---
_id: '65091'
abstract:
- lang: eng
text: "Abstract\r\n This chapter
examines key challenges and potential improvements in the areas of user interaction
and dynamic explanations. It highlights the need for XAI systems to address context
factors beyond their predefined scope, it points to the potential need to cocreate
new concepts that are adapted to particular explainees, and it provides a clear
overview of the XAI system’s underlying knowledge structure and interaction steps.
Emphasis is placed on mixed-initiative interaction in which the system can lead
or respond based on the context and the explainee’s reactions while asserting
the importance of maintaining coherence across consecutive explanations. These
advances aim to make XAI systems more flexible, interactive, and user-centric.
An operationalization section outlines how such social XAI systems could be implemented
based on the XAI capabilities provided by the Contextual Importance and Utility
XAI method described in the previous chapter."
author:
- first_name: Kary
full_name: Främling, Kary
last_name: Främling
- first_name: Britta
full_name: Wrede, Britta
last_name: Wrede
- first_name: Kirsten
full_name: Thommes, Kirsten
id: '72497'
last_name: Thommes
citation:
ama: 'Främling K, Wrede B, Thommes K. Exploration of Explaining Content. In: Social
Explainable AI. Springer Nature Singapore; 2026. doi:10.1007/978-981-96-5290-7_16'
apa: Främling, K., Wrede, B., & Thommes, K. (2026). Exploration of Explaining
Content. In Social Explainable AI. Springer Nature Singapore. https://doi.org/10.1007/978-981-96-5290-7_16
bibtex: '@inbook{Främling_Wrede_Thommes_2026, place={Singapore}, title={Exploration
of Explaining Content}, DOI={10.1007/978-981-96-5290-7_16},
booktitle={Social Explainable AI}, publisher={Springer Nature Singapore}, author={Främling,
Kary and Wrede, Britta and Thommes, Kirsten}, year={2026} }'
chicago: 'Främling, Kary, Britta Wrede, and Kirsten Thommes. “Exploration of Explaining
Content.” In Social Explainable AI. Singapore: Springer Nature Singapore,
2026. https://doi.org/10.1007/978-981-96-5290-7_16.'
ieee: 'K. Främling, B. Wrede, and K. Thommes, “Exploration of Explaining Content,”
in Social Explainable AI, Singapore: Springer Nature Singapore, 2026.'
mla: Främling, Kary, et al. “Exploration of Explaining Content.” Social Explainable
AI, Springer Nature Singapore, 2026, doi:10.1007/978-981-96-5290-7_16.
short: 'K. Främling, B. Wrede, K. Thommes, in: Social Explainable AI, Springer Nature
Singapore, Singapore, 2026.'
date_created: 2026-03-23T08:52:18Z
date_updated: 2026-03-23T08:52:46Z
department:
- _id: '178'
- _id: '184'
doi: 10.1007/978-981-96-5290-7_16
language:
- iso: eng
place: Singapore
project:
- _id: '113'
name: TRR 318 - Subproject A3
- _id: '125'
name: TRR 318 - Subproject C2
publication: Social Explainable AI
publication_identifier:
isbn:
- '9789819652891'
- '9789819652907'
publication_status: published
publisher: Springer Nature Singapore
status: public
title: Exploration of Explaining Content
type: book_chapter
user_id: '72497'
year: '2026'
...
---
_id: '65087'
abstract:
- lang: eng
text: "Abstract\r\n Much research
in XAI focuses on single, one-shot interactions, implicitly assuming that interactions
have no past, no future, and no surroundings. Although this assumption may be
necessary for many empirical research settings, it is overly simplifying and unrealistic.
Whereas empirical research focuses on a world in which no social context exists,
real applications are embedded in a temporal (past and future) and social context.
Social science research shows that repeated interactions and secondhand knowledge
in the social space massively affect human attitudes and behaviors. This chapter
explains how not only repeated interactions between XAI and humans but also the
social space and secondhand information may affect social XAI research."
author:
- first_name: Kirsten
full_name: Thommes, Kirsten
id: '72497'
last_name: Thommes
- first_name: Kary
full_name: Främling, Kary
last_name: Främling
- first_name: Britta
full_name: Wrede, Britta
last_name: Wrede
- first_name: Sylvain
full_name: Kubler, Sylvain
last_name: Kubler
citation:
ama: 'Thommes K, Främling K, Wrede B, Kubler S. Interaction History in Social XAI.
In: Social Explainable AI. Springer Nature Singapore; 2026. doi:10.1007/978-981-96-5290-7_17'
apa: Thommes, K., Främling, K., Wrede, B., & Kubler, S. (2026). Interaction
History in Social XAI. In Social Explainable AI. Springer Nature Singapore.
https://doi.org/10.1007/978-981-96-5290-7_17
bibtex: '@inbook{Thommes_Främling_Wrede_Kubler_2026, place={Singapore}, title={Interaction
History in Social XAI}, DOI={10.1007/978-981-96-5290-7_17},
booktitle={Social Explainable AI}, publisher={Springer Nature Singapore}, author={Thommes,
Kirsten and Främling, Kary and Wrede, Britta and Kubler, Sylvain}, year={2026}
}'
chicago: 'Thommes, Kirsten, Kary Främling, Britta Wrede, and Sylvain Kubler. “Interaction
History in Social XAI.” In Social Explainable AI. Singapore: Springer Nature
Singapore, 2026. https://doi.org/10.1007/978-981-96-5290-7_17.'
ieee: 'K. Thommes, K. Främling, B. Wrede, and S. Kubler, “Interaction History in
Social XAI,” in Social Explainable AI, Singapore: Springer Nature Singapore,
2026.'
mla: Thommes, Kirsten, et al. “Interaction History in Social XAI.” Social Explainable
AI, Springer Nature Singapore, 2026, doi:10.1007/978-981-96-5290-7_17.
short: 'K. Thommes, K. Främling, B. Wrede, S. Kubler, in: Social Explainable AI,
Springer Nature Singapore, Singapore, 2026.'
date_created: 2026-03-23T08:43:50Z
date_updated: 2026-03-23T08:44:37Z
department:
- _id: '178'
- _id: '184'
doi: 10.1007/978-981-96-5290-7_17
language:
- iso: eng
place: Singapore
project:
- _id: '125'
name: TRR 318 - Subproject C2
- _id: '113'
name: TRR 318 - Subproject A3
publication: Social Explainable AI
publication_identifier:
isbn:
- '9789819652891'
- '9789819652907'
publication_status: published
publisher: Springer Nature Singapore
status: public
title: Interaction History in Social XAI
type: book_chapter
user_id: '72497'
year: '2026'
...
---
_id: '65089'
abstract:
- lang: eng
text: "Abstract\r\n In the past,
there has been much research aiming to evaluate XAI practices—that is, explanations
that can add to a user’s understanding of “why” or “why not.” However, because
there is such a huge amount of diversity in social contexts, optimizing for the
mean neglects the social dimensions of to whom, what, why, when, and where explanations
are provided. Nonetheless, these dimensions matter. We give some brief examples
on the accuracy of the mental model (as an example for who?), on measuring explanation
practices (as an example of what?), on human motivation (as an example of why?),
on repeated interactions (as an example of when), and on bystander effects (as
an example of where?). Importantly, controlling for these factors (or randomizing
them) is as important as attempting to perform external validations."
author:
- first_name: Kirsten
full_name: Thommes, Kirsten
id: '72497'
last_name: Thommes
citation:
ama: 'Thommes K. Evaluation Principles. In: Social Explainable AI. Springer
Nature Singapore; 2026. doi:10.1007/978-981-96-5290-7_26'
apa: Thommes, K. (2026). Evaluation Principles. In Social Explainable AI.
Springer Nature Singapore. https://doi.org/10.1007/978-981-96-5290-7_26
bibtex: '@inbook{Thommes_2026, place={Singapore}, title={Evaluation Principles},
DOI={10.1007/978-981-96-5290-7_26},
booktitle={Social Explainable AI}, publisher={Springer Nature Singapore}, author={Thommes,
Kirsten}, year={2026} }'
chicago: 'Thommes, Kirsten. “Evaluation Principles.” In Social Explainable AI.
Singapore: Springer Nature Singapore, 2026. https://doi.org/10.1007/978-981-96-5290-7_26.'
ieee: 'K. Thommes, “Evaluation Principles,” in Social Explainable AI, Singapore:
Springer Nature Singapore, 2026.'
mla: Thommes, Kirsten. “Evaluation Principles.” Social Explainable AI, Springer
Nature Singapore, 2026, doi:10.1007/978-981-96-5290-7_26.
short: 'K. Thommes, in: Social Explainable AI, Springer Nature Singapore, Singapore,
2026.'
date_created: 2026-03-23T08:47:10Z
date_updated: 2026-03-23T08:47:38Z
department:
- _id: '178'
- _id: '184'
doi: 10.1007/978-981-96-5290-7_26
language:
- iso: eng
place: Singapore
project:
- _id: '113'
name: TRR 318 - Subproject A3
- _id: '125'
name: TRR 318 - Subproject C2
publication: Social Explainable AI
publication_identifier:
isbn:
- '9789819652891'
- '9789819652907'
publication_status: published
publisher: Springer Nature Singapore
status: public
title: Evaluation Principles
type: book_chapter
user_id: '72497'
year: '2026'
...
---
_id: '65139'
author:
- first_name: Wael
full_name: Jabr, Wael
last_name: Jabr
- first_name: Dominik
full_name: Gutt, Dominik
last_name: Gutt
- first_name: Jürgen
full_name: Neumann, Jürgen
last_name: Neumann
- first_name: Dennis
full_name: Kundisch, Dennis
last_name: Kundisch
citation:
ama: Jabr W, Gutt D, Neumann J, Kundisch D. Updating at the Expense of Demand? The
Case of Platform Apps. Information Systems and e-Business Management.
apa: Jabr, W., Gutt, D., Neumann, J., & Kundisch, D. (n.d.). Updating at the
Expense of Demand? The Case of Platform Apps. Information Systems and E-Business
Management.
bibtex: '@article{Jabr_Gutt_Neumann_Kundisch, title={Updating at the Expense of
Demand? The Case of Platform Apps}, journal={Information Systems and e-Business
Management}, author={Jabr, Wael and Gutt, Dominik and Neumann, Jürgen and Kundisch,
Dennis} }'
chicago: Jabr, Wael, Dominik Gutt, Jürgen Neumann, and Dennis Kundisch. “Updating
at the Expense of Demand? The Case of Platform Apps.” Information Systems and
E-Business Management, n.d.
ieee: W. Jabr, D. Gutt, J. Neumann, and D. Kundisch, “Updating at the Expense of
Demand? The Case of Platform Apps,” Information Systems and e-Business Management.
mla: Jabr, Wael, et al. “Updating at the Expense of Demand? The Case of Platform
Apps.” Information Systems and E-Business Management.
short: W. Jabr, D. Gutt, J. Neumann, D. Kundisch, Information Systems and E-Business
Management (n.d.).
date_created: 2026-03-26T10:59:29Z
date_updated: 2026-03-26T11:01:03Z
department:
- _id: '276'
language:
- iso: eng
publication: Information Systems and e-Business Management
publication_status: accepted
status: public
title: Updating at the Expense of Demand? The Case of Platform Apps
type: journal_article
user_id: '16205'
year: '2026'
...
---
_id: '65105'
author:
- first_name: Philipp
full_name: zur Heiden, Philipp
id: '64394'
last_name: zur Heiden
- first_name: Haya
full_name: Halimeh, Haya
id: '87673'
last_name: Halimeh
- first_name: Philipp
full_name: Hansmeier, Philipp
id: '55603'
last_name: Hansmeier
- first_name: Christian
full_name: Vorbohle, Christian
id: '29951'
last_name: Vorbohle
- first_name: Maike
full_name: Althaus, Maike
id: '61896'
last_name: Althaus
- first_name: Daniel
full_name: Beverungen, Daniel
id: '59677'
last_name: Beverungen
- first_name: Dennis
full_name: Kundisch, Dennis
id: '21117'
last_name: Kundisch
- first_name: Oliver
full_name: Müller, Oliver
id: '72849'
last_name: Müller
citation:
ama: zur Heiden P, Halimeh H, Hansmeier P, et al. Data Spaces for Heterogeneous
Data Ecosystems – Findings from a Design Study in the Cultural Sector. Communications
of the Association for Information Systems.
apa: zur Heiden, P., Halimeh, H., Hansmeier, P., Vorbohle, C., Althaus, M., Beverungen,
D., Kundisch, D., & Müller, O. (n.d.). Data Spaces for Heterogeneous Data
Ecosystems – Findings from a Design Study in the Cultural Sector. Communications
of the Association for Information Systems.
bibtex: '@article{zur Heiden_Halimeh_Hansmeier_Vorbohle_Althaus_Beverungen_Kundisch_Müller,
title={Data Spaces for Heterogeneous Data Ecosystems – Findings from a Design
Study in the Cultural Sector}, journal={Communications of the Association for
Information Systems}, author={zur Heiden, Philipp and Halimeh, Haya and Hansmeier,
Philipp and Vorbohle, Christian and Althaus, Maike and Beverungen, Daniel and
Kundisch, Dennis and Müller, Oliver} }'
chicago: Heiden, Philipp zur, Haya Halimeh, Philipp Hansmeier, Christian Vorbohle,
Maike Althaus, Daniel Beverungen, Dennis Kundisch, and Oliver Müller. “Data Spaces
for Heterogeneous Data Ecosystems – Findings from a Design Study in the Cultural
Sector.” Communications of the Association for Information Systems, n.d.
ieee: P. zur Heiden et al., “Data Spaces for Heterogeneous Data Ecosystems
– Findings from a Design Study in the Cultural Sector,” Communications of the
Association for Information Systems.
mla: zur Heiden, Philipp, et al. “Data Spaces for Heterogeneous Data Ecosystems
– Findings from a Design Study in the Cultural Sector.” Communications of the
Association for Information Systems.
short: P. zur Heiden, H. Halimeh, P. Hansmeier, C. Vorbohle, M. Althaus, D. Beverungen,
D. Kundisch, O. Müller, Communications of the Association for Information Systems
(n.d.).
date_created: 2026-03-24T13:31:24Z
date_updated: 2026-03-27T08:24:49Z
department:
- _id: '276'
- _id: '526'
- _id: '196'
language:
- iso: eng
project:
- _id: '160'
name: 'DatenraumKultur: Use Case 1 - Kulturplattformen - Datenraum Kultur'
publication: Communications of the Association for Information Systems
publication_status: accepted
status: public
title: Data Spaces for Heterogeneous Data Ecosystems – Findings from a Design Study
in the Cultural Sector
type: journal_article
user_id: '16205'
year: '2026'
...
---
_id: '65182'
abstract:
- lang: eng
text: 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.
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.
SSRN Electronic Journal. Published online 2026. doi:http://dx.doi.org/10.2139/ssrn.6201258
apa: van Straaten, D., Mir Djawadi, B., Melnikov, V., Hüllermeier, E., & Fahr,
R. (2026). Aggregation Processes in Customer Rating Systems - Insights from an
Economic Decision Experiment. SSRN Electronic Journal. http://dx.doi.org/10.2139/ssrn.6201258
bibtex: '@article{van Straaten_Mir Djawadi_Melnikov_Hüllermeier_Fahr_2026, title={Aggregation
Processes in Customer Rating Systems - Insights from an Economic Decision Experiment},
DOI={http://dx.doi.org/10.2139/ssrn.6201258},
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.” SSRN Electronic Journal, 2026. http://dx.doi.org/10.2139/ssrn.6201258.
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,” SSRN Electronic Journal, 2026, doi: http://dx.doi.org/10.2139/ssrn.6201258.'
mla: van Straaten, Dirk, et al. “Aggregation Processes in Customer Rating Systems
- Insights from an Economic Decision Experiment.” SSRN Electronic Journal,
Elsevier BV, 2026, doi:http://dx.doi.org/10.2139/ssrn.6201258.
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: 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.
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? SSRN Electronic Journal. Published online 2026. doi:http://dx.doi.org/10.2139/ssrn.6343618'
apa: 'Abbink, K., & Mir Djawadi, B. (2026). Migration and Long-Term Demographic
Change: Can We Control the Numbers? SSRN Electronic Journal. http://dx.doi.org/10.2139/ssrn.6343618'
bibtex: '@article{Abbink_Mir Djawadi_2026, title={Migration and Long-Term Demographic
Change: Can We Control the Numbers?}, DOI={http://dx.doi.org/10.2139/ssrn.6343618},
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?” SSRN Electronic Journal, 2026. http://dx.doi.org/10.2139/ssrn.6343618.'
ieee: 'K. Abbink and B. Mir Djawadi, “Migration and Long-Term Demographic Change:
Can We Control the Numbers?,” SSRN Electronic Journal, 2026, doi: http://dx.doi.org/10.2139/ssrn.6343618.'
mla: 'Abbink, Klaus, and Behnud Mir Djawadi. “Migration and Long-Term Demographic
Change: Can We Control the Numbers?” SSRN Electronic Journal, Elsevier
BV, 2026, doi:http://dx.doi.org/10.2139/ssrn.6343618.'
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.
SSRN Electronic Journal. Published online 2026. doi:http://dx.doi.org/10.2139/ssrn.6121987
apa: Mir Djawadi, B. (2026). Dishonesty of Parents and Children – Evidence from
a Field Experiment. SSRN Electronic Journal. http://dx.doi.org/10.2139/ssrn.6121987
bibtex: '@article{Mir Djawadi_2026, title={Dishonesty of Parents and Children –
Evidence from a Field Experiment}, DOI={http://dx.doi.org/10.2139/ssrn.6121987},
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.” SSRN Electronic Journal, 2026. http://dx.doi.org/10.2139/ssrn.6121987.
ieee: 'B. Mir Djawadi, “Dishonesty of Parents and Children – Evidence from a Field
Experiment,” SSRN Electronic Journal, 2026, doi: http://dx.doi.org/10.2139/ssrn.6121987.'
mla: Mir Djawadi, Behnud. “Dishonesty of Parents and Children – Evidence from a
Field Experiment.” SSRN Electronic Journal, Elsevier BV, 2026, doi:http://dx.doi.org/10.2139/ssrn.6121987.
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: '65311'
abstract:
- lang: eng
text: Information Systems (IS) is rooted in systems theory. Systems theory offers
powerful concepts to address challenges of growing system complexity and non-systemic
design approaches in information systems. Despite its systemic origins, systems
theory remains a peripheral topic in IS. The study addresses this gap by introducing
a comprehensive framework of 52 systems-theoretical concepts to guide the design
of complex IS artifacts. We synthesize scattered systems knowledge from diverse
disciplines to provide a unified level of abstraction for complex information
system design. We apply the framework to a use case of business reputation systems
to show how the systems lens informs the design of a novel, complex information
system. We make three key contributions to the literature. First, the framework
provides a common ground for interdisciplinary research in information system
design. Second, it offers a unified level of abstraction grounded in systems theory
that serves as a coherent basis for artifact design. Third, it demonstrates the
potential of systems theory as a foundational justificatory knowledge base. Furthermore,
we provide guidance on applying the framework across multiple modes of reasoning,
alongside further application guidelines. The study thus serves as a bridge between
the body of systems knowledge and contextual design in IS.
alternative_title:
- Design Your System
article_type: review
author:
- first_name: Ulvi
full_name: Ibrahimli, Ulvi
last_name: Ibrahimli
- first_name: Simon
full_name: Hemmrich, Simon
last_name: Hemmrich
- first_name: Axel
full_name: Winkelmann, Axel
last_name: Winkelmann
citation:
ama: 'Ibrahimli U, Hemmrich S, Winkelmann A. Bridging Systems Theory and Information
Systems: A Framework for Designing Complex Information Systems. Communication
of the Association for Information Systems. Published online 2026. doi:https://aisel.aisnet.org/cais/vol58/iss1/37/'
apa: 'Ibrahimli, U., Hemmrich, S., & Winkelmann, A. (2026). Bridging Systems
Theory and Information Systems: A Framework for Designing Complex Information
Systems. Communication of the Association for Information Systems. https://aisel.aisnet.org/cais/vol58/iss1/37/'
bibtex: '@article{Ibrahimli_Hemmrich_Winkelmann_2026, title={Bridging Systems Theory
and Information Systems: A Framework for Designing Complex Information Systems},
DOI={https://aisel.aisnet.org/cais/vol58/iss1/37/},
journal={Communication of the Association for Information Systems}, publisher={AIS},
author={Ibrahimli, Ulvi and Hemmrich, Simon and Winkelmann, Axel}, year={2026}
}'
chicago: 'Ibrahimli, Ulvi, Simon Hemmrich, and Axel Winkelmann. “Bridging Systems
Theory and Information Systems: A Framework for Designing Complex Information
Systems.” Communication of the Association for Information Systems, 2026.
https://aisel.aisnet.org/cais/vol58/iss1/37/.'
ieee: 'U. Ibrahimli, S. Hemmrich, and A. Winkelmann, “Bridging Systems Theory and
Information Systems: A Framework for Designing Complex Information Systems,” Communication
of the Association for Information Systems, 2026, doi: https://aisel.aisnet.org/cais/vol58/iss1/37/.'
mla: 'Ibrahimli, Ulvi, et al. “Bridging Systems Theory and Information Systems:
A Framework for Designing Complex Information Systems.” Communication of the
Association for Information Systems, AIS, 2026, doi:https://aisel.aisnet.org/cais/vol58/iss1/37/.'
short: U. Ibrahimli, S. Hemmrich, A. Winkelmann, Communication of the Association
for Information Systems (2026).
date_created: 2026-04-02T04:19:09Z
date_updated: 2026-04-02T04:32:05Z
department:
- _id: '195'
doi: https://aisel.aisnet.org/cais/vol58/iss1/37/
extern: '1'
external_id:
unknown:
- https://aisel.aisnet.org/cais/vol58/iss1/37/
jel:
- D83
- L14
- D83
- O33
- C63
- P
keyword:
- Information Systems Research
- Systems Theory
- System Complexity
- System Design
- Design Science
language:
- iso: eng
publication: Communication of the Association for Information Systems
publication_identifier:
unknown:
- 1529-3181
publication_status: published
publisher: AIS
quality_controlled: '1'
status: public
title: 'Bridging Systems Theory and Information Systems: A Framework for Designing
Complex Information Systems'
type: journal_article
user_id: '83557'
year: '2026'
...
---
_id: '65310'
abstract:
- lang: eng
text: "Trust between client and consultant is perhaps the most important asset in
con-sulting, as this is a highly intangible knowledge-intensive business that
concerns is-sues of outstanding strategic and operational importance for the customers.
Cli-ents who have not worked with a particular consultancy face considerable risk
when they place an order while lacking reliable information about the service
quality they can expect. There is a strong link between trust and reputation,
as the positive reputation of a consultancy can act as a substitute for a new
client’s missing individual experience with the provider, fostering trust in the
service quali-ty. Thus, creating, maintaining, and demonstrating a good reputation
is of signifi-cant importance for consultancies in a very competitive industry.\r\nTo
facilitate trustworthy signals, we design and implement a novel reputation mechanism
that carries a monetary weight stored on a blockchain network as an immutable,
decentralized, and transparent ledger. Based on an implementation in the Ethereum
network and subsequent evaluation, we conclude that the reputation mechanism can
contribute to leveling information asymmetry and reducing risk while increasing
reputation and trust. The mechanism lends itself to being used in other business-to-business
scenarios that suffer from similar information asymmetries."
author:
- first_name: Simon
full_name: Hemmrich, Simon
id: '83557'
last_name: Hemmrich
- first_name: Volker
full_name: Nissen, Volker
last_name: Nissen
citation:
ama: 'Hemmrich S, Nissen V. A blockchain-based reputation system for consulting.
In: Nissen V, ed. Advanced Studies in Consulting Research and Digitalization
– A Scientific Update on the Digital Transformation of the Consulting Industry.
Springer. ; 2026.'
apa: Hemmrich, S., & Nissen, V. (2026). A blockchain-based reputation system
for consulting. In V. Nissen (Ed.), Advanced Studies in Consulting Research
and Digitalization – A Scientific Update on the Digital Transformation of the
Consulting Industry. Springer.
bibtex: '@inbook{Hemmrich_Nissen_2026, title={A blockchain-based reputation system
for consulting}, booktitle={ Advanced Studies in Consulting Research and Digitalization
– A Scientific Update on the Digital Transformation of the Consulting Industry.
Springer.}, author={Hemmrich, Simon and Nissen, Volker}, editor={Nissen, Volker},
year={2026} }'
chicago: Hemmrich, Simon, and Volker Nissen. “A Blockchain-Based Reputation System
for Consulting.” In Advanced Studies in Consulting Research and Digitalization
– A Scientific Update on the Digital Transformation of the Consulting Industry.
Springer., edited by Volker Nissen, 2026.
ieee: S. Hemmrich and V. Nissen, “A blockchain-based reputation system for consulting,”
in Advanced Studies in Consulting Research and Digitalization – A Scientific
Update on the Digital Transformation of the Consulting Industry. Springer.,
V. Nissen, Ed. 2026.
mla: Hemmrich, Simon, and Volker Nissen. “A Blockchain-Based Reputation System for
Consulting.” Advanced Studies in Consulting Research and Digitalization –
A Scientific Update on the Digital Transformation of the Consulting Industry.
Springer., edited by Volker Nissen, 2026.
short: 'S. Hemmrich, V. Nissen, in: V. Nissen (Ed.), Advanced Studies in Consulting
Research and Digitalization – A Scientific Update on the Digital Transformation
of the Consulting Industry. Springer., 2026.'
date_created: 2026-04-02T04:06:47Z
date_updated: 2026-04-02T04:32:01Z
department:
- _id: '195'
editor:
- first_name: Volker
full_name: Nissen, Volker
last_name: Nissen
extern: '1'
keyword:
- Reputation Systems
- Consulting
- Design Science Invention
- Incentive
- Blockchain
- Monetary ratings
- building trust
- reduce information asymmetry consulting
- B2B reputation system
- consulting risk reduction
- supplier evaluation system
language:
- iso: eng
publication: ' Advanced Studies in Consulting Research and Digitalization – A Scientific
Update on the Digital Transformation of the Consulting Industry. Springer.'
publication_identifier:
unknown:
- 978-3032173836
publication_status: published
quality_controlled: '1'
status: public
title: A blockchain-based reputation system for consulting
type: book_chapter
user_id: '83557'
year: '2026'
...
---
_id: '65313'
author:
- first_name: Ulvi
full_name: Ibrahimli, Ulvi
last_name: Ibrahimli
- first_name: Simon
full_name: Hemmrich, Simon
last_name: Hemmrich
- first_name: Axel
full_name: Winkelmann, Axel
last_name: Winkelmann
citation:
ama: 'Ibrahimli U, Hemmrich S, Winkelmann A. Reputation as a Sociotechnical Design
Problem: A Social Systems Theory Lens for Business Reputation Systems. In: ; 2026.'
apa: 'Ibrahimli, U., Hemmrich, S., & Winkelmann, A. (2026). Reputation as
a Sociotechnical Design Problem: A Social Systems Theory Lens for Business Reputation
Systems. DESRIST 2026 (The 21st International Conference on Design Science
Research in Information Systems and Technology), Münster.'
bibtex: '@inproceedings{Ibrahimli_Hemmrich_Winkelmann_2026, place={Münster}, title={Reputation
as a Sociotechnical Design Problem: A Social Systems Theory Lens for Business
Reputation Systems}, author={Ibrahimli, Ulvi and Hemmrich, Simon and Winkelmann,
Axel}, year={2026} }'
chicago: 'Ibrahimli, Ulvi, Simon Hemmrich, and Axel Winkelmann. “Reputation as a
Sociotechnical Design Problem: A Social Systems Theory Lens for Business Reputation
Systems.” Münster, 2026.'
ieee: 'U. Ibrahimli, S. Hemmrich, and A. Winkelmann, “Reputation as a Sociotechnical
Design Problem: A Social Systems Theory Lens for Business Reputation Systems,”
presented at the DESRIST 2026 (The 21st International Conference on Design Science
Research in Information Systems and Technology), Münster, 2026.'
mla: 'Ibrahimli, Ulvi, et al. Reputation as a Sociotechnical Design Problem:
A Social Systems Theory Lens for Business Reputation Systems. 2026.'
short: 'U. Ibrahimli, S. Hemmrich, A. Winkelmann, in: Münster, 2026.'
conference:
end_date: 2026-06-10
location: Münster
name: DESRIST 2026 (The 21st International Conference on Design Science Research
in Information Systems and Technology)
start_date: 2026-06-08
date_created: 2026-04-02T04:30:11Z
date_updated: 2026-04-02T04:32:08Z
department:
- _id: '195'
language:
- iso: eng
place: Münster
quality_controlled: '1'
status: public
title: 'Reputation as a Sociotechnical Design Problem: A Social Systems Theory Lens
for Business Reputation Systems'
type: conference
user_id: '83557'
year: '2026'
...
---
_id: '63577'
author:
- first_name: Eva
full_name: Eberhartinger, Eva
last_name: Eberhartinger
- first_name: Raffael
full_name: Speitmann, Raffael
last_name: Speitmann
- first_name: Caren
full_name: Sureth-Sloane, Caren
id: '530'
last_name: Sureth-Sloane
orcid: ' 0000-0002-8183-5901'
citation:
ama: Eberhartinger E, Speitmann R, Sureth-Sloane C. Banks’ tax disclosure, financial
secrecy, and tax haven heterogeneity. Journal of International Accounting,
Auditing and Taxation (JIAAT). 2026;60. doi:10.1016/j.intaccaudtax.2026.100759
apa: Eberhartinger, E., Speitmann, R., & Sureth-Sloane, C. (2026). Banks’ tax
disclosure, financial secrecy, and tax haven heterogeneity. Journal of International
Accounting, Auditing and Taxation (JIAAT), 60. https://doi.org/10.1016/j.intaccaudtax.2026.100759
bibtex: '@article{Eberhartinger_Speitmann_Sureth-Sloane_2026, title={Banks’ tax
disclosure, financial secrecy, and tax haven heterogeneity}, volume={60}, DOI={10.1016/j.intaccaudtax.2026.100759},
journal={Journal of International Accounting, Auditing and Taxation (JIAAT)},
author={Eberhartinger, Eva and Speitmann, Raffael and Sureth-Sloane, Caren}, year={2026}
}'
chicago: Eberhartinger, Eva, Raffael Speitmann, and Caren Sureth-Sloane. “Banks’
Tax Disclosure, Financial Secrecy, and Tax Haven Heterogeneity.” Journal of
International Accounting, Auditing and Taxation (JIAAT) 60 (2026). https://doi.org/10.1016/j.intaccaudtax.2026.100759.
ieee: 'E. Eberhartinger, R. Speitmann, and C. Sureth-Sloane, “Banks’ tax disclosure,
financial secrecy, and tax haven heterogeneity,” Journal of International Accounting,
Auditing and Taxation (JIAAT), vol. 60, 2026, doi: 10.1016/j.intaccaudtax.2026.100759.'
mla: Eberhartinger, Eva, et al. “Banks’ Tax Disclosure, Financial Secrecy, and Tax
Haven Heterogeneity.” Journal of International Accounting, Auditing and Taxation
(JIAAT), vol. 60, 2026, doi:10.1016/j.intaccaudtax.2026.100759.
short: E. Eberhartinger, R. Speitmann, C. Sureth-Sloane, Journal of International
Accounting, Auditing and Taxation (JIAAT) 60 (2026).
date_created: 2026-01-13T08:35:28Z
date_updated: 2026-04-02T08:48:50Z
department:
- _id: '187'
doi: 10.1016/j.intaccaudtax.2026.100759
intvolume: ' 60'
language:
- iso: eng
publication: Journal of International Accounting, Auditing and Taxation (JIAAT)
publication_status: published
status: public
title: Banks' tax disclosure, financial secrecy, and tax haven heterogeneity
type: journal_article
user_id: '96670'
volume: 60
year: '2026'
...
---
_id: '65315'
author:
- first_name: Stefan
full_name: Greil, Stefan
last_name: Greil
- first_name: Eleonore
full_name: Kaluza-Thiesen, Eleonore
last_name: Kaluza-Thiesen
- first_name: Kim Alina
full_name: Schulz, Kim Alina
id: '68607'
last_name: Schulz
- first_name: Caren
full_name: Sureth-Sloane, Caren
id: '530'
last_name: Sureth-Sloane
orcid: ' 0000-0002-8183-5901'
citation:
ama: 'Greil S, Kaluza-Thiesen E, Schulz KA, Sureth-Sloane C. Navigating Transfer
Pricing Complexity: Standardization, Cooperation, Transparency. eJournal of
Tax Research.'
apa: 'Greil, S., Kaluza-Thiesen, E., Schulz, K. A., & Sureth-Sloane, C. (n.d.).
Navigating Transfer Pricing Complexity: Standardization, Cooperation, Transparency.
EJournal of Tax Research.'
bibtex: '@article{Greil_Kaluza-Thiesen_Schulz_Sureth-Sloane, title={Navigating Transfer
Pricing Complexity: Standardization, Cooperation, Transparency}, journal={eJournal
of Tax Research}, author={Greil, Stefan and Kaluza-Thiesen, Eleonore and Schulz,
Kim Alina and Sureth-Sloane, Caren} }'
chicago: 'Greil, Stefan, Eleonore Kaluza-Thiesen, Kim Alina Schulz, and Caren Sureth-Sloane.
“Navigating Transfer Pricing Complexity: Standardization, Cooperation, Transparency.”
EJournal of Tax Research, n.d.'
ieee: 'S. Greil, E. Kaluza-Thiesen, K. A. Schulz, and C. Sureth-Sloane, “Navigating
Transfer Pricing Complexity: Standardization, Cooperation, Transparency,” eJournal
of Tax Research.'
mla: 'Greil, Stefan, et al. “Navigating Transfer Pricing Complexity: Standardization,
Cooperation, Transparency.” EJournal of Tax Research.'
short: S. Greil, E. Kaluza-Thiesen, K.A. Schulz, C. Sureth-Sloane, EJournal of Tax
Research (n.d.).
date_created: 2026-04-02T08:35:24Z
date_updated: 2026-04-02T08:43:41Z
department:
- _id: '187'
language:
- iso: eng
publication: eJournal of Tax Research
publication_status: unpublished
status: public
title: 'Navigating Transfer Pricing Complexity: Standardization, Cooperation, Transparency'
type: journal_article
user_id: '96670'
year: '2026'
...
---
_id: '54445'
author:
- first_name: Sascha Christian
full_name: Burmeister, Sascha Christian
id: '32685'
last_name: Burmeister
orcid: 0000-0001-6679-0453
citation:
ama: Burmeister SC. A Memetic NSGA-III for Green Flexible Production with Real-Time
Energy Costs & Emissions. Croatian Operational Research Review. 2025;16(2).
doi:10.17535/crorr.2025.0009
apa: Burmeister, S. C. (2025). A Memetic NSGA-III for Green Flexible Production
with Real-Time Energy Costs & Emissions. Croatian Operational Research
Review, 16(2). https://doi.org/10.17535/crorr.2025.0009
bibtex: '@article{Burmeister_2025, title={A Memetic NSGA-III for Green Flexible
Production with Real-Time Energy Costs & Emissions}, volume={16}, DOI={10.17535/crorr.2025.0009},
number={2}, journal={Croatian Operational Research Review}, author={Burmeister,
Sascha Christian}, year={2025} }'
chicago: Burmeister, Sascha Christian. “A Memetic NSGA-III for Green Flexible Production
with Real-Time Energy Costs & Emissions.” Croatian Operational Research
Review 16, no. 2 (2025). https://doi.org/10.17535/crorr.2025.0009.
ieee: 'S. C. Burmeister, “A Memetic NSGA-III for Green Flexible Production with
Real-Time Energy Costs & Emissions,” Croatian Operational Research Review,
vol. 16, no. 2, 2025, doi: 10.17535/crorr.2025.0009.'
mla: Burmeister, Sascha Christian. “A Memetic NSGA-III for Green Flexible Production
with Real-Time Energy Costs & Emissions.” Croatian Operational Research
Review, vol. 16, no. 2, 2025, doi:10.17535/crorr.2025.0009.
short: S.C. Burmeister, Croatian Operational Research Review 16 (2025).
date_created: 2024-05-24T10:17:03Z
date_updated: 2025-01-28T14:23:44Z
ddc:
- '000'
department:
- _id: '277'
doi: 10.17535/crorr.2025.0009
file:
- access_level: open_access
content_type: application/pdf
creator: saschab
date_created: 2025-01-22T12:33:52Z
date_updated: 2025-01-27T13:06:18Z
file_id: '58317'
file_name: crorr_preprint.pdf
file_size: 432864
relation: main_file
file_date_updated: 2025-01-27T13:06:18Z
has_accepted_license: '1'
intvolume: ' 16'
issue: '2'
language:
- iso: eng
oa: '1'
publication: Croatian Operational Research Review
status: public
title: A Memetic NSGA-III for Green Flexible Production with Real-Time Energy Costs
& Emissions
type: journal_article
user_id: '32685'
volume: 16
year: '2025'
...
---
_id: '58370'
author:
- first_name: Sascha Christian
full_name: Burmeister, Sascha Christian
id: '32685'
last_name: Burmeister
orcid: 0000-0001-6679-0453
- first_name: Daniela
full_name: Guericke, Daniela
last_name: Guericke
- first_name: Guido
full_name: Schryen, Guido
id: '72850'
last_name: Schryen
citation:
ama: Burmeister SC, Guericke D, Schryen G. A two-level approach for multi-objective
flexible job shop scheduling and energy procurement. Cleaner Energy Systems.
Published online 2025. doi:10.1016/j.cles.2025.100178
apa: Burmeister, S. C., Guericke, D., & Schryen, G. (2025). A two-level approach
for multi-objective flexible job shop scheduling and energy procurement. Cleaner
Energy Systems. https://doi.org/10.1016/j.cles.2025.100178
bibtex: '@article{Burmeister_Guericke_Schryen_2025, title={A two-level approach
for multi-objective flexible job shop scheduling and energy procurement}, DOI={10.1016/j.cles.2025.100178},
journal={Cleaner Energy Systems}, publisher={Elsevier}, author={Burmeister, Sascha
Christian and Guericke, Daniela and Schryen, Guido}, year={2025} }'
chicago: Burmeister, Sascha Christian, Daniela Guericke, and Guido Schryen. “A Two-Level
Approach for Multi-Objective Flexible Job Shop Scheduling and Energy Procurement.”
Cleaner Energy Systems, 2025. https://doi.org/10.1016/j.cles.2025.100178.
ieee: 'S. C. Burmeister, D. Guericke, and G. Schryen, “A two-level approach for
multi-objective flexible job shop scheduling and energy procurement,” Cleaner
Energy Systems, 2025, doi: 10.1016/j.cles.2025.100178.'
mla: Burmeister, Sascha Christian, et al. “A Two-Level Approach for Multi-Objective
Flexible Job Shop Scheduling and Energy Procurement.” Cleaner Energy Systems,
Elsevier, 2025, doi:10.1016/j.cles.2025.100178.
short: S.C. Burmeister, D. Guericke, G. Schryen, Cleaner Energy Systems (2025).
date_created: 2025-01-27T13:05:32Z
date_updated: 2025-02-05T15:40:47Z
ddc:
- '000'
department:
- _id: '277'
doi: 10.1016/j.cles.2025.100178
file:
- access_level: open_access
content_type: application/pdf
creator: saschab
date_created: 2025-01-27T13:03:28Z
date_updated: 2025-01-27T13:03:28Z
file_id: '58371'
file_name: CLES_A two-level approach for multi-objective flexible job shop scheduling
and energy procurement_preprint.pdf
file_size: 5979511
relation: main_file
file_date_updated: 2025-01-27T13:03:28Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
publication: Cleaner Energy Systems
publisher: Elsevier
status: public
title: A two-level approach for multi-objective flexible job shop scheduling and energy
procurement
type: journal_article
user_id: '32685'
year: '2025'
...
---
_id: '59345'
abstract:
- lang: eng
text: ABSTRACTWe study the effect of education
on vaccination against COVID in Germany in a sample of individuals above the age
of 60. In ordinary least squares regressions, we find that, in this age group,
one more year of education goes along with a 0.7 percentage point increase in
the likelihood to get a COVID vaccination. In two stage least squares regressions
where changes in compulsory schooling laws are used as exogenous variation for
education, the effect of an additional year of education is estimated to be zero.
The results hold for the compliers to the policy change which are older individuals
at the lowest margin of education.
author:
- first_name: Daniel
full_name: Monsees, Daniel
last_name: Monsees
- first_name: Hendrik
full_name: Schmitz, Hendrik
id: '48879'
last_name: Schmitz
citation:
ama: Monsees D, Schmitz H. The Effect of Compulsory Schooling on Vaccination Against
COVID. Health Economics. 2025;34(4):643-654. doi:10.1002/hec.4929
apa: Monsees, D., & Schmitz, H. (2025). The Effect of Compulsory Schooling on
Vaccination Against COVID. Health Economics, 34(4), 643–654. https://doi.org/10.1002/hec.4929
bibtex: '@article{Monsees_Schmitz_2025, title={The Effect of Compulsory Schooling
on Vaccination Against COVID}, volume={34}, DOI={10.1002/hec.4929},
number={4}, journal={Health Economics}, publisher={Wiley}, author={Monsees, Daniel
and Schmitz, Hendrik}, year={2025}, pages={643–654} }'
chicago: 'Monsees, Daniel, and Hendrik Schmitz. “The Effect of Compulsory Schooling
on Vaccination Against COVID.” Health Economics 34, no. 4 (2025): 643–54.
https://doi.org/10.1002/hec.4929.'
ieee: 'D. Monsees and H. Schmitz, “The Effect of Compulsory Schooling on Vaccination
Against COVID,” Health Economics, vol. 34, no. 4, pp. 643–654, 2025, doi:
10.1002/hec.4929.'
mla: Monsees, Daniel, and Hendrik Schmitz. “The Effect of Compulsory Schooling on
Vaccination Against COVID.” Health Economics, vol. 34, no. 4, Wiley, 2025,
pp. 643–54, doi:10.1002/hec.4929.
short: D. Monsees, H. Schmitz, Health Economics 34 (2025) 643–654.
date_created: 2025-04-04T10:41:30Z
date_updated: 2025-04-04T10:44:20Z
department:
- _id: '281'
- _id: '475'
doi: 10.1002/hec.4929
intvolume: ' 34'
issue: '4'
language:
- iso: eng
page: 643-654
publication: Health Economics
publication_identifier:
issn:
- 1057-9230
- 1099-1050
publication_status: published
publisher: Wiley
status: public
title: The Effect of Compulsory Schooling on Vaccination Against COVID
type: journal_article
user_id: '37953'
volume: 34
year: '2025'
...
---
_id: '59634'
author:
- first_name: Julia
full_name: Hufnagl, Julia
last_name: Hufnagl
- first_name: Karina
full_name: Kiepe, Karina
id: '100294'
last_name: Kiepe
- first_name: Silvia
full_name: Annen, Silvia
last_name: Annen
citation:
ama: 'Hufnagl J, Kiepe K, Annen S. Berufliche Kompetenzen für nachhaltiges Wirtschaften
– Status quo und Herausforderungen in der betrieblichen Ausbildung. In: Rödel
B, Ertl H, Liebscher S, eds. Berufsbildungsforschung. Rezeption – Translation
– Transfer. Bundesinstitut für Berufsbildung (BIBB); 2025:171-187.'
apa: Hufnagl, J., Kiepe, K., & Annen, S. (2025). Berufliche Kompetenzen für
nachhaltiges Wirtschaften – Status quo und Herausforderungen in der betrieblichen
Ausbildung. In B. Rödel, H. Ertl, & S. Liebscher (Eds.), Berufsbildungsforschung.
Rezeption – Translation – Transfer. (pp. 171–187). Bundesinstitut für Berufsbildung
(BIBB).
bibtex: '@inbook{Hufnagl_Kiepe_Annen_2025, place={Bonn}, title={Berufliche Kompetenzen
für nachhaltiges Wirtschaften – Status quo und Herausforderungen in der betrieblichen
Ausbildung}, booktitle={Berufsbildungsforschung. Rezeption – Translation – Transfer.},
publisher={Bundesinstitut für Berufsbildung (BIBB)}, author={Hufnagl, Julia and
Kiepe, Karina and Annen, Silvia}, editor={Rödel, Bodo and Ertl, Hubert and Liebscher,
Sandra }, year={2025}, pages={171–187} }'
chicago: 'Hufnagl, Julia, Karina Kiepe, and Silvia Annen. “Berufliche Kompetenzen
für nachhaltiges Wirtschaften – Status quo und Herausforderungen in der betrieblichen
Ausbildung.” In Berufsbildungsforschung. Rezeption – Translation – Transfer.,
edited by Bodo Rödel, Hubert Ertl, and Sandra Liebscher, 171–87. Bonn: Bundesinstitut
für Berufsbildung (BIBB), 2025.'
ieee: 'J. Hufnagl, K. Kiepe, and S. Annen, “Berufliche Kompetenzen für nachhaltiges
Wirtschaften – Status quo und Herausforderungen in der betrieblichen Ausbildung,”
in Berufsbildungsforschung. Rezeption – Translation – Transfer., B. Rödel,
H. Ertl, and S. Liebscher, Eds. Bonn: Bundesinstitut für Berufsbildung (BIBB),
2025, pp. 171–187.'
mla: Hufnagl, Julia, et al. “Berufliche Kompetenzen für nachhaltiges Wirtschaften
– Status quo und Herausforderungen in der betrieblichen Ausbildung.” Berufsbildungsforschung.
Rezeption – Translation – Transfer., edited by Bodo Rödel et al., Bundesinstitut
für Berufsbildung (BIBB), 2025, pp. 171–87.
short: 'J. Hufnagl, K. Kiepe, S. Annen, in: B. Rödel, H. Ertl, S. Liebscher (Eds.),
Berufsbildungsforschung. Rezeption – Translation – Transfer., Bundesinstitut für
Berufsbildung (BIBB), Bonn, 2025, pp. 171–187.'
date_created: 2025-04-22T14:35:39Z
date_updated: 2025-04-22T14:41:59Z
department:
- _id: '816'
- _id: '681'
editor:
- first_name: Bodo
full_name: Rödel, Bodo
last_name: Rödel
- first_name: Hubert
full_name: Ertl, Hubert
last_name: Ertl
- first_name: 'Sandra '
full_name: 'Liebscher, Sandra '
last_name: Liebscher
language:
- iso: ger
main_file_link:
- open_access: '1'
url: https://www.bibb.de/dienst/publikationen/de/20158
oa: '1'
page: 171-187
place: Bonn
publication: Berufsbildungsforschung. Rezeption – Translation – Transfer.
publication_status: published
publisher: Bundesinstitut für Berufsbildung (BIBB)
status: public
title: Berufliche Kompetenzen für nachhaltiges Wirtschaften – Status quo und Herausforderungen
in der betrieblichen Ausbildung
type: book_chapter
user_id: '64862'
year: '2025'
...
---
_id: '59635'
author:
- first_name: Karina
full_name: Kiepe, Karina
id: '100294'
last_name: Kiepe
- first_name: Tobias
full_name: Schlömer, Tobias
last_name: Schlömer
citation:
ama: 'Kiepe K, Schlömer T. Transformative Forschung zur Berufsbildung für nachhaltige
Entwicklung – Bedeutung und Funktion der Wissenschaft. In: Rödel B, Ertl H, Liebscher
S, eds. Berufsbildungsforschung. Rezeption – Translation – Transfer. Bundesinstitut
für Berufsbildung (BIBB); 2025:311-325.'
apa: Kiepe, K., & Schlömer, T. (2025). Transformative Forschung zur Berufsbildung
für nachhaltige Entwicklung – Bedeutung und Funktion der Wissenschaft. In B. Rödel,
H. Ertl, & S. Liebscher (Eds.), Berufsbildungsforschung. Rezeption – Translation
– Transfer. (pp. 311–325). Bundesinstitut für Berufsbildung (BIBB).
bibtex: '@inbook{Kiepe_Schlömer_2025, place={Bonn}, title={Transformative Forschung
zur Berufsbildung für nachhaltige Entwicklung – Bedeutung und Funktion der Wissenschaft},
booktitle={Berufsbildungsforschung. Rezeption – Translation – Transfer.}, publisher={Bundesinstitut
für Berufsbildung (BIBB)}, author={Kiepe, Karina and Schlömer, Tobias}, editor={Rödel,
Bodo and Ertl, Hubert and Liebscher, Sandra }, year={2025}, pages={311–325} }'
chicago: 'Kiepe, Karina, and Tobias Schlömer. “Transformative Forschung zur Berufsbildung
für nachhaltige Entwicklung – Bedeutung und Funktion der Wissenschaft.” In Berufsbildungsforschung.
Rezeption – Translation – Transfer., edited by Bodo Rödel, Hubert Ertl, and
Sandra Liebscher, 311–25. Bonn: Bundesinstitut für Berufsbildung (BIBB), 2025.'
ieee: 'K. Kiepe and T. Schlömer, “Transformative Forschung zur Berufsbildung für
nachhaltige Entwicklung – Bedeutung und Funktion der Wissenschaft,” in Berufsbildungsforschung.
Rezeption – Translation – Transfer., B. Rödel, H. Ertl, and S. Liebscher,
Eds. Bonn: Bundesinstitut für Berufsbildung (BIBB), 2025, pp. 311–325.'
mla: Kiepe, Karina, and Tobias Schlömer. “Transformative Forschung zur Berufsbildung
für nachhaltige Entwicklung – Bedeutung und Funktion der Wissenschaft.” Berufsbildungsforschung.
Rezeption – Translation – Transfer., edited by Bodo Rödel et al., Bundesinstitut
für Berufsbildung (BIBB), 2025, pp. 311–25.
short: 'K. Kiepe, T. Schlömer, in: B. Rödel, H. Ertl, S. Liebscher (Eds.), Berufsbildungsforschung.
Rezeption – Translation – Transfer., Bundesinstitut für Berufsbildung (BIBB),
Bonn, 2025, pp. 311–325.'
date_created: 2025-04-22T14:40:51Z
date_updated: 2025-04-22T14:42:13Z
department:
- _id: '816'
- _id: '681'
editor:
- first_name: Bodo
full_name: Rödel, Bodo
last_name: Rödel
- first_name: Hubert
full_name: Ertl, Hubert
last_name: Ertl
- first_name: 'Sandra '
full_name: 'Liebscher, Sandra '
last_name: Liebscher
language:
- iso: ger
main_file_link:
- open_access: '1'
url: https://www.bibb.de/dienst/publikationen/de/20158
oa: '1'
page: 311-325
place: Bonn
publication: Berufsbildungsforschung. Rezeption – Translation – Transfer.
publication_status: published
publisher: Bundesinstitut für Berufsbildung (BIBB)
status: public
title: Transformative Forschung zur Berufsbildung für nachhaltige Entwicklung – Bedeutung
und Funktion der Wissenschaft
type: book_chapter
user_id: '64862'
year: '2025'
...
---
_id: '59670'
author:
- first_name: Sascha Christian
full_name: Burmeister, Sascha Christian
id: '32685'
last_name: Burmeister
orcid: 0000-0001-6679-0453
- first_name: Till Niklas
full_name: Rogalski, Till Niklas
last_name: Rogalski
- first_name: Guido
full_name: Schryen, Guido
id: '72850'
last_name: Schryen
citation:
ama: Burmeister SC, Rogalski TN, Schryen G. Comparative Analysis of Evolutionary
Algorithms for Energy-Aware Production Scheduling. Published online 2025.
apa: Burmeister, S. C., Rogalski, T. N., & Schryen, G. (2025). Comparative
Analysis of Evolutionary Algorithms for Energy-Aware Production Scheduling.
bibtex: '@article{Burmeister_Rogalski_Schryen_2025, title={Comparative Analysis
of Evolutionary Algorithms for Energy-Aware Production Scheduling}, author={Burmeister,
Sascha Christian and Rogalski, Till Niklas and Schryen, Guido}, year={2025} }'
chicago: Burmeister, Sascha Christian, Till Niklas Rogalski, and Guido Schryen.
“Comparative Analysis of Evolutionary Algorithms for Energy-Aware Production Scheduling,”
2025.
ieee: S. C. Burmeister, T. N. Rogalski, and G. Schryen, “Comparative Analysis of
Evolutionary Algorithms for Energy-Aware Production Scheduling.” 2025.
mla: Burmeister, Sascha Christian, et al. Comparative Analysis of Evolutionary
Algorithms for Energy-Aware Production Scheduling. 2025.
short: S.C. Burmeister, T.N. Rogalski, G. Schryen, (2025).
date_created: 2025-04-24T09:20:01Z
date_updated: 2025-04-24T09:20:30Z
department:
- _id: '277'
language:
- iso: eng
main_file_link:
- url: ' https://doi.org/10.48550/arXiv.2504.15672'
page: '8'
status: public
title: Comparative Analysis of Evolutionary Algorithms for Energy-Aware Production
Scheduling
type: preprint
user_id: '32685'
year: '2025'
...
---
_id: '59676'
author:
- first_name: André
full_name: Uhde, André
id: '36049'
last_name: Uhde
citation:
ama: 'Uhde A. Unternehmensbewertung als Verknüpfung von Investitions- und Finanzierungsprogramm.
In: Unternehmerische Finanzierungspolitik – Eine Wertorientierte Einführung.
; 2025.'
apa: Uhde, A. (2025). Unternehmensbewertung als Verknüpfung von Investitions- und
Finanzierungsprogramm. In Unternehmerische Finanzierungspolitik – eine wertorientierte
Einführung.
bibtex: '@inbook{Uhde_2025, title={Unternehmensbewertung als Verknüpfung von Investitions-
und Finanzierungsprogramm}, booktitle={Unternehmerische Finanzierungspolitik –
eine wertorientierte Einführung}, author={Uhde, André}, year={2025} }'
chicago: Uhde, André. “Unternehmensbewertung Als Verknüpfung von Investitions- Und
Finanzierungsprogramm.” In Unternehmerische Finanzierungspolitik – Eine Wertorientierte
Einführung, 2025.
ieee: A. Uhde, “Unternehmensbewertung als Verknüpfung von Investitions- und Finanzierungsprogramm,”
in Unternehmerische Finanzierungspolitik – eine wertorientierte Einführung,
2025.
mla: Uhde, André. “Unternehmensbewertung Als Verknüpfung von Investitions- Und Finanzierungsprogramm.”
Unternehmerische Finanzierungspolitik – Eine Wertorientierte Einführung,
2025.
short: 'A. Uhde, in: Unternehmerische Finanzierungspolitik – Eine Wertorientierte
Einführung, 2025.'
date_created: 2025-04-25T05:53:00Z
date_updated: 2025-04-25T06:05:18Z
department:
- _id: '19'
language:
- iso: eng
publication: Unternehmerische Finanzierungspolitik – eine wertorientierte Einführung
publication_identifier:
isbn:
- 978-3-7910-3086-9
status: public
title: Unternehmensbewertung als Verknüpfung von Investitions- und Finanzierungsprogramm
type: book_chapter
user_id: '36049'
year: '2025'
...