---
_id: '65182'
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>
author:
- first_name: Dirk
  full_name: van Straaten, Dirk
  id: '10311'
  last_name: van Straaten
- first_name: Behnud
  full_name: Mir Djawadi, Behnud
  id: '26032'
  last_name: Mir Djawadi
  orcid: 0000-0002-6271-5912
- first_name: Vitalik
  full_name: Melnikov, Vitalik
  id: '58747'
  last_name: Melnikov
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: René
  full_name: Fahr, René
  id: '111'
  last_name: Fahr
citation:
  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>
  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>
  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} }'
  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>.
  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>.'
  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>.
  short: D. van Straaten, B. Mir Djawadi, V. Melnikov, E. Hüllermeier, R. Fahr, SSRN
    Electronic Journal (2026).
date_created: 2026-03-27T16:21:55Z
date_updated: 2026-03-27T21:55:03Z
department:
- _id: '179'
doi: http://dx.doi.org/10.2139/ssrn.6201258
language:
- iso: eng
publication: SSRN Electronic Journal
publication_status: published
publisher: Elsevier BV
status: public
title: Aggregation Processes in Customer Rating Systems - Insights from an Economic
  Decision Experiment
type: journal_article
user_id: '26032'
year: '2026'
...
---
_id: '65181'
abstract:
- lang: eng
  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>
author:
- first_name: Klaus
  full_name: Abbink, Klaus
  last_name: Abbink
- first_name: Behnud
  full_name: Mir Djawadi, Behnud
  id: '26032'
  last_name: Mir Djawadi
  orcid: 0000-0002-6271-5912
citation:
  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>'
  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>'
  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} }'
  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>.'
  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>.'
  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>.'
  short: K. Abbink, B. Mir Djawadi, SSRN Electronic Journal (2026).
date_created: 2026-03-27T16:21:06Z
date_updated: 2026-03-27T21:39:58Z
department:
- _id: '179'
doi: http://dx.doi.org/10.2139/ssrn.6343618
language:
- iso: eng
publication: SSRN Electronic Journal
publication_status: published
publisher: Elsevier BV
status: public
title: 'Migration and Long-Term Demographic Change: Can We Control the Numbers?'
type: journal_article
user_id: '26032'
year: '2026'
...
---
_id: '63910'
author:
- first_name: Behnud
  full_name: Mir Djawadi, Behnud
  id: '26032'
  last_name: Mir Djawadi
  orcid: 0000-0002-6271-5912
citation:
  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>
  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} }'
  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>.'
  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>.
  short: B. Mir Djawadi, SSRN Electronic Journal (2026).
date_created: 2026-02-06T13:53:22Z
date_updated: 2026-03-27T21:43:56Z
department:
- _id: '179'
doi: http://dx.doi.org/10.2139/ssrn.6121987
language:
- iso: eng
publication: SSRN Electronic Journal
publication_status: published
publisher: Elsevier BV
status: public
title: Dishonesty of Parents and Children – Evidence from a Field Experiment
type: journal_article
user_id: '26032'
year: '2026'
...
---
_id: '63585'
author:
- first_name: Benedikt
  full_name: Alberternst, Benedikt
  last_name: Alberternst
- first_name: Lena
  full_name: Steinhoff, Lena
  id: '4336'
  last_name: Steinhoff
- first_name: David M
  full_name: Woisetschläger, David M
  last_name: Woisetschläger
citation:
  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.'
  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} }'
  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.'
  ieee: 'B. Alberternst, L. Steinhoff, and D. M. Woisetschläger, “Responsible Loyalty
    Programs: How Redemptions for a Cause Impact Customer Loyalty,” 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.'
date_created: 2026-01-13T09:47:03Z
date_updated: 2026-01-13T09:47:17Z
department:
- _id: '733'
language:
- iso: eng
place: Phoenix
publication: 2025 AMA Winter Academic Conference Proceedings
status: public
title: 'Responsible Loyalty Programs: How Redemptions for a Cause Impact Customer
  Loyalty'
type: conference
user_id: '102525'
year: '2025'
...
---
_id: '63584'
author:
- first_name: Carina
  full_name: Witte, Carina
  id: '23755'
  last_name: Witte
- first_name: Lena
  full_name: Steinhoff, Lena
  id: '4336'
  last_name: Steinhoff
citation:
  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>.'
  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} }'
  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.'
  ieee: 'C. Witte and L. Steinhoff, “Unlocking Spiritual Value: Magical Experiences
    of Commercial Services,” 2025.'
  mla: 'Witte, Carina, and Lena Steinhoff. “Unlocking Spiritual Value: Magical Experiences
    of Commercial Services.” <i>2025 AMA Winter Academic Conference Proceedings</i>,
    2025.'
  short: 'C. Witte, L. Steinhoff, in: 2025 AMA Winter Academic Conference Proceedings,
    Phoenix, 2025.'
date_created: 2026-01-13T09:43:47Z
date_updated: 2026-01-13T09:44:02Z
department:
- _id: '733'
language:
- iso: eng
place: Phoenix
publication: 2025 AMA Winter Academic Conference Proceedings
status: public
title: 'Unlocking Spiritual Value: Magical Experiences of Commercial Services'
type: conference
user_id: '102525'
year: '2025'
...
---
_id: '63596'
abstract:
- lang: eng
  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>"
author:
- first_name: Verena
  full_name: Dondorf, Verena
  last_name: Dondorf
- first_name: Elena
  full_name: Lebedeva, Elena
  last_name: Lebedeva
- first_name: Kirsten
  full_name: Thommes, Kirsten
  id: '72497'
  last_name: Thommes
- first_name: Roman
  full_name: Dumitrescu, Roman
  last_name: Dumitrescu
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>
  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>
  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} }'
  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>.
  ieee: V. Dondorf, E. Lebedeva, K. Thommes, and R. Dumitrescu, <i>Evolution von KI
    in der industriellen Arbeitswelt</i>. Kompetenzzentrum Arbeitswelt.Plus, 2025.
  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.
date_created: 2026-01-13T13:46:38Z
date_updated: 2026-01-13T13:47:28Z
department:
- _id: '178'
- _id: '184'
doi: 10.55594/baey2442
language:
- iso: eng
project:
- _id: '810'
  name: arbeitswelt + - KI für die Arbeitswelt des industriellen Mittelstands
publication_status: published
publisher: Kompetenzzentrum Arbeitswelt.Plus
status: public
title: Evolution von KI in der industriellen Arbeitswelt
type: report
user_id: '72497'
year: '2025'
...
---
_id: '63782'
abstract:
- lang: eng
  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.'
author:
- first_name: Robin
  full_name: Bodenberger, Robin
  last_name: Bodenberger
- first_name: Kirsten
  full_name: Thommes, Kirsten
  id: '72497'
  last_name: Thommes
citation:
  ama: Bodenberger R, Thommes K. Words or Numbers? How Framing Uncertainties Affects
    Risk Assessment and Decision-Making. Published online 2025.
  apa: Bodenberger, R., &#38; Thommes, K. (2025). <i>Words or Numbers? How Framing
    Uncertainties Affects Risk Assessment and Decision-Making</i>.
  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.
  mla: Bodenberger, Robin, and Kirsten Thommes. <i>Words or Numbers? How Framing Uncertainties
    Affects Risk Assessment and Decision-Making</i>. 2025.
  short: R. Bodenberger, K. Thommes, (2025).
date_created: 2026-01-28T09:52:39Z
date_updated: 2026-01-28T09:53:52Z
department:
- _id: '178'
- _id: '184'
language:
- iso: eng
status: public
title: Words or Numbers? How Framing Uncertainties Affects Risk Assessment and Decision-Making
type: preprint
user_id: '72497'
year: '2025'
...
---
_id: '63783'
author:
- first_name: Kirsten
  full_name: Thommes, Kirsten
  id: '72497'
  last_name: Thommes
- first_name: Miro
  full_name: Mehic, Miro
  id: '56915'
  last_name: Mehic
citation:
  ama: Thommes K, Mehic M. Foreign Language Use, Attribution Error, and Newcomer Integration.
    Published online 2025.
  apa: Thommes, K., &#38; Mehic, M. (2025). <i>Foreign Language Use, Attribution Error,
    and Newcomer Integration</i>. Elsevier BV.
  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} }'
  chicago: Thommes, Kirsten, and Miro Mehic. “Foreign Language Use, Attribution Error,
    and Newcomer Integration.” Elsevier BV, 2025.
  ieee: K. Thommes and M. Mehic, “Foreign Language Use, Attribution Error, and Newcomer
    Integration.” Elsevier BV, 2025.
  mla: Thommes, Kirsten, and Miro Mehic. <i>Foreign Language Use, Attribution Error,
    and Newcomer Integration</i>. Elsevier BV, 2025.
  short: K. Thommes, M. Mehic, (2025).
date_created: 2026-01-28T09:54:44Z
date_updated: 2026-01-28T09:54:54Z
department:
- _id: '178'
- _id: '184'
language:
- iso: eng
publication_status: published
publisher: Elsevier BV
status: public
title: Foreign Language Use, Attribution Error, and Newcomer Integration
type: preprint
user_id: '72497'
year: '2025'
...
---
_id: '58939'
author:
- first_name: Jaroslaw
  full_name: Kornowicz, Jaroslaw
  id: '44029'
  last_name: Kornowicz
  orcid: 0000-0002-5654-9911
- first_name: Kirsten
  full_name: Thommes, Kirsten
  id: '72497'
  last_name: Thommes
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>
  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>
  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}
    }'
  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>.'
  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).
date_created: 2025-03-08T12:09:50Z
date_updated: 2025-03-14T19:24:56Z
department:
- _id: '178'
- _id: '184'
doi: 10.1371/journal.pone.0318874
language:
- iso: eng
project:
- _id: '125'
  name: 'TRR 318 - C2: TRR 318 - Subproject C2'
publication: Plos One
status: public
title: Algorithm, expert, or both? Evaluating the role of feature selection methods
  on user preferences and reliance
type: journal_article
user_id: '72497'
year: '2025'
...
---
_id: '60280'
author:
- first_name: Julian
  full_name: Heinovski, Julian
  last_name: Heinovski
- first_name: Doǧanalp
  full_name: Ergenç, Doǧanalp
  last_name: Ergenç
- first_name: Kirsten
  full_name: Thommes, Kirsten
  id: '72497'
  last_name: Thommes
- first_name: Falko
  full_name: Dressler, Falko
  last_name: Dressler
citation:
  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>'
  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>'
  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}
    }'
  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>.'
  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>.'
  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.
date_created: 2025-06-18T07:58:33Z
date_updated: 2025-06-18T07:59:07Z
department:
- _id: '178'
- _id: '184'
doi: 10.1109/ojits.2025.3580464
language:
- iso: eng
page: 1-1
publication: IEEE Open Journal of Intelligent Transportation Systems
publication_identifier:
  issn:
  - 2687-7813
publication_status: published
publisher: Institute of Electrical and Electronics Engineers (IEEE)
status: public
title: 'Incentive-Based Platoon Formation: Optimizing the Personal Benefit for Drivers'
type: journal_article
user_id: '72497'
year: '2025'
...
---
_id: '60292'
abstract:
- lang: ger
  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.
author:
- first_name: Thorsten Fabian
  full_name: Auer, Thorsten Fabian
  id: '49071'
  last_name: Auer
citation:
  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>'
  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>'
  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} }'
  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>.'
  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.'
  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>.'
  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.'
date_created: 2025-06-20T22:12:30Z
date_updated: 2025-06-20T22:14:04Z
department:
- _id: '178'
doi: 10.1007/978-3-658-47908-4_11
editor:
- first_name: Carla
  full_name: Bohndick, Carla
  last_name: Bohndick
- first_name: Robert
  full_name: Kordts, Robert
  last_name: Kordts
- first_name: Jonas
  full_name: Leschke, Jonas
  last_name: Leschke
- first_name: Nerea
  full_name: Vöing, Nerea
  last_name: Vöing
extern: '1'
language:
- iso: ger
page: 65-69
place: Wiesbaden
publication: 'Scholarship of Teaching and Learning und disziplinäre Forschung: Eine
  komplexe Beziehung'
publication_identifier:
  eisbn:
  - 978-3-658-47908-4
  isbn:
  - 978-3-658-47907-7
publication_status: published
publisher: Springer VS
series_title: Doing Higher Education
status: public
title: 'SoTL und Forschung in den Sozialwissenschaften: Der experimentelle Ansatz
  in SoTL'
type: book_chapter
user_id: '49071'
year: '2025'
...
---
_id: '61137'
abstract:
- lang: eng
  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.
author:
- first_name: Jaroslaw
  full_name: Kornowicz, Jaroslaw
  id: '44029'
  last_name: Kornowicz
  orcid: 0000-0002-5654-9911
- first_name: Maurice
  full_name: Pape, Maurice
  last_name: Pape
- first_name: Kirsten
  full_name: Thommes, Kirsten
  id: '72497'
  last_name: Thommes
citation:
  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>
  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>
  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} }'
  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>.
  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>.'
  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>.
  short: J. Kornowicz, M. Pape, K. Thommes, Arxiv (2025).
date_created: 2025-09-05T06:42:48Z
date_updated: 2025-09-05T06:45:01Z
department:
- _id: '178'
- _id: '184'
doi: 10.48550/ARXIV.2509.04241
language:
- iso: eng
project:
- _id: '125'
  name: TRR 318 - Subproject C2
publication: Arxiv
status: public
title: Would I regret being different? The influence of social norms on attitudes
  toward AI usage
type: journal_article
user_id: '72497'
year: '2025'
...
---
_id: '61377'
author:
- first_name: Martin
  full_name: Schneider, Martin
  id: '471'
  last_name: Schneider
  orcid: https://orcid.org/0000-0002-6961-3716
- first_name: Paul
  full_name: Hemsen, Paul
  last_name: Hemsen
- first_name: Dennis
  full_name: Kundisch, Dennis
  id: '21117'
  last_name: Kundisch
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>
  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>
  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} }'
  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>
  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.
  short: M. Schneider, P. Hemsen, D. Kundisch, Management Revue - Socio-Economic Studies,
    Special Issue “Digital Transformation of Work”. (n.d.).
date_created: 2025-09-19T07:47:14Z
date_updated: 2025-09-19T07:48:49Z
department:
- _id: '276'
- _id: '185'
language:
- iso: eng
publication: management revue - Socio-Economic Studies, Special Issue “Digital Transformation
  of Work”.
publication_status: accepted
publisher: Nomos Verlag
status: public
title: 'Who are the Actively Participating Crowdworkers? A Qualitative Comparative
  Analysis of a German Text Creation PlatformSocio-Economic Studies, '
type: journal_article
user_id: '16205'
year: '2025'
...
---
_id: '61820'
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>"
author:
- first_name: Stefan
  full_name: Heid, Stefan
  id: '39640'
  last_name: Heid
  orcid: 0000-0002-9461-7372
- first_name: Jaroslaw
  full_name: Kornowicz, Jaroslaw
  id: '44029'
  last_name: Kornowicz
  orcid: 0000-0002-5654-9911
- first_name: Jonas
  full_name: Hanselle, Jonas
  last_name: Hanselle
- first_name: Kirsten
  full_name: Thommes, Kirsten
  id: '72497'
  last_name: Thommes
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  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>'
  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>'
  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} }'
  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>.'
  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.'
  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.'
date_created: 2025-10-13T13:34:36Z
date_updated: 2025-10-13T13:35:11Z
department:
- _id: '178'
- _id: '184'
doi: 10.1007/978-3-032-08327-2_6
language:
- iso: eng
place: Cham
project:
- _id: '125'
  name: TRR 318 - Subproject C2
publication: Communications in Computer and Information Science
publication_identifier:
  isbn:
  - '9783032083265'
  - '9783032083272'
  issn:
  - 1865-0929
  - 1865-0937
publication_status: published
publisher: Springer Nature Switzerland
status: public
title: 'MSL: Multi-class Scoring Lists for Interpretable Incremental Decision-Making'
type: book_chapter
user_id: '72497'
year: '2025'
...
---
_id: '61819'
author:
- first_name: Jörg
  full_name: Papenkordt, Jörg
  id: '44648'
  last_name: Papenkordt
- first_name: Axel-Cyrille
  full_name: Ngonga Ngomo, Axel-Cyrille
  id: '65716'
  last_name: Ngonga Ngomo
- first_name: Kirsten
  full_name: Thommes, Kirsten
  id: '72497'
  last_name: Thommes
citation:
  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>
  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} }'
  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>.'
  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>.
  short: J. Papenkordt, A.-C. Ngonga Ngomo, K. Thommes, Behaviour &#38;amp; Information
    Technology (2025) 1–22.
date_created: 2025-10-13T13:33:14Z
date_updated: 2025-10-14T06:12:07Z
department:
- _id: '178'
- _id: '184'
doi: 10.1080/0144929x.2025.2568928
language:
- iso: eng
page: 1-22
project:
- _id: '113'
  name: TRR 318 - Subproject A3
- _id: '810'
  name: arbeitswelt + - KI für die Arbeitswelt des industriellen Mittelstands
publication: Behaviour &amp; Information Technology
publication_identifier:
  issn:
  - 0144-929X
  - 1362-3001
publication_status: published
publisher: Informa UK Limited
status: public
title: Are numerical or verbal explanations of AI the key to appropriate user reliance
  and error detection?
type: journal_article
user_id: '72497'
year: '2025'
...
---
_id: '61877'
abstract:
- lang: eng
  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>"
author:
- first_name: Olesja
  full_name: Lammert, Olesja
  id: '47384'
  last_name: Lammert
  orcid: 0000-0001-8201-5166
citation:
  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>'
  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>
  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} }'
  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.'
  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>.
  short: 'O. Lammert, in: Communications in Computer and Information Science, Springer
    Nature Switzerland, Cham, 2025.'
date_created: 2025-10-20T06:29:19Z
date_updated: 2025-10-20T06:29:44Z
department:
- _id: '178'
- _id: '184'
doi: 10.1007/978-3-032-08333-3_11
language:
- iso: eng
place: Cham
project:
- _id: '113'
  name: TRR 318 - Subproject A3
publication: Communications in Computer and Information Science
publication_identifier:
  isbn:
  - '9783032083326'
  - '9783032083333'
  issn:
  - 1865-0929
  - 1865-0937
publication_status: published
publisher: Springer Nature Switzerland
status: public
title: Can AI Regulate Your Emotions? An Empirical Investigation of the Influence
  of AI Explanations and Emotion Regulation on Human Decision-Making Factors
type: book_chapter
user_id: '72497'
year: '2025'
...
---
_id: '62213'
author:
- first_name: Jaroslaw
  full_name: Kornowicz, Jaroslaw
  id: '44029'
  last_name: Kornowicz
  orcid: 0000-0002-5654-9911
citation:
  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>
  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>
  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} }'
  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>.'
  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>.
  short: J. Kornowicz, International Journal of Human–Computer Interaction (2025)
    1–19.
date_created: 2025-11-17T12:27:42Z
date_updated: 2025-11-17T12:28:12Z
department:
- _id: '178'
- _id: '184'
doi: 10.1080/10447318.2025.2581260
language:
- iso: eng
page: 1-19
project:
- _id: '125'
  name: TRR 318 - Subproject C2
publication: International Journal of Human–Computer Interaction
publication_identifier:
  issn:
  - 1044-7318
  - 1532-7590
publication_status: published
publisher: Informa UK Limited
status: public
title: An Empirical Examination of the Evaluative AI Framework
type: journal_article
user_id: '72497'
year: '2025'
...
---
_id: '63908'
article_number: '105189'
author:
- first_name: Behnud
  full_name: Mir Djawadi, Behnud
  id: '26032'
  last_name: Mir Djawadi
  orcid: 0000-0002-6271-5912
- first_name: Sabrina
  full_name: Plaß, Sabrina
  id: '34502'
  last_name: Plaß
- first_name: Sabrina
  full_name: Loer, Sabrina
  id: '38794'
  last_name: Loer
citation:
  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>'
  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}
    }'
  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>.'
  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>.'
  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>.'
  short: B. Mir Djawadi, S. Plaß, S. Loer, European Economic Review 180 (2025).
date_created: 2026-02-06T13:49:41Z
date_updated: 2026-03-27T16:06:34Z
department:
- _id: '179'
doi: 10.1016/j.euroecorev.2025.105189
intvolume: '       180'
language:
- iso: eng
publication: European Economic Review
publication_identifier:
  issn:
  - 0014-2921
publication_status: published
publisher: Elsevier BV
status: public
title: '“I don’t believe that you believe what I believe”: an experiment on misperceptions
  of social norms and whistleblowing'
type: journal_article
user_id: '26032'
volume: 180
year: '2025'
...
---
_id: '63911'
author:
- first_name: Behnud
  full_name: Mir Djawadi, Behnud
  id: '26032'
  last_name: Mir Djawadi
  orcid: 0000-0002-6271-5912
- first_name: Sabrina
  full_name: Plaß, Sabrina
  id: '34502'
  last_name: Plaß
- first_name: Sabrina
  full_name: Loer, Sabrina
  id: '38794'
  last_name: Loer
citation:
  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} }'
  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>.'
  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_created: 2026-02-06T13:54:00Z
date_updated: 2026-03-27T21:51:21Z
department:
- _id: '179'
doi: http://dx.doi.org/10.2139/ssrn.5345248
language:
- iso: eng
publication: SSRN Electronic Journal
publication_status: published
publisher: Elsevier BV
status: public
title: 'Social Information Interventions under Competing Norms: Evidence from a Whistleblowing
  Experiment'
type: journal_article
user_id: '26032'
year: '2025'
...
---
_id: '63912'
author:
- first_name: Behnud
  full_name: Mir Djawadi, Behnud
  id: '26032'
  last_name: Mir Djawadi
  orcid: 0000-0002-6271-5912
- first_name: Lisa
  full_name: Wester, Lisa
  last_name: Wester
citation:
  ama: Mir Djawadi B, Wester L. Social Interaction and Feedback-Giving Behavior in
    the Sharing Economy - An Experimental Analysis. <i>SSRN Electronic Journal</i>.
    Published online 2025. doi:<a href="https://dx.doi.org/10.2139/ssrn.5345248">https://dx.doi.org/10.2139/ssrn.5345248</a>
  apa: Mir Djawadi, B., &#38; Wester, L. (2025). Social Interaction and Feedback-Giving
    Behavior in the Sharing Economy - An Experimental Analysis. <i>SSRN Electronic
    Journal</i>. <a href="https://dx.doi.org/10.2139/ssrn.5345248">https://dx.doi.org/10.2139/ssrn.5345248</a>
  bibtex: '@article{Mir Djawadi_Wester_2025, title={Social Interaction and Feedback-Giving
    Behavior in the Sharing Economy - An Experimental Analysis}, DOI={<a href="https://dx.doi.org/10.2139/ssrn.5345248">https://dx.doi.org/10.2139/ssrn.5345248</a>},
    journal={SSRN Electronic Journal}, publisher={Elsevier BV}, author={Mir Djawadi,
    Behnud and Wester, Lisa}, year={2025} }'
  chicago: Mir Djawadi, Behnud, and Lisa Wester. “Social Interaction and Feedback-Giving
    Behavior in the Sharing Economy - An Experimental Analysis.” <i>SSRN Electronic
    Journal</i>, 2025. <a href="https://dx.doi.org/10.2139/ssrn.5345248">https://dx.doi.org/10.2139/ssrn.5345248</a>.
  ieee: 'B. Mir Djawadi and L. Wester, “Social Interaction and Feedback-Giving Behavior
    in the Sharing Economy - An Experimental Analysis,” <i>SSRN Electronic Journal</i>,
    2025, doi: <a href="https://dx.doi.org/10.2139/ssrn.5345248">https://dx.doi.org/10.2139/ssrn.5345248</a>.'
  mla: Mir Djawadi, Behnud, and Lisa Wester. “Social Interaction and Feedback-Giving
    Behavior in the Sharing Economy - An Experimental Analysis.” <i>SSRN Electronic
    Journal</i>, Elsevier BV, 2025, doi:<a href="https://dx.doi.org/10.2139/ssrn.5345248">https://dx.doi.org/10.2139/ssrn.5345248</a>.
  short: B. Mir Djawadi, L. Wester, SSRN Electronic Journal (2025).
date_created: 2026-02-06T13:54:45Z
date_updated: 2026-03-28T10:14:10Z
department:
- _id: '179'
doi: https://dx.doi.org/10.2139/ssrn.5345248
language:
- iso: eng
publication: SSRN Electronic Journal
publication_status: published
publisher: Elsevier BV
status: public
title: Social Interaction and Feedback-Giving Behavior in the Sharing Economy - An
  Experimental Analysis
type: journal_article
user_id: '26032'
year: '2025'
...
