ARXIV.2509.04241","title":"Would I regret being different? The influence of social norms on attitudes toward AI usage"},{"language":[{"iso":"eng"}],"_id":"61377","department":[{"_id":"276"},{"_id":"185"}],"user_id":"16205","status":"public","publication":"management revue - Socio-Economic Studies, Special Issue “Digital Transformation of Work”.","type":"journal_article","title":"Who are the Actively Participating Crowdworkers? A Qualitative Comparative Analysis of a German Text Creation PlatformSocio-Economic Studies, ","date_updated":"2025-09-19T07:48:49Z","publisher":"Nomos Verlag","author":[{"first_name":"Martin","last_name":"Schneider","orcid":"https://orcid.org/0000-0002-6961-3716","id":"471","full_name":"Schneider, Martin"},{"first_name":"Paul","full_name":"Hemsen, Paul","last_name":"Hemsen"},{"last_name":"Kundisch","id":"21117","full_name":"Kundisch, Dennis","first_name":"Dennis"}],"date_created":"2025-09-19T07:47:14Z","year":"2025","citation":{"ama":"Schneider M, Hemsen P, Kundisch D. Who are the Actively Participating Crowdworkers? A Qualitative Comparative Analysis of a German Text Creation PlatformSocio-Economic Studies, . <i>management revue - Socio-Economic Studies, Special Issue “Digital Transformation of Work.”</i>","chicago":"Schneider, Martin, Paul Hemsen, and Dennis Kundisch. “Who Are the Actively Participating Crowdworkers? A Qualitative Comparative Analysis of a German Text Creation PlatformSocio-Economic Studies, .” <i>Management Revue - Socio-Economic Studies, Special Issue “Digital Transformation of Work”.</i>, n.d.","ieee":"M. Schneider, P. Hemsen, and D. Kundisch, “Who are the Actively Participating Crowdworkers? A Qualitative Comparative Analysis of a German Text Creation PlatformSocio-Economic Studies, ,” <i>management revue - Socio-Economic Studies, Special Issue “Digital Transformation of Work”.</i>","apa":"Schneider, M., Hemsen, P., &#38; Kundisch, D. (n.d.). Who are the Actively Participating Crowdworkers? A Qualitative Comparative Analysis of a German Text Creation PlatformSocio-Economic Studies, . <i>Management Revue - Socio-Economic Studies, Special Issue “Digital Transformation of Work”.</i>","short":"M. Schneider, P. Hemsen, D. Kundisch, Management Revue - Socio-Economic Studies, Special Issue “Digital Transformation of Work”. (n.d.).","mla":"Schneider, Martin, et al. “Who Are the Actively Participating Crowdworkers? A Qualitative Comparative Analysis of a German Text Creation PlatformSocio-Economic Studies, .” <i>Management Revue - Socio-Economic Studies, Special Issue “Digital Transformation of Work”.</i>, Nomos Verlag.","bibtex":"@article{Schneider_Hemsen_Kundisch, title={Who are the Actively Participating Crowdworkers? A Qualitative Comparative Analysis of a German Text Creation PlatformSocio-Economic Studies, }, journal={management revue - Socio-Economic Studies, Special Issue “Digital Transformation of Work”.}, publisher={Nomos Verlag}, author={Schneider, Martin and Hemsen, Paul and Kundisch, Dennis} }"},"publication_status":"accepted"},{"project":[{"name":"TRR 318 - Subproject C2","_id":"125"}],"_id":"61820","user_id":"72497","department":[{"_id":"178"},{"_id":"184"}],"language":[{"iso":"eng"}],"type":"book_chapter","publication":"Communications in Computer and Information Science","abstract":[{"lang":"eng","text":"<jats:title>Abstract</jats:title>\r\n          <jats:p>A scoring list is a sequence of simple decision models, where features are incrementally evaluated and scores of satisfied features are summed to be used for threshold-based decisions or for calculating class probabilities. In this paper, we introduce a new multi-class variant and compare it against previously introduced binary classification variants for incremental decisions, as well as multi-class variants for classical decision-making using all features. Furthermore, we introduce a new multi-class dataset to assess collaborative human-machine decision-making, which is suitable for user studies with non-expert participants. We demonstrate the usefulness of our approach by evaluating predictive performance and compared to the performance of participants without AI help.</jats:p>"}],"status":"public","publisher":"Springer Nature Switzerland","date_updated":"2025-10-13T13:35:11Z","author":[{"last_name":"Heid","orcid":"0000-0002-9461-7372","id":"39640","full_name":"Heid, Stefan","first_name":"Stefan"},{"full_name":"Kornowicz, Jaroslaw","id":"44029","orcid":"0000-0002-5654-9911","last_name":"Kornowicz","first_name":"Jaroslaw"},{"full_name":"Hanselle, Jonas","last_name":"Hanselle","first_name":"Jonas"},{"last_name":"Thommes","full_name":"Thommes, Kirsten","id":"72497","first_name":"Kirsten"},{"first_name":"Eyke","full_name":"Hüllermeier, Eyke","id":"48129","last_name":"Hüllermeier"}],"date_created":"2025-10-13T13:34:36Z","title":"MSL: Multi-class Scoring Lists for Interpretable Incremental Decision-Making","doi":"10.1007/978-3-032-08327-2_6","publication_status":"published","publication_identifier":{"issn":["1865-0929","1865-0937"],"isbn":["9783032083265","9783032083272"]},"year":"2025","place":"Cham","citation":{"apa":"Heid, S., Kornowicz, J., Hanselle, J., Thommes, K., &#38; Hüllermeier, E. (2025). MSL: Multi-class Scoring Lists for Interpretable Incremental Decision-Making. In <i>Communications in Computer and Information Science</i>. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-08327-2_6\">https://doi.org/10.1007/978-3-032-08327-2_6</a>","mla":"Heid, Stefan, et al. “MSL: Multi-Class Scoring Lists for Interpretable Incremental Decision-Making.” <i>Communications in Computer and Information Science</i>, Springer Nature Switzerland, 2025, doi:<a href=\"https://doi.org/10.1007/978-3-032-08327-2_6\">10.1007/978-3-032-08327-2_6</a>.","short":"S. Heid, J. Kornowicz, J. Hanselle, K. Thommes, E. Hüllermeier, in: Communications in Computer and Information Science, Springer Nature Switzerland, Cham, 2025.","bibtex":"@inbook{Heid_Kornowicz_Hanselle_Thommes_Hüllermeier_2025, place={Cham}, title={MSL: Multi-class Scoring Lists for Interpretable Incremental Decision-Making}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-08327-2_6\">10.1007/978-3-032-08327-2_6</a>}, booktitle={Communications in Computer and Information Science}, publisher={Springer Nature Switzerland}, author={Heid, Stefan and Kornowicz, Jaroslaw and Hanselle, Jonas and Thommes, Kirsten and Hüllermeier, Eyke}, year={2025} }","ama":"Heid S, Kornowicz J, Hanselle J, Thommes K, Hüllermeier E. MSL: Multi-class Scoring Lists for Interpretable Incremental Decision-Making. In: <i>Communications in Computer and Information Science</i>. Springer Nature Switzerland; 2025. doi:<a href=\"https://doi.org/10.1007/978-3-032-08327-2_6\">10.1007/978-3-032-08327-2_6</a>","ieee":"S. Heid, J. Kornowicz, J. Hanselle, K. Thommes, and E. Hüllermeier, “MSL: Multi-class Scoring Lists for Interpretable Incremental Decision-Making,” in <i>Communications in Computer and Information Science</i>, Cham: Springer Nature Switzerland, 2025.","chicago":"Heid, Stefan, Jaroslaw Kornowicz, Jonas Hanselle, Kirsten Thommes, and Eyke Hüllermeier. “MSL: Multi-Class Scoring Lists for Interpretable Incremental Decision-Making.” In <i>Communications in Computer and Information Science</i>. Cham: Springer Nature Switzerland, 2025. <a href=\"https://doi.org/10.1007/978-3-032-08327-2_6\">https://doi.org/10.1007/978-3-032-08327-2_6</a>."}},{"author":[{"full_name":"Papenkordt, Jörg","id":"44648","last_name":"Papenkordt","first_name":"Jörg"},{"first_name":"Axel-Cyrille","last_name":"Ngonga Ngomo","id":"65716","full_name":"Ngonga Ngomo, Axel-Cyrille"},{"first_name":"Kirsten","last_name":"Thommes","id":"72497","full_name":"Thommes, Kirsten"}],"date_created":"2025-10-13T13:33:14Z","date_updated":"2025-10-14T06:12:07Z","publisher":"Informa UK Limited","doi":"10.1080/0144929x.2025.2568928","title":"Are numerical or verbal explanations of AI the key to appropriate user reliance and error detection?","publication_status":"published","publication_identifier":{"issn":["0144-929X","1362-3001"]},"citation":{"apa":"Papenkordt, J., Ngonga Ngomo, A.-C., &#38; Thommes, K. (2025). Are numerical or verbal explanations of AI the key to appropriate user reliance and error detection? <i>Behaviour &#38;amp; Information Technology</i>, 1–22. <a href=\"https://doi.org/10.1080/0144929x.2025.2568928\">https://doi.org/10.1080/0144929x.2025.2568928</a>","bibtex":"@article{Papenkordt_Ngonga Ngomo_Thommes_2025, title={Are numerical or verbal explanations of AI the key to appropriate user reliance and error detection?}, DOI={<a href=\"https://doi.org/10.1080/0144929x.2025.2568928\">10.1080/0144929x.2025.2568928</a>}, journal={Behaviour &#38;amp; Information Technology}, publisher={Informa UK Limited}, author={Papenkordt, Jörg and Ngonga Ngomo, Axel-Cyrille and Thommes, Kirsten}, year={2025}, pages={1–22} }","short":"J. Papenkordt, A.-C. Ngonga Ngomo, K. Thommes, Behaviour &#38;amp; Information Technology (2025) 1–22.","mla":"Papenkordt, Jörg, et al. “Are Numerical or Verbal Explanations of AI the Key to Appropriate User Reliance and Error Detection?” <i>Behaviour &#38;amp; Information Technology</i>, Informa UK Limited, 2025, pp. 1–22, doi:<a href=\"https://doi.org/10.1080/0144929x.2025.2568928\">10.1080/0144929x.2025.2568928</a>.","chicago":"Papenkordt, Jörg, Axel-Cyrille Ngonga Ngomo, and Kirsten Thommes. “Are Numerical or Verbal Explanations of AI the Key to Appropriate User Reliance and Error Detection?” <i>Behaviour &#38;amp; Information Technology</i>, 2025, 1–22. <a href=\"https://doi.org/10.1080/0144929x.2025.2568928\">https://doi.org/10.1080/0144929x.2025.2568928</a>.","ieee":"J. Papenkordt, A.-C. Ngonga Ngomo, and K. Thommes, “Are numerical or verbal explanations of AI the key to appropriate user reliance and error detection?,” <i>Behaviour &#38;amp; Information Technology</i>, pp. 1–22, 2025, doi: <a href=\"https://doi.org/10.1080/0144929x.2025.2568928\">10.1080/0144929x.2025.2568928</a>.","ama":"Papenkordt J, Ngonga Ngomo A-C, Thommes K. Are numerical or verbal explanations of AI the key to appropriate user reliance and error detection? <i>Behaviour &#38;amp; Information Technology</i>. Published online 2025:1-22. doi:<a href=\"https://doi.org/10.1080/0144929x.2025.2568928\">10.1080/0144929x.2025.2568928</a>"},"page":"1-22","year":"2025","user_id":"72497","department":[{"_id":"178"},{"_id":"184"}],"project":[{"_id":"113","name":"TRR 318 - Subproject A3"},{"_id":"810","name":"arbeitswelt + - KI für die Arbeitswelt des industriellen Mittelstands"}],"_id":"61819","language":[{"iso":"eng"}],"type":"journal_article","publication":"Behaviour &amp; Information Technology","status":"public"},{"place":"Cham","year":"2025","citation":{"chicago":"Lammert, Olesja. “Can AI Regulate Your Emotions? An Empirical Investigation of the Influence of AI Explanations and Emotion Regulation on Human Decision-Making Factors.” In <i>Communications in Computer and Information Science</i>. Cham: Springer Nature Switzerland, 2025. <a href=\"https://doi.org/10.1007/978-3-032-08333-3_11\">https://doi.org/10.1007/978-3-032-08333-3_11</a>.","ieee":"O. Lammert, “Can AI Regulate Your Emotions? An Empirical Investigation of the Influence of AI Explanations and Emotion Regulation on Human Decision-Making Factors,” in <i>Communications in Computer and Information Science</i>, Cham: Springer Nature Switzerland, 2025.","ama":"Lammert O. Can AI Regulate Your Emotions? An Empirical Investigation of the Influence of AI Explanations and Emotion Regulation on Human Decision-Making Factors. In: <i>Communications in Computer and Information Science</i>. Springer Nature Switzerland; 2025. doi:<a href=\"https://doi.org/10.1007/978-3-032-08333-3_11\">10.1007/978-3-032-08333-3_11</a>","short":"O. Lammert, in: Communications in Computer and Information Science, Springer Nature Switzerland, Cham, 2025.","mla":"Lammert, Olesja. “Can AI Regulate Your Emotions? An Empirical Investigation of the Influence of AI Explanations and Emotion Regulation on Human Decision-Making Factors.” <i>Communications in Computer and Information Science</i>, Springer Nature Switzerland, 2025, doi:<a href=\"https://doi.org/10.1007/978-3-032-08333-3_11\">10.1007/978-3-032-08333-3_11</a>.","bibtex":"@inbook{Lammert_2025, place={Cham}, title={Can AI Regulate Your Emotions? An Empirical Investigation of the Influence of AI Explanations and Emotion Regulation on Human Decision-Making Factors}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-08333-3_11\">10.1007/978-3-032-08333-3_11</a>}, booktitle={Communications in Computer and Information Science}, publisher={Springer Nature Switzerland}, author={Lammert, Olesja}, year={2025} }","apa":"Lammert, O. (2025). Can AI Regulate Your Emotions? An Empirical Investigation of the Influence of AI Explanations and Emotion Regulation on Human Decision-Making Factors. In <i>Communications in Computer and Information Science</i>. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-08333-3_11\">https://doi.org/10.1007/978-3-032-08333-3_11</a>"},"publication_status":"published","publication_identifier":{"isbn":["9783032083326","9783032083333"],"issn":["1865-0929","1865-0937"]},"title":"Can AI Regulate Your Emotions? An Empirical Investigation of the Influence of AI Explanations and Emotion Regulation on Human Decision-Making Factors","doi":"10.1007/978-3-032-08333-3_11","date_updated":"2025-10-20T06:29:44Z","publisher":"Springer Nature Switzerland","date_created":"2025-10-20T06:29:19Z","author":[{"orcid":"0000-0001-8201-5166","last_name":"Lammert","id":"47384","full_name":"Lammert, Olesja","first_name":"Olesja"}],"abstract":[{"text":"<jats:title>Abstract</jats:title>\r\n          <jats:p>Research indicates that anger is a prevalent emotion in human-technology interactions, often leading to frustration, rejection and reduced trust, significantly impacting user experience and acceptance of technology. Particularly in high-risk or uncertain situations, where AI explanations are intended to help users make more informed decisions, decision-making is influenced by emotional factors, impairing understanding and leading to suboptimal choices. While XAI research continues to evolve, greater consideration of users’ emotions and individual characteristics remains necessary. Broadening empirical studies in this area could foster a more comprehensive understanding of decision-making processes following explanations, especially in relation to the interaction between emotions and cognition. In response, this study seeks to contribute to this area by employing an experimental design to examine the effects of AI explanations and emotion regulation on user reliance and trust of emotional users. The results provide a foundation for future human-centered research in XAI, focusing on the impact of emotions and cognition in human-technology interactions.</jats:p>","lang":"eng"}],"status":"public","type":"book_chapter","publication":"Communications in Computer and Information Science","language":[{"iso":"eng"}],"project":[{"name":"TRR 318 - Subproject A3","_id":"113"}],"_id":"61877","user_id":"72497","department":[{"_id":"178"},{"_id":"184"}]},{"publication":"International Journal of Human–Computer Interaction","type":"journal_article","status":"public","_id":"62213","project":[{"name":"TRR 318 - Subproject C2","_id":"125"}],"department":[{"_id":"178"},{"_id":"184"}],"user_id":"72497","language":[{"iso":"eng"}],"publication_identifier":{"issn":["1044-7318","1532-7590"]},"publication_status":"published","year":"2025","page":"1-19","citation":{"short":"J. Kornowicz, International Journal of Human–Computer Interaction (2025) 1–19.","bibtex":"@article{Kornowicz_2025, title={An Empirical Examination of the Evaluative AI Framework}, DOI={<a href=\"https://doi.org/10.1080/10447318.2025.2581260\">10.1080/10447318.2025.2581260</a>}, journal={International Journal of Human–Computer Interaction}, publisher={Informa UK Limited}, author={Kornowicz, Jaroslaw}, year={2025}, pages={1–19} }","mla":"Kornowicz, Jaroslaw. “An Empirical Examination of the Evaluative AI Framework.” <i>International Journal of Human–Computer Interaction</i>, Informa UK Limited, 2025, pp. 1–19, doi:<a href=\"https://doi.org/10.1080/10447318.2025.2581260\">10.1080/10447318.2025.2581260</a>.","apa":"Kornowicz, J. (2025). An Empirical Examination of the Evaluative AI Framework. <i>International Journal of Human–Computer Interaction</i>, 1–19. <a href=\"https://doi.org/10.1080/10447318.2025.2581260\">https://doi.org/10.1080/10447318.2025.2581260</a>","chicago":"Kornowicz, Jaroslaw. “An Empirical Examination of the Evaluative AI Framework.” <i>International Journal of Human–Computer Interaction</i>, 2025, 1–19. <a href=\"https://doi.org/10.1080/10447318.2025.2581260\">https://doi.org/10.1080/10447318.2025.2581260</a>.","ieee":"J. Kornowicz, “An Empirical Examination of the Evaluative AI Framework,” <i>International Journal of Human–Computer Interaction</i>, pp. 1–19, 2025, doi: <a href=\"https://doi.org/10.1080/10447318.2025.2581260\">10.1080/10447318.2025.2581260</a>.","ama":"Kornowicz J. An Empirical Examination of the Evaluative AI Framework. <i>International Journal of Human–Computer Interaction</i>. Published online 2025:1-19. doi:<a href=\"https://doi.org/10.1080/10447318.2025.2581260\">10.1080/10447318.2025.2581260</a>"},"publisher":"Informa UK Limited","date_updated":"2025-11-17T12:28:12Z","author":[{"first_name":"Jaroslaw","full_name":"Kornowicz, Jaroslaw","id":"44029","last_name":"Kornowicz","orcid":"0000-0002-5654-9911"}],"date_created":"2025-11-17T12:27:42Z","title":"An Empirical Examination of the Evaluative AI Framework","doi":"10.1080/10447318.2025.2581260"},{"department":[{"_id":"179"}],"user_id":"26032","_id":"63909","language":[{"iso":"eng"}],"article_number":"1645749","publication":"Frontiers in Behavioral Economics","type":"journal_article","status":"public","abstract":[{"text":"<jats:sec><jats:title>Introduction</jats:title><jats:p>Human-machine interactions become increasingly pervasive in daily life and professional contexts, motivating research to examine how human behavior changes when individuals interact with machines rather than other humans. While most of the existing literature focused on human-machine interactions with algorithmic systems in advisory roles, research on human behavior in monitoring or verification processes that are conducted by automated systems remains largely absent. This is surprising given the growing implementation of algorithmic systems in institutions, particularly in tax enforcement and financial regulation, to help monitor and identify misreports, or in online labor platforms widely implementing algorithmic control to ensure that workers deliver high service quality. Our study examines how human dishonesty changes when verification of statements that may be untrue is performed by machines vs. humans, and how ambiguity in the verification process influences dishonest behavior.</jats:p></jats:sec><jats:sec><jats:title>Method</jats:title><jats:p>We design an incentivized laboratory experiment using a modified die-roll paradigm where participants privately observe a random draw and report the result, with higher reported numbers yielding greater monetary rewards. A probabilistic verification process introduces risk of identifying a lie and punishment, with treatments varying by verification entity (human vs. machine) and degree of ambiguity in the verification process (transparent vs. ambiguous).</jats:p></jats:sec><jats:sec><jats:title>Results</jats:title><jats:p>Our results show that under transparent verification rules, cheating magnitude does not significantly differ between human and machine auditors. However, under ambiguous conditions, cheating magnitude is significantly higher when machines verify participants' reports, reducing the prevalence of partial cheating while leading to behavioral polarization manifested as either complete honesty or maximal overreporting. The same applies when comparing reports to a machine entity under ambiguous and transparent verification rules.</jats:p></jats:sec><jats:sec><jats:title>Discussion</jats:title><jats:p>These findings emphasize the behavioral implications of algorithmic opacity in verification contexts. While machines can serve as effective auditors under transparent conditions, their black box nature combined with ambiguous verification processes may unintentionally incentivize more severe dishonesty. These insights have practical implications for designing automated oversight systems in tax audits, compliance, and workplace monitoring.</jats:p></jats:sec>","lang":"eng"}],"volume":4,"author":[{"full_name":"Protte, Marius","id":"44549","last_name":"Protte","first_name":"Marius"},{"id":"26032","full_name":"Mir Djawadi, Behnud","last_name":"Mir Djawadi","orcid":"0000-0002-6271-5912","first_name":"Behnud"}],"date_created":"2026-02-06T13:50:44Z","date_updated":"2026-03-27T16:07:20Z","publisher":"Frontiers Media SA","doi":"10.3389/frbhe.2025.1645749","title":"Human vs. algorithmic auditors: the impact of entity type and ambiguity on human dishonesty","publication_identifier":{"issn":["2813-5296"]},"publication_status":"published","intvolume":"         4","citation":{"apa":"Protte, M., &#38; Mir Djawadi, B. (2025). Human vs. algorithmic auditors: the impact of entity type and ambiguity on human dishonesty. <i>Frontiers in Behavioral Economics</i>, <i>4</i>, Article 1645749. <a href=\"https://doi.org/10.3389/frbhe.2025.1645749\">https://doi.org/10.3389/frbhe.2025.1645749</a>","short":"M. Protte, B. Mir Djawadi, Frontiers in Behavioral Economics 4 (2025).","bibtex":"@article{Protte_Mir Djawadi_2025, title={Human vs. algorithmic auditors: the impact of entity type and ambiguity on human dishonesty}, volume={4}, DOI={<a href=\"https://doi.org/10.3389/frbhe.2025.1645749\">10.3389/frbhe.2025.1645749</a>}, number={1645749}, journal={Frontiers in Behavioral Economics}, publisher={Frontiers Media SA}, author={Protte, Marius and Mir Djawadi, Behnud}, year={2025} }","mla":"Protte, Marius, and Behnud Mir Djawadi. “Human vs. Algorithmic Auditors: The Impact of Entity Type and Ambiguity on Human Dishonesty.” <i>Frontiers in Behavioral Economics</i>, vol. 4, 1645749, Frontiers Media SA, 2025, doi:<a href=\"https://doi.org/10.3389/frbhe.2025.1645749\">10.3389/frbhe.2025.1645749</a>.","chicago":"Protte, Marius, and Behnud Mir Djawadi. “Human vs. Algorithmic Auditors: The Impact of Entity Type and Ambiguity on Human Dishonesty.” <i>Frontiers in Behavioral Economics</i> 4 (2025). <a href=\"https://doi.org/10.3389/frbhe.2025.1645749\">https://doi.org/10.3389/frbhe.2025.1645749</a>.","ieee":"M. Protte and B. Mir Djawadi, “Human vs. algorithmic auditors: the impact of entity type and ambiguity on human dishonesty,” <i>Frontiers in Behavioral Economics</i>, vol. 4, Art. no. 1645749, 2025, doi: <a href=\"https://doi.org/10.3389/frbhe.2025.1645749\">10.3389/frbhe.2025.1645749</a>.","ama":"Protte M, Mir Djawadi B. Human vs. algorithmic auditors: the impact of entity type and ambiguity on human dishonesty. <i>Frontiers in Behavioral Economics</i>. 2025;4. doi:<a href=\"https://doi.org/10.3389/frbhe.2025.1645749\">10.3389/frbhe.2025.1645749</a>"},"year":"2025"},{"citation":{"apa":"Mir Djawadi, B., Plaß, S., &#38; Loer, S. (2025). “I don’t believe that you believe what I believe”: an experiment on misperceptions of social norms and whistleblowing. <i>European Economic Review</i>, <i>180</i>, Article 105189. <a href=\"https://doi.org/10.1016/j.euroecorev.2025.105189\">https://doi.org/10.1016/j.euroecorev.2025.105189</a>","bibtex":"@article{Mir Djawadi_Plaß_Loer_2025, title={“I don’t believe that you believe what I believe”: an experiment on misperceptions of social norms and whistleblowing}, volume={180}, DOI={<a href=\"https://doi.org/10.1016/j.euroecorev.2025.105189\">10.1016/j.euroecorev.2025.105189</a>}, number={105189}, journal={European Economic Review}, publisher={Elsevier BV}, author={Mir Djawadi, Behnud and Plaß, Sabrina and Loer, Sabrina}, year={2025} }","short":"B. Mir Djawadi, S. Plaß, S. Loer, European Economic Review 180 (2025).","mla":"Mir Djawadi, Behnud, et al. “‘I Don’t Believe That You Believe What I Believe’: An Experiment on Misperceptions of Social Norms and Whistleblowing.” <i>European Economic Review</i>, vol. 180, 105189, Elsevier BV, 2025, doi:<a href=\"https://doi.org/10.1016/j.euroecorev.2025.105189\">10.1016/j.euroecorev.2025.105189</a>.","ieee":"B. Mir Djawadi, S. Plaß, and S. Loer, “‘I don’t believe that you believe what I believe’: an experiment on misperceptions of social norms and whistleblowing,” <i>European Economic Review</i>, vol. 180, Art. no. 105189, 2025, doi: <a href=\"https://doi.org/10.1016/j.euroecorev.2025.105189\">10.1016/j.euroecorev.2025.105189</a>.","chicago":"Mir Djawadi, Behnud, Sabrina Plaß, and Sabrina Loer. “‘I Don’t Believe That You Believe What I Believe’: An Experiment on Misperceptions of Social Norms and Whistleblowing.” <i>European Economic Review</i> 180 (2025). <a href=\"https://doi.org/10.1016/j.euroecorev.2025.105189\">https://doi.org/10.1016/j.euroecorev.2025.105189</a>.","ama":"Mir Djawadi B, Plaß S, Loer S. “I don’t believe that you believe what I believe”: an experiment on misperceptions of social norms and whistleblowing. <i>European Economic Review</i>. 2025;180. doi:<a href=\"https://doi.org/10.1016/j.euroecorev.2025.105189\">10.1016/j.euroecorev.2025.105189</a>"},"intvolume":"       180","year":"2025","publication_status":"published","publication_identifier":{"issn":["0014-2921"]},"doi":"10.1016/j.euroecorev.2025.105189","title":"“I don’t believe that you believe what I believe”: an experiment on misperceptions of social norms and whistleblowing","date_created":"2026-02-06T13:49:41Z","author":[{"first_name":"Behnud","full_name":"Mir Djawadi, Behnud","id":"26032","orcid":"0000-0002-6271-5912","last_name":"Mir Djawadi"},{"first_name":"Sabrina","full_name":"Plaß, Sabrina","id":"34502","last_name":"Plaß"},{"first_name":"Sabrina","id":"38794","full_name":"Loer, Sabrina","last_name":"Loer"}],"volume":180,"publisher":"Elsevier BV","date_updated":"2026-03-27T16:06:34Z","status":"public","type":"journal_article","publication":"European Economic Review","language":[{"iso":"eng"}],"article_number":"105189","user_id":"26032","department":[{"_id":"179"}],"_id":"63908"},{"type":"journal_article","publication":"SSRN Electronic Journal","status":"public","_id":"63911","user_id":"26032","department":[{"_id":"179"}],"language":[{"iso":"eng"}],"publication_status":"published","year":"2025","citation":{"chicago":"Mir Djawadi, Behnud, Sabrina Plaß, and Sabrina Loer. “Social Information Interventions under Competing Norms: Evidence from a Whistleblowing Experiment.” <i>SSRN Electronic Journal</i>, 2025. <a href=\"http://dx.doi.org/10.2139/ssrn.5345248\">http://dx.doi.org/10.2139/ssrn.5345248</a>.","ieee":"B. Mir Djawadi, S. Plaß, and S. Loer, “Social Information Interventions under Competing Norms: Evidence from a Whistleblowing Experiment,” <i>SSRN Electronic Journal</i>, 2025, doi: <a href=\"http://dx.doi.org/10.2139/ssrn.5345248\">http://dx.doi.org/10.2139/ssrn.5345248</a>.","ama":"Mir Djawadi B, Plaß S, Loer S. Social Information Interventions under Competing Norms: Evidence from a Whistleblowing Experiment. <i>SSRN Electronic Journal</i>. Published online 2025. doi:<a href=\"http://dx.doi.org/10.2139/ssrn.5345248\">http://dx.doi.org/10.2139/ssrn.5345248</a>","apa":"Mir Djawadi, B., Plaß, S., &#38; Loer, S. (2025). Social Information Interventions under Competing Norms: Evidence from a Whistleblowing Experiment. <i>SSRN Electronic Journal</i>. <a href=\"http://dx.doi.org/10.2139/ssrn.5345248\">http://dx.doi.org/10.2139/ssrn.5345248</a>","bibtex":"@article{Mir Djawadi_Plaß_Loer_2025, title={Social Information Interventions under Competing Norms: Evidence from a Whistleblowing Experiment}, DOI={<a href=\"http://dx.doi.org/10.2139/ssrn.5345248\">http://dx.doi.org/10.2139/ssrn.5345248</a>}, journal={SSRN Electronic Journal}, publisher={Elsevier BV}, author={Mir Djawadi, Behnud and Plaß, Sabrina and Loer, Sabrina}, year={2025} }","mla":"Mir Djawadi, Behnud, et al. “Social Information Interventions under Competing Norms: Evidence from a Whistleblowing Experiment.” <i>SSRN Electronic Journal</i>, Elsevier BV, 2025, doi:<a href=\"http://dx.doi.org/10.2139/ssrn.5345248\">http://dx.doi.org/10.2139/ssrn.5345248</a>.","short":"B. Mir Djawadi, S. Plaß, S. Loer, SSRN Electronic Journal (2025)."},"date_updated":"2026-03-27T21:51:21Z","publisher":"Elsevier BV","author":[{"first_name":"Behnud","full_name":"Mir Djawadi, Behnud","id":"26032","last_name":"Mir Djawadi","orcid":"0000-0002-6271-5912"},{"last_name":"Plaß","full_name":"Plaß, Sabrina","id":"34502","first_name":"Sabrina"},{"first_name":"Sabrina","id":"38794","full_name":"Loer, Sabrina","last_name":"Loer"}],"date_created":"2026-02-06T13:54:00Z","title":"Social Information Interventions under Competing Norms: Evidence from a Whistleblowing Experiment","doi":"http://dx.doi.org/10.2139/ssrn.5345248"}]