Publications

Designing AI Assistants for Novices: Bridging Knowledge Gaps in Onboarding
Holstein, J.; Müller, P.; Vössing, M.; Fromm, H.
2025. 58th Hawaii International Conference on Systems Sciences, Waikoloa, 7th-10th January 2025, Association for Information Systems (AIS) 

Engaging in Data Ecosystems: Propositions for Design Characteristics to Foster Value Co-Creation
Fassnacht, M.; Benz, C.; Riefle, L.; Fromm, H.; Satzger, G.
2025. HICSS 2025 - 58th Hawaii International Conference on Systems Sciences, Waikoloa, 7th-10th January 2025, Association for Information Systems (AIS) 

Value Creation in the Information Economy: The Triad of AI, Service, and Human Work
Roth, A.; Benz, C.; Wilga, M.; Hottum, P.; Langes, B.; Lewandowski, T.; Nägele, R.; Peters, C.; Satzger, G.
2024. Journal of Service Management Research 

Towards Understanding AI Delegation: The Role of Self-Efficacy and Visual Processing Ability
Westphal, M.; Hemmer, P.; Vössing, M.; Schemmer, M.; Vetter, S.; Satzger, G.
2024. ACM Transactions on Interactive Intelligent Systems. doi:10.1145/3696423 

Reuse of service concept elements for modular service design
Hunke, F.; Satzger, G.; Tuunanen, T.
2024. Journal of Service Management, 35 (6), 216–241. doi:10.1108/JOSM-04-2024-0171  

Data Sharing Practices: The interplay of data, organizational structures, and network dynamics
Fassnacht, M.; Leimstoll, J.; Benz, C.; Heinz, D.; Satzger, G.
2024. Electronic markets, 34 (47), Article no: 47. doi:10.1007/s12525-024-00732-0  

Towards Avoiding the Data Mess: Industry Insights from Data Mesh Implementations
Bode, J.; Kühl, N.; Kreuzberger, D.; Holtmann, C.
2024. IEEE Access, 12, 95402–95416. doi:10.1109/ACCESS.2024.3417291  

Unlocking the value from car data: A taxonomy and archetypes of connected car business models
Sterk, F.; Stocker, A.; Heinz, D.; Weinhardt, C.
2024. Electronic Markets, 34 (1), 13. doi:10.1007/s12525-024-00692-5  

User Engagement and Beyond: A Conceptual Framework for Engagement in Information Systems Research
Benz, C.; Riefle, L.; Satzger, G.
2024. Communications of the Association for Information Systems, 54 

The Impact of Imperfect XAI on Human-AI Decision-Making
Morrison, K.; Spitzer, P.; Turri, V.; Feng, M.; Kühl, N.; Perer, A.
2024. Proceedings of the ACM on human-computer interaction 

Data-Centric Artificial Intelligence
Jakubik, J.; Vössing, M.; Kühl, N.; Walk, J.; Satzger, G.
2024. Business & information systems engineering, 66 (4), 507–515. doi:10.1007/s12599-024-00857-8  

Designing Digital Industrial Platforms for the Circular Economy: A Requirements Catalog
Heinz, D.; Fassnacht, M.; Röhrleef, J.; Sagnier Eckert, L.; Satzger, G.
2024. 45th International Conference on Information Systems (ICIS 2024), Art.-Nr.: 2274, AIS eLibrary (AISeL)  

Looking Through the Deep Glasses: How Large Language Models Enhance Explainability of Deep Learning Models
Spitzer, P.; Celis, S.; Martin, D.; Kühl, N.; Satzger, G.
2024. MuC ’24: Proceedings of Mensch und Computer 2024. Ed. A. Maedche, 566–570, Association for Computing Machinery (ACM). doi:10.1145/3670653.3677488  

(X) AI as a Teacher: Learning with Explainable Artificial Intelligence
Spitzer, P.; Goutier, M.; Kühl, N.; Satzger, G.
2024. MuC ’24: Proceedings of Mensch und Computer 2024. Ed.: A. Maedche, 571–576, Association for Computing Machinery (ACM). doi:10.1145/3670653.3677504 

Redefining the Laparoscopic Spatial Sense: AI-Based Intra- and Postoperative Measurement from Stereoimages
Müller, L.; Hemmer, P.; Queisner, M.; Sauer, I.; Allmendinger, S.; Jakubik, J.; Vössing, M.; Kühl, N.
2024. Th 38th AAAI Conference on Artificial Intelligence (AAAI-24), Vancouver, 20th -27th February 2024, 22948–22954, AAAI Press 

Navigating the Synthetic Realm: Harnessing Diffusion-Based Models for Laparoscopic Text-to-Image Generation
Allmendinger, S.; Hemmer, P.; Queisner, M.; Sauer, I.; Müller, L.; Jakubik, J.; Vössing, M.; Kühl, N.
2024. AI for Health Equity and Fairness : Leveraging AI to Address Social Determinants of Health, Hrsg.: Arash Shaban-Nejad, Martin Michalowski, Simone Bianco, 31–46, Springer International Publishing 

Explainability in AI-Based Applications - A Framework for Comparing Different Techniques
Grobrügge, A.; Mishra, N.; Jakubik, J.; Satzger, G.
2024. 26th IEEE Conference on Business Informatics (IEEE CBI 2024 2024) Vienna, Austria, 10.09.2024–13.09.2024, Institute of Electrical and Electronics Engineers (IEEE) 

Enabling Smart Service Innovation in SMEs: The bi.smart Launchpad
Heinz, D.; Benz, C.; Bremmer, H.; Paliyenko, Y.; Schiller, C.
2024. Proceedings of the 19th International Conference on Wirtschaftsinformatik (WI 2024)  

Bridging Domain Expertise and AI through Data Understanding
Holstein, J.
2024. Companion Proceedings of the 29th International Conference on Intelligent User Interfaces, 163–165, Association for Computing Machinery (ACM). doi:10.1145/3640544.3645248 

Understanding Data Understanding: A Framework to Navigate the Intricacies of Data Analytics
Holstein, J.; Spitzer, P.; Hoell, M.; Vössing, M.; Kühl, N.
2024. Proceedings of the 32nd European Conference on Information Systems (ECIS 2024), Association for Information Systems (AIS)  

The Role of Cognitive Styles for Explainable AI
Riefle, L.; Hemmer, P.; Benz, C.; Vössing, M.
2024. 32nd European Conference on Information Systems (ECIS), Association for Information Systems (AIS) 

Reaching for the Stars: Exploring Value Constellations in Inter-Organizational Data Sharing
Jussen, I.; Fassnacht, M.; Schweihoff, J.; Möller, F.
2024. ECIS 2024, Association for Information Systems (AIS) 

Systematizing Data Sharing Practices: A Taxonomy
Fassnacht, M.; Benz, C.; Bode, J.; Heinz, D.; Satzger, G.
2024. ECIS 2024, Association for Information Systems (AIS) 

User Preferences for Interaction Modalities: The Influence of Task, Context, and User Characteristics when Interacting with Conversational Agents
Riefle, L.; Benz, C.
2024. 57th Hawaii International Conference on Systems Sciences (HICSS-57) 

From Competition to Complementarity: Foundations and Evidence for Effective Human-AI Collaboration. PhD dissertation
Schemmer, M. R.
2024, May 21. Karlsruher Institut für Technologie (KIT). doi:10.5445/IR/1000170595  

Sanitizing data for analysis: Designing systems for data understanding
Holstein, J.; Schemmer, M.; Jakubik, J.; Vössing, M.; Satzger, G.
2023. Electronic Markets, 33 (1), Art.-Nr.: 52. doi:10.1007/s12525-023-00677-w  

Enabling inter-organizational analytics in business networks through meta machine learning
Hirt, R.; Kühl, N.; Martin, D.; Satzger, G.
2023. Information technology and management. doi:10.1007/s10799-023-00399-7  

Artificial intelligence for sustainability: Facilitating sustainable smart product-service systems with computer vision
Walk, J.; Kühl, N.; Saidani, M.; Schatte, J.
2023. Journal of Cleaner Production, 402, Art.-Nr.: 136748. doi:10.1016/j.jclepro.2023.136748 

Decision control and explanations in human-AI collaboration: Improving user perceptions and compliance
Westphal, M.; Vössing, M.; Satzger, G.; Yom-Tov, G. B.; Rafaeli, A.
2023. Computers in Human Behavior, Art.-Nr.: 107714. doi:10.1016/j.chb.2023.107714 

Incorporating financial news for forecasting Bitcoin prices based on long short-term memory networks
Jakubik, J.; Nazemi, A.; Geyer-Schulz, A.; Fabozzi, F. J.
2023. Quantitative Finance, 23 (2), 335–349. doi:10.1080/14697688.2022.2130085 

Towards Effective Human-AI Decision-Making: The Role of Human Learning in Appropriate Reliance on AI Advice
Schemmer, M.; Bartos, A.; Spitzer, P.; Hemmer, P.; Liebschner, J.; Satzger, G.; Kühl, N.
2023. International Conference on Information Systems, 17 S. doi:10.48550/arXiv.2310.02108  

Toward Foundation Models for Earth Monitoring: Generalizable Deep Learning Models for Natural Hazard Segmentation
Jakubik, J.; Muszynski, M.; Vössing, M.; Kühl, N.; Brunschwiler, T.
2023. IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2023), 5638–5641, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/IGARSS52108.2023.10282643 

What a MESS: Multi-Domain Evaluation of Zero-Shot Semantic Segmentation
Blumenstiel, B.; Jakubik, J.; Kühne, H.; Vössing, M.
2023. 37th Conference on Neural Information Processing Systems (NeurIPS 2023). doi:10.48550/arXiv.2306.15521  

Online Emotions during the Storming of the U.S. Capitol : Evidence from the Social Media Network Parler
Jakubik, J.; Vössing, M.; Pröllochs, N.; Bär, D.; Feuerriegel, S.
2023. Proceedings of the 17th International AAAI Conference on Web and Social Media (ICWSM), Limassol, CY, June 5-8, 2023. Ed.: Y.-R. Lin, Association for the Advancement of Artificial Intelligence (AAAI). doi:10.1609/icwsm.v17i1.22157 

Is Your Organization Ready to Share? A Framework of Beneficial Conditions for Data Sharing
Fassnacht, M. K.; Benz, C.; Leimstoll, J.; Satzger, G.
2023. 44th International Conference on Information Systems (ICIS 2023), Hyderabad, Indien, 10.12.2023 - 13.12.2023, Association for Information Systems (AIS). doi:10.5445/IR/1000162812  

Reallocating Uncertainty in Incumbent Firms through Digital Platforms: The Case of Google’s Automotive Ecosystem Involvement
Sterk, F.; Heinz, D.; Hengstler, P.; Weinhardt, C.
2023. 44th International Conference on Information Systems (ICIS 2023), Association for Information Systems (AIS) 

On the Interdependence of Reliance Behavior and Accuracy in AI-Assisted Decision-Making
Schoeffer, J.; Jakubik, J.; Voessing, M.; Kuehl, N.; Satzger, G.
2023. HHAI 2023: Augmenting Human Intellect – Proceedings of the Second International Conference on Hybrid Human-Artificial Intelligence. Ed.: P. Lukowicz, IOS Press. doi:10.3233/FAIA230074  

Online Platforms and the Fair Exposure Problem under Homophily
Schoeffer, J.; Ritchie, A.; Naggita, K.; Monachou, F.; Finocchiaro, J.; Juarez, M.
2023. Proceedings of the 37th AAAI Conference on Artificial Intelligence, 7th - 14th February 2023, Washington, DC, 11899–11908, AAAI Press. doi:10.1609/aaai.v37i10.26404 

Improving the Efficiency of Human-in-the-Loop Systems: Adding Artificial to Human Experts
Jakubik, J.; Weber, D.; Hemmer, P.; Vössing, M.; Satzger, G.
2023. Proceedings of the International Conference on Wirtschaftsinformatik, 18th - 21st Sept 2023, Paderborn 

Digital Service Innovation for Sustainable Development: A Systematic Literature Review
Heinz, D.; Hu, M.; Benz, C.; Satzger, G.
2023. Proceedings of the 18th International Conference on Wirtschaftsinformatik (WI), 18th - 21st September 2023, Paderborn  

Value Propositions in the Internet of Things: A Taxonomy of B2B Smart Services
Heinz, D.; Luchner, P.; Benz, C.; Fassnacht, M. K.
2023. 25th IEEE Conference on Business Informatics (IEEE CBI 2023), 1–10, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CBI58679.2023.10187551  

Understanding Users’ Trust Formation on Multi-Sided E-Commerce Platforms
Benz, C.; Oberländer, R.; Riefle, L.
2023. Proceedings of the 31st European Conference on Information Systems (ECIS), 17 S 

Conceptualizing a Multi-Sided Platform for Cloud Computing Resource Trading
Haller, F.; Schemmer, M.; Kühl, N.; Holtmann, C.
2023. Proceedings of the 31st European Conference on Information Systems (ECIS), Kristiansand, Norway, June 11 - 16, 2023, Association for Information Systems (AIS) 

On the Perception of Difficulty: Differences between Humans and AI
Spitzer, P.; Holstein, J.; Vössing, M.; Kühl, N.
2023. AutomationXP23: Intervening, Teaming, Delegating Creating Engaging Automation Experiences, CEUR-WS.org. doi:10.48550/arXiv.2304.09803  

Learning to Defer with Limited Expert Predictions
Hemmer, P.; Thede, L.; Vössing, M.; Jakubik, J.; Kühl, N.
2023. Proceedings of the 37th AAAI Conference on Artificial Intelligence, Washington, DC, February 7-14, 2023 

Requirements for a Smart Product-Service System Development Framework
Paliyenko, Y.; Heinz, D.; Schiller, C.; Tüzün, G.-J.; Roth, D.; Kreimeyer, M.
2023. Proceedings of the Design Society: 24th International Conference on Engineering Design (ICED23) 

Empowering Practitioners: A Conceptual Framework for Value Co-Creation through Smart Service Innovation Methodologies
Heinz, D.; Anke, J.
2023. Proceedings of the 31st European Conference on Information Systems (ECIS 2023), Association for Information Systems (AIS)  

Adaptive Conversational Agents: Exploring the Effect of Individualized Design on User Experience
Riefle, L.; Alamo Alonso, S.; Jungnitz, M.; Rothmaier, A.; Wiegand, H.; Zacateco Herrera, R.; Benz, C.
2023. Proceedings of the Thirty-First European Conference on Information Systems (ECIS) 

Human-AI Collaboration: The Effect of AI Delegation on Human Task Performance and Task Satisfaction
Hemmer, P.; Westphal, M.; Schemmer, M.; Vetter, S.; Vössing, M.; Satzger, G.
2023. Proceedings of the 28th International Conference on Intelligent User Interfaces (IUI 2023), 453–463, Association for Computing Machinery (ACM). doi:10.1145/3581641.3584052 

Deep Domain Adaptation for Detecting Bomb Craters in Aerial Images
Geiger, M.; Martin, D.; Kühl, N.
2023. 56th Hawaii International Conference on System Sciences, 825–834, IEEE Computer Society 

Detecting Concept Drift With Neural Network Model Uncertainty
Baier, L.; Schlör, T.; Schöffer, J.; Kühl, N.
2023. 56th Hawaii International Conference on System Sciences 

Barriers to Data Sharing among Private Sector Organizations
Fassnacht, M. K.; Benz, C.; Heinz, D.; Leimstoll, J.; Satzger, G.
2023. Hawaii International Conference on Systems Sciences (HICSS-56), 3695–3704, IEEE Computer Society 

Digital Service Transformation: Pathways to human and economic wellbeing White Paper
Andreassen, T. W.; Archibald, G.; Beekhuyzen, J.; Bongiovanni, I.; Brea, E.; Breidbach, C.; Burchill, K.; Burgers, H.; Cao, S.; Coote, L.; Coram, B.; Cunningham, C.; Feast, G.; Field, M.; Ford, J.; Fouche, L.; Gain, A.; Gooding, G.; Goyeneche Ramirez, D.; Green, T.; Gschwind, D.; Hall, T.; Hartley, N.; Heinz, D.; Hine, D.; Indulska, M.; Kapernick, B.; Kastelle, T.; Ko, R.; Kohlborn, T.; Krishnan, P.; Kriz, A.; Lowe, J.; MacAulay, S. C.; Maglio, P.; Magor, T.; Mair, J.; Mathur, S.; McColl-Kennedy, J.; Nagel, D.; O’Kane, S.; O’Rourke, A.-M.; Pavey, S.; Phillips, T.; Risius, M.; Ritchie, B.; Robinson, R.; Scarsbrook, J.; Septianto, F.; Sigrist, R.; Sisodia, A.; Smith, A.; Sobus, J.; Solnet, D.; Statton, G.; Stockdale, D.; Tarbit, J.; Vassallo, D.; Verreynne, M.-L.; Williams, O.; Witheriff, M.; Yan, H.; Yang, J.; Zhang, W.
2023. The University of Queensland. doi:10.14264/aed4918 

On Explanations, Fairness, and Appropriate Reliance in Human-AI Decision-Making
Schöffer, J.; De-Arteaga, M.; Kühl, N.
2023. arxiv. doi:10.5445/IR/1000160696  

ML-Based Teaching Systems: A Conceptual Framework
Spitzer, P.; Kühl, N.; Heinz, D.; Satzger, G.
2023. doi:10.5445/IR/1000158546  

A simplified design of a cEEGrid ear-electrode adapter for the OpenBCI biosensing platform
Knierim, M. T.; Schemmer, M.; Bauer, N.
2022. HardwareX, 12, Art.Nr. e00357. doi:10.1016/j.ohx.2022.e00357  

Artificial intelligence and machine learning
Kühl, N.; Schemmer, M.; Goutier, M.; Satzger, G.
2022. Electronic markets, 32 (4), 2235–2244. doi:10.1007/s12525-022-00598-0  

Human vs. supervised machine learning: Who learns patterns faster?
Kühl, N.; Goutier, M.; Baier, L.; Wolff, C.; Martin, D.
2022. Cognitive systems research, 76, 78–92. doi:10.1016/j.cogsys.2022.09.002 

Designing Transparency for Effective Human-AI Collaboration
Vössing, M.; Kühl, N.; Lind, M.; Satzger, G.
2022. Information Systems Frontiers, 24 (3), 877–895. doi:10.1007/s10796-022-10284-3  

A Maturity Model for Smart Product-Service Systems
Heinz, D.; Benz, C.; Silbernagel, R.; Molins, B.; Satzger, G.; Lanza, G.
2022. Procedia CIRP, 107, 113–118. doi:10.1016/j.procir.2022.04.019  

Exploring the Potential of Smart Service Systems: A Multi-Actor View on Affordances and Their Actualization
Heinz, D.; Benz, C.; Bode, J.; Hunke, F.; Satzger, G.
2022. Journal of Service Management Research (SMR), 6 (2), 132–146. doi:10.5771/2511-8676-2022-2-132  

Data‐driven allocation of development aid towards Sustainable Development Goals: Evidence from HIV/AIDS
Jakubik, J.; Feuerriegel, S.
2022. Production and Operations Management, 31 (6), 2739–2756. doi:10.1111/poms.13714  

Design knowledge for deep-learning-enabled image-based decision support systems — evidence from power line maintenance decision-making
Landwehr, J.; Kühl, N.; Walk, J.; Gnädig, M.
2022. Business & information systems engineering, 64 (6), 707–728. doi:10.1007/s12599-022-00745-z  

Creating customer value from data: foundations and archetypes of analytics-based services
Hunke, F.; Heinz, D.; Satzger, G.
2022. Electronic markets, 32, 503–521. doi:10.1007/s12525-021-00506-y  

AI for in-line vehicle sequence controlling: development and evaluation of an adaptive machine learning artifact to predict sequence deviations in a mixed-model production line
Stauder, M.; Kühl, N.
2022. Flexible services and manufacturing journal, 34, 709–747. doi:10.1007/s10696-021-09430-x  

The cost of fairness in AI: Evidence from e-commerce
Zahn, M. von; Feuerriegel, S.; Kühl, N.
2022. Business & information systems engineering, 64, 335–348. doi:10.1007/s12599-021-00716-w 

Explainable Al for Expert Systems
Bode, J.; Schemmer, M.; Satzger, G.
2022. Wirtschaftsinformatik 2022 Proceedings, online, 2022 

Understanding Car Data Monetization: A Taxonomy of Data-Driven Business Models in the Connected Car Domain
Sterk, F.; Peukert, C.; Hunke, F.; Weinhardt, C.
2022. Wirtschaftsinformatik 2022 Proceedings (WI 2022), Nürnberg (online), 21st - 23rd February, 2022, Association for Information Systems (AIS) 

Fostering Value Co-Creation in Incumbent Firms: The Case of Bosch’s IoT Ecosystem Landscape
Sterk, F.; Heinz, D.; Peukert, C.; Fleuchaus, F.; Kölbel, T.; Weinhardt, C.
2022. 43rd International Conference on Information Systems (ICIS 2022), Association for Information Systems (AIS)  

Towards Explaining Smart Service Innovation Events and Trajectories
Heinz, D.; Breidbach, C. F.; Benz, C.; Satzger, G.
2022. 43rd International Conference on Information Systems (ICIS 2022), Association for Information Systems (AIS)  

On the Influence of Cognitive Styles on Users’ Understanding of Explanations
Riefle, L.; Hemmer, P.; Benz, C.; Vössing, M.; Pries, J.
2022. Proceedings of the Forty-Third International Conference on Information Systems (ICIS) 

“May I Help You?”: Exploring the Effect of Individuals’ Self-Efficacy on the Use of Conversational Agents
Riefle, L.; Benz, C.; Tomar, T.
2022. Proceedings of the Forty-Third International Conference on Information Systems (ICIS) 

A Meta-Analysis of the Utility of Explainable Artificial Intelligence in Human-AI Decision-Making
Schemmer, M.; Hemmer, P.; Nitsche, M.; Kühl, N.; Vössing, M.
2022. Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society, 1st-3rd August, 2022, Oxford. Ed. Vincent Conitzer, 617–626, Association for Computing Machinery (ACM). doi:10.1145/3514094.3534128 

Factors that Influence the Adoption of Human-AI Collaboration in Clinical Decision-Making
Hemmer, P.; Schemmer, M.; Riefle, L.; Rosellen, N.; Vössing, M.; Kühl, N.
2022. Proceedings of the 30th European Conference on Information Systems (ECIS), Timișoara, RO, June 18 - 24, 2022, Association for Information Systems (AIS) 

Forming Effective Human-AI Teams: Building Machine Learning Models that Complement the Capabilities of Multiple Experts
Hemmer, P.; Schellhammer, S.; Vössing, M.; Jakubik, J.; Satzger, G.
2022. Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2478–2484, International Joint Conferences on Artificial Intelligence Organization (IJCAI). doi:10.24963/ijcai.2022/344 

Design and Evaluation of an Anti-Phishing Artifact Based on Useful Transparency
Beckmann, C.; Berens, B.; Kühl, N.; Mayer, P.; Mossano, M.; Volkamer, M.
2022. International Workshop on Socio-Technical Aspects in Security  

An Empirical Evaluation of Estimated Outcomes as Explanations in Human-AI Decision-Making
Jakubik, J.; Schöffer, J.; Hoge, V.; Vössing, M.; Kühl, N.
2022. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 

Past, Present and Future of Data Ecosystems Research: A Systematic Literature Review
Heinz, D.; Benz, C.; Fassnacht, M. K.; Satzger, G.
2022. Pacific Asia Conference on Information Systems, PACIS 2022, 5th - 9th July 2022: Proceedings, Association for Information Systems (AIS) 

Training Novices: The Role of Human-AI Collaboration and Knowledge Transfer
Spitzer, P.; Kühl, N.; Goutier, M.
2022. Workshop on Human-Machine Collaboration and Teaming (HM-CaT 2022), 23rd July, Baltimore. doi:10.48550/arXiv.2207.00497 

Why Should I Share? Exploring Benefits of Open Data for Private Sector Organizations
Enders, T.; Satzger, G.; Fassnacht, M. K.; Wolff, C.
2022. PACIS 2022 proceedings : AI-IS-ASIA (artificial intelligence, information systems, in Pacific Asia), AIS eLibrary (AISeL) 

Driver state prediction from vehicle signals: An evaluation of segmentation approaches
Maritsch, M.; Koch, K.; Thomsen, H.; Kühl, N.; Pfäffli, M.; Weinmann, W.; Wortmann, F.
2022. IEEE 25th International Conference on Intelligent Transportation Systems (ITSC), 1106–1113, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ITSC55140.2022.9922011 

"There Is Not Enough Information": On the Effects of Explanations on Perceptions of Informational Fairness and Trustworthiness in Automated Decision-Making
Schöffer, J.; Kühl, N.; Machowski, Y.
2022. FAccT ’22: 2022 ACM Conference on Fairness, Accountability, and Transparency, Seoul Republic of Korea June 21 - 24, 2022, 1616–1628, Association for Computing Machinery (ACM). doi:10.1145/3531146.3533218  

Designing Resilient AI-based Robo-Advisors: A Prototype for Real Estate Appraisal
Schemmer, M.; Hemmer, P.; Kühl, N.; Schäfer, S.
2022. 17th International Conference on Design Science Research in Information Systems and Technology, 1st - 3rd June 2022, St. Petersburg, FL, USA  

Innovating Smart Product-Service Systems in Manufacturing SMEs: Current Practices, Affordances, and Constraints
Heinz, D.; Park, H.-R.; Benz, C.; Satzger, G.
2022. 24th IEEE Conference on Business Informatics (IEEE CBI 2022), Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CBI54897.2022.10046 

On the Influence of Explainable AI on Automation Bias
Schemmer, M.; Kühl, N.; Benz, C.; Satzger, G.
2022. Proceedings of the 30th European Conference on Information Systems (ECIS), Timișoara, RO, June 18 - 24, 2022, Association for Information Systems (AIS) 

Perceptions of Fairness and Trustworthiness Based on Explanations in Human vs. Automated Decision-Making
Schoeffer, J.; Machowski, Y.; Kühl, N.
2022. Proceedings of the 55th Hawaii International Conference on System Sciences (HICSS) : January 4-7, 2022, Hyatt Regency Maui, Hawaii, USA, 1095–1102, University of Hawai’i at Manoa / Hamilton Library. doi:10.24251/hicss.2022.134  

Designing Virtual Toolboxes to Guide Educators in Creating Online Learning
Blecher, L.; Riefle, L.; Kauppinen, T.
2022. The Transdisciplinary Reach of Design Science Research – 17th International Conference on Design Science Research in Information Systems and Technology, DESRIST 2022, St Petersburg, FL, USA, June 1–3, 2022, Proceedings. Ed.: A. Drechsler, 433–444, Springer International Publishing. doi:10.1007/978-3-031-06516-3_32 

Instance Selection Mechanisms for Human-in-the-Loop Systems in Few-Shot Learning
Jakubik, J.; Blumenstiel, B.; Vössing, M.; Hemmer, P.
2022. Wirtschaftsinformatik 2022 : Proceedings. Bd.: 6, AIS eLibrary (AISeL) 

Designing a Human-in-the-Loop System for Object Detection in Floor Plans
Jakubik, J.; Hemmer, P.; Vössing, M.; Blumenstiel, B.; Bartos, A.; Mohr, K.
2022. Proceedings of the 36th Annual Conference on Innovative Applications of Artificial Intelligence (IAAI 2022), Online, 22.02.2022-01.03.2022, 12524–12530, Association for the Advancement of Artificial Intelligence (AAAI). doi:10.1609/aaai.v36i11.21522 

An Affordance-Actualization Perspective on Smart Service Systems
Heinz, D.; Benz, C.; Hunke, F.; Satzger, G.
2022. Proceedings of the 17th International Conference on Wirtschaftsinformatik (WI), [15 S.]  

What Fits Tim Might Not Fit Tom: Exploring the Impact of User Characteristics on Users’ Experience with Conversational Interaction Modalities
Riefle, L.; Brand, A.; Mietz, J.; Rombach, L.; Szekat, C.; Benz, C.
2022. Proceedings of the 17th International Conference on Wirtschaftsinformatik 

Utilizing Active Machine Learning for Quality Assurance: A Case Study of Virtual Car Renderings in the Automotive Industry
Hemmer, P.; Kühl, N.; Schöffer, J.
2022. Proceedings of the Hawaii International Conference on Systems Sciences (HICSS-55) 

Deep Learning Strategies for Industrial Surface Defect Detection Systems
Martin, D.; Heinzel, S.; Kunze von Bischhoffshausen, J.; Kühl, N.
2022. Proceedings of the Hawaii International Conference on Systems Sciences (HICSS-55)  

Intelligent Decision Assistance Versus Automated Decision-Making: Enhancing Knowledge Work Through Explainable Artificial Intelligence
Schemmer, M.; Kühl, N.; Satzger, G.
2022. Proceedings of the Hawaii International Conference on Systems Sciences (HICSS-55) , 1490–1499, IEEE Computer Society 

From Personal Data to Service Innovation – Guiding the Design of New Service Opportunities
Blöcher, K.; Hunke, F.; Satzger, G.; Alt, R.
2022. Proceedings of the 55th Hawaii International Conference on System Sciences, 1822–1831, HICSS. doi:10.24251/HICSS.2022.226  

Is it more than allocating funds? Exploring the effect of enterprise crowdfunding on employee engagement
Benz, C.
2022. Proceedings of the 55th Hawaii International Conference on System Sciences 

Fake or Credible? Towards Designing Services to Support Users’ Credibility Assessment of News Content
Bunde, E.; Kühl, N.; Meske, C.
2022. Proceedings of the Hawaii International Conference on Systems Sciences (HICSS-55), 1883–1892, IEEE Computer Society 

What to Prioritize? Natural Language Processing for the Development of a Modern Bug Tracking Solution in Hardware Development
Do Thi, T. H.; Dobler, M.; Kühl, N.
2022. Proceedings of the Hawaii International Conference on Systems Sciences (HICSS-55), 798–807, IEEE Computer Society 

Increasing Robustness for Machine Learning Services in Challenging Environments: Limited Resources and No Label Feedback
Baier, L.; Kühl, N.; Schmitt, J.
2022. Intelligent systems and applications. Vol. 1. Ed.: K. Arai, 837–856, Springer International Publishing. doi:10.1007/978-3-030-82193-7_57 

Technische Bildungsangebote für Geflüchtete : Der Verein Education for Refugees
Kühl, N.; Lehner, J.
2022. 50 Jahre AIFB - Von 1971 - 2021. Hrsg.: W. Stucky, 211–213, Karlsruher Institut für Technologie (KIT) 

Servitization and Digitalization as “Siamese Twins”: Concepts and Research Priorities
Satzger, G.; Benz, C.; Böhmann, T.; Roth, A.
2022. The Palgrave Handbook of Service Management. Ed.: B. Edvardsson, B. Tronvoll, 967–989, Springer International Publishing. doi:10.1007/978-3-030-91828-6_46 

On the Effect of Information Asymmetry in Human-AI Teams
Hemmer, P.; Schemmer, M.; Kühl, N.; Vössing, M.; Satzger, G.
2022 

A Meta-Analysis of the Utility of Explainable Artificial Intelligence in Human-AI Decision-Making
Schemmer, M.; Hemmer, P.; Nitsche, M.; Kühl, N.; Vössing, M.
2022. doi:10.5445/IR/1000147671  

Factors that Influence the Adoption of Human-AI Collaboration in Clinical Decision-Making
Hemmer, P.; Schemmer, M.; Riefle, L.; Rosellen, N.; Vössing, M.; Kühl, N.
2022. Association for Information Systems (AIS). doi:10.5445/IR/1000146871  

Should I Follow AI-based Advice? Measuring Appropriate Reliance in Human-AI Decision-Making
Schemmer, M.; Hemmer, P.; Kühl, N.; Benz, C.; Satzger, G.
2022. doi:10.5445/IR/1000145647  

Directed particle swarm optimization with Gaussian-process-based function forecasting
Jakubik, J.; Binding, A.; Feuerriegel, S.
2021. European journal of operational research, 295 (1), 157–169. doi:10.1016/j.ejor.2021.02.053 

Virtual Sensors
Martin, D.; Kühl, N.; Satzger, G.
2021. Business & information systems engineering, 63 (3), 315–323. doi:10.1007/s12599-021-00689-w  

Towards an Understanding of Technology Fit and Appropriation in Business Networks – Evidence from Blockchain Implementations
Seebacher, S.; Schüritz, R.; Satzger, G.
2021. Information systems and e-business management, 19, 183–204. doi:10.1007/s10257-020-00485-1  

How to Conduct Rigorous Supervised Machine Learning in Information Systems Research: The Supervised Machine Learning Reportcard
Kühl, N.; Hirt, R.; Baier, L.; Schmitz, B.; Satzger, G.
2021. Communications of the Association for Information Systems, 48, 589–615. doi:10.17705/1CAIS.04845  

Will the Customers Be Happy? Identifying Unsatisfied Customers from Service Encounter Data
Baier, L.; Kühl, N.; Schüritz, R.; Satzger, G.
2021. Journal of service management, 32 (2), 265–288. doi:10.1108/JOSM-06-2019-0173 

Appropriate Fairness Perceptions? On the Effectiveness of Explanations in Enabling People to Assess the Fairness of Automated Decision Systems
Schoeffer, J.; Kuehl, N.
2021. Companion Publication of the 2021 Conference on Computer Supported Cooperative Work and Social Computing (CSCW ’21 Companion), October 23–27, 2021, Virtual Event, USA. Ed.: J. Birnholtz, 153–157, Association for Computing Machinery (ACM). doi:10.1145/3462204.3481742 

Towards a Reference Architecture for Future Industrial Internet of Things Networks
Martin, D.; Kühl, N.; Schwenk, M.
2021. Proceedings : 2021 IEEE 23rd Conference on Business Informatics, CBI 2021, Virtual Conference 1-3 September 2021, Volume 2 – CBI Forum and Workshop Papers. Ed.: J.P.A. Almeida, 1–9, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CBI52690.2021.10049  

Industrial Corporation’s Transformation into a Digital Platform Provider: A Case Study on Enablers
Riefle, L.; Eisold, M.; Benz, C.
2021. 23rd IEEE Conference on Business Informatics (IEEE CBI 2021), Bozen, I, September 1-3, 2021, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CBI52690.2021.00024  

Human-AI Complementarity in Hybrid Intelligence Systems: A Structured Literature Review
Hemmer, P.; Schemmer, M.; Vössing, M.; Kühl, N.
2021. PACIS 2021 Proceedings 

Opening Pandora’s Box? Guiding Organizations Through Selective Open Data Revealing [in press]
Enders, T.; Wolff, C.; Kienzle, L.
2021. Proceedings of 28th Pacific Asia Conference on Information Systems 

Detecting Daytime Bruxism Through Convenient and Wearable Around-the-Ear Electrodes
Knierim, M.; Schemmer, M.; Woehler, D.
2021. Advances in Usability, User Experience, Wearable and Assistive Technology – Proceedings of the AHFE 2021 Virtual Conferences on Usability and User Experience, Human Factors and Wearable Technologies, Human Factors in Virtual Environments and Game Design, and Human Factors and Assistive Technology, July 25-29, 2021, USA. Ed.: T. Ahram, 26–33, Springer. doi:10.1007/978-3-030-80091-8_4 

Predicting In-Field Flow Experiences Over Two Weeks From ECG Data: A Case Study
Knierim, M.; Pieper, V.; Schemmer, M.; Loewe, N.; Reali, P.
2021. Information Systems and Neuroscience: NeuroIS Retreat 2021. Ed.: F. D. Davis, 107–117, Springer. doi:10.1007/978-3-030-88900-5_11 

A Picture is Worth a Collaboration: Accumulating Design Knowledge for Computer-Vision-based Hybrid Intelligence Systems
Zschech, P.; Walk, J.; Heinrich, K.; Vössing, M.; Kühl, N.
2021. 29th European Conference on Information Systems (ECIS 2021), June 14 - 16, 2021 - Marrackech, Morocco  

Conceptualizing Digital Resilience for AI-Based Information Systems
Schemmer, M.; Heinz, D.; Baier, L.; Vössing, M.; Kühl, N.
2021. Proceedings of the 29th European Conference on Information Systems (ECIS), June 14 - 16, 2021  

A Study on Fairness and Trust Perceptions in Automated Decision Making
Schöffer, J.; Machowski, Y.; Kühl, N.
2021. Joint Proceedings of the ACM IUI 2021 Workshops, April 13–17, 2021, College Station, USA, 170005, RWTH Aachen  

A Ranking Approach to Fair Classification
Schöffer, J.; Kühl, N.; Valera, I.
2021. COMPASS ’21: Proceedings of the 4th ACM SIGCAS Conference on Computing and Sustainable Societies, June 28 - July 2, 2021, Virtual Event, Australia, 115–125, Association for Computing Machinery (ACM). doi:10.1145/3460112.3471950 

AI-based Resource Allocation: Reinforcement Learning for Adaptive Auto-scaling in Serverless Environments
Schuler, L.; Jamil, S.; Kühl, N.
2021. STEERS Workshop of the 21th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGrid 2021). doi:10.1109/CCGrid51090.2021.00098 

labelCloud: A Lightweight Domain-Independent Labeling Tool for 3D Object Detection in Point Clouds
Sager, C.; Zschech, P.; Kühl, N.
2021. CAD’21 Conference 

Untangling the Open Data Value Paradox: How Organizations Benefit from Revealing Data
Enders, T.; Benz, C.; Satzger, G.
2021. Innovation Through Information Systems: Volume III: A Collection of Latest Research on Management Issues. Ed.: F. Ahlemann, 200–205, Springer. doi:10.1007/978-3-030-86800-0_15 

Opening the Black Box of Digital B2B Co-Creation Platforms: A Taxonomy
Abendroth, J.; Riefle, L.; Benz, C.
2021. Proceedings of the 16th International Conference on Wirtschaftsinformatik (WI) 

Co-Creating Value in B2B Platform Ecosystems – Towards a Deeper Understanding of the Emergence and Nature of Actor Engagement [in press]
Benz, C.; Riefle, L.; Schwarz, C.
2021. Proceedings of the 16th International Conference on Wirtschaftsinformatik (WI) 

User-specific Determinants of Conversational Agent Usage: A Review and Potential for Future Research
Riefle, L.; Benz, C.
2021. Innovation Through Information Systems: Volume II: A Collection of Latest Research on Technology Issues. Ed.: F. Ahlemann, 115–129, Springer. doi:10.1007/978-3-030-86797-3_8 

Organizing for Digital Innovation and Transformation: Bridging Between Organizational Resilience and Innovation Management
Heinz, D.; Hunke, F.; Breitschopf, G. F.
2021. Proceedings of the 16th International Conference on Wirtschaftsinformatik (WI)  

How to Design IIoT-Platforms your Partners are Eager to Join: Learnings from an Emerging Ecosystem
Guggenberger, T. M.; Hunke, F.; Möller, F.; Eimer, A.-C.; Satzger, G.; Otto, B.
2021. Innovation Through Information Systems: Volume III: A Collection of Latest Research on Management Issues. Ed.: F. Ahlemann, 489–504, Springer. doi:10.1007/978-3-030-86800-0_34 

Investigating Modular Reuse as an Underlying Mechanism of Conceptualization during Service Design – the Case of Key Activity Orchestration
Hunke, F.; Thomsen, H.; Satzger, G.
2021. Proceedings of the 54th Hawaii International Conference on System Sciences (HICSS) 

Designing Chemical Emergency Response Systems Based on Open Data
Enders, T.; Kühl, N.; Walk, J.; Muff, M.
2021. Hawaii International Conference on Systems Sciences (HICSS-54), January 5-8, 2021 

Switching Scheme: A Novel Approach for Handling Incremental Concept Drift in Real-World Data Sets
Baier, L.; Kellner, V.; Kühl, N.; Satzger, G.
2021. Hawaii International Conference on Systems Sciences (HICSS-54), January 5-8, 2021 

Sequential Transfer Machine Learning in Networks: Measuring the Impact of Data and Neural Net Similarity on Transferability
Hirt, R.; Srivastava, A.; Berg, C.; Kühl, N.
2021. Hawaii International Conference on Systems Sciences (HICSS-54), January 5-8, 2021, 7078–7087, University of Hawai’i at Manoa. doi:10.24251/HICSS.2021.851  

An Uncertainty-based Human-in-the-loop System for Industrial Tool Wear Analysis
Treiss, A.; Walk, J.; Kühl, N.
2021. Machine Learning and Knowledge Discovery in Databases. Applied Data Science and Demo Track: European Conference, ECML PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings, Part V. Ed.: Y. Dong, 85–100, Springer. doi:10.1007/978-3-030-67670-4_6  

BigDieMo – Ein methodischer Baukasten zur Gestaltung von datenbasierten Dienstleistungen
Hunke, F.; Seebacher, S.; Schymanietz, M.; Genennig, S.; Kühne, B.; Jonas, J.; Satzger, G.; Möslein, K.; Böhmann, T.
2021. Beverungen, Daniel Schumann, Jan Hendrik Stich, Volker Strina, Giuseppe, 265–298, Springer Berlin Heidelberg. doi:10.1007/978-3-662-63099-0_7 

Artificial Intelligence for Healthcare Logistics: An Overview and Research Agenda
Reuter-Opperman, M.; Kühl, N.
2021. Artificial Intelligence and Data Mining in Healthcare. Ed.: M. Masmoudi, 1–22, Springer International Publishing 

Concept Drift Handling in Information Systems: Preserving the Validity of Deployed Machine Learning Models. PhD dissertation
Baier, L.
2021, September 9. Karlsruher Institut für Technologie (KIT). doi:10.5445/IR/1000137245  

Intelligent Decision Assistance Versus Automated Decision-Making: Enhancing Knowledge Work Through Explainable Artificial Intelligence
Schemmer, M.; Kühl, N.; Satzger, G.
2021. doi:10.48550/arXiv.2109.13827  

Methodische Unterstützung für die Gestaltung analysebasierter Dienstleistungen
Kiefer, F.; Joussen, K.; Hunke, F.
2020. HMD, 57 (4), 684–696. doi:10.1365/s40702-020-00642-7 

Supporting customer-oriented marketing with artificial intelligence: automatically quantifying customer needs from social media
Kühl, N.; Mühlthaler, M.; Goutier, M.
2020. Electronic markets, 30 (2), 351–367. doi:10.1007/s12525-019-00351-0 

Utilizing Adaptive AI-based Information Systems to Analyze the Effectiveness of Policy Measures in the Fight of COVID-19
Baier, L.; Schöffer, J.; Kühl, N.
2020. ICIS 2020 – Making Digital Inclusive: Blending the Local and the Global : December 13-16, 2020 

DEAL: Deep Evidential Active Learning for Image Classification
Hemmer, P.; Kühl, N.; Schöffer, J.
2020. 19th IEEE International Conference On Machine Learning And Applications, December, Miami, Florida, December 14-17, 2020, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ICMLA51294.2020.00141 

Please Tell Me What to Do – Towards a Guided Orchestration of Key Activities in Data-Rich Service Systems
Hunke, F.; Seebacher, S.; Thomsen, H.
2020. Designing for Digital Transformation. Co-Creating Services with Citizens and Industry: 15th International Conference on Design Science Research in Information Systems and Technology, DESRIST 2020, Kristiansand, Norway, December 2–4, 2020, Proceedings. Ed.: S. Hofmann, 426–437, Springer. doi:10.1007/978-3-030-64823-7_41 

Knowing What to Share: Selective Revealing in Open Data
Enders, T.; Wolff, C.; Satzger, G.
2020. European Conference on Information Systems (ECIS), Marrakesch, Marokko, June 15 - 17 2020 

How to Implement an Open Data Strategy? Analyzing Organizational Change Processes to Enable Value Creation by Revealing Data
Enders, T.; Benz, C.; Schüritz, R.; Lujan, P.
2020. European Conference on Information Systems, Marrakesch, Marokko, June 15 - 17, 2020 

Enabling Customer-Centric Emergency Logistics Through Systems Thinking
Reuter-Oppermann, M.; Wolff, C.
2020. 28th European Conference on Information Systems (ECIS) - Liberty, Equality, and Fraternity in a Digitizing World, Marrakech, MA, June 15 - 17, 2020, AIS eLibrary (AISeL) 

A network-based transfer learning approach to improve sales forecasting of new products
Karb, T.; Kühl, N.; Hirt, R.; Glivici-Cotruță, V.
2020. European Conference on Information Systems (ECIS) - Marrakech, Marocco, June 15 - 17, 2020 

Handling Concept Drift for Predictions in Business Process Mining
Baier, L.; Reimold, J.; Kühl, N.
2020. 2020 IEEE 22nd Conference on Business Informatics : CBI 2020 : Antwerp, Belgium, 22-24 June 2020 : proceedings. Vol. 1, 76–83, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CBI49978.2020.00016  

Engineering Industrial Service Systems : Design and Evaluation of System-Oriented Service Delivery
Wolff, C.; Kühl, N.; Satzger, G.
2020. Designing for Digital Transformation. Co-Creating Services with Citizens and Industry: 15th International Conference on Design Science Research in Information Systems and Technology, DESRIST 2020, Kristiansand, Norway, December 2–4, 2020, Proceedings. Ed.: S. Hofmann, 407–419, Springer. doi:10.1007/978-3-030-64823-7_39 

System-wide Learning in Cyber-Physical Service Systems: A Research Agenda
Martin, D.; Kühl, N.; Bischhoffshausen, J. K. von; Satzger, G.
2020. Designing for Digital Transformation. Co-Creating Services with Citizens and Industry - 15th International Conference on Design Science Research in Information Systems and Technology, DESRIST 2020, December 2–4, 2020. Ed.: S. Hofmann, 457–468, Springer. doi:10.1007/978-3-030-64823-7_44 

Igniting the Spark: Overcoming Organizational Change Resistance to Advance Innovation Adoption – The Case of Data-Driven Services
Enders, T.; Martin, D.; Sehgal, G. G.; Schüritz, R.
2020. Exploring Service Science – 10th International Conference, IESS 2020, Porto, Portugal, February 5–7, 2020, Proceedings. Ed.: H. Nóvoa, 217–230, Springer. doi:10.1007/978-3-030-38724-2_16 

Enabling System-Oriented Service Delivery in Industrial Maintenance: A Meta-method for Predicting Industrial Costs of Downtime
Wolff, C.; Kühl, N.; Satzger, G.
2020. International Conference on Exploring Services Science, Porto, Portugal, 5 - 7 Februar 2020. Ed.: H. Nóvoa, 92–106, Springer International Publishing. doi:10.1007/978-3-030-38724-2_7 

A Reference Architecture for Cyber-Physical Fluid Power Systems: Towards a Smart Ecosystem
Martin, D.; Kunze von Bischhoffshausen, J.; Hensel, A.; Strandberg, J.
2020. Proceedings of the 12th International Fluid Power Conference (IFK), Dresden, Oktober 2020 

Handling Concept Drifts in Regression Problems – the Error Intersection Approach
Baier, L.; Hofmann, M.; Kühl, N.; Mohr, M.; Satzger, G.
2020. Proceedings of 15th International Conference on Wirtschaftsinformatik, 2020, Potsdam, Germany  

Designing Analytics-Based Services – Exploring Design Requirements for Methodological Tool Assistance in Service Design Teams
Hunke, F.; Kiefer, F.
2020. Proceedings of 15th International Conference on Wirtschaftsinformatik (WI), Potsdam, 9 - 11 März 2020. doi:10.30844/wi_2020_t2-hunke 

Pathways from Data to Value: Identifying Strategic Archetypes of Analytics-Based Services
Hunke, F.; Seebacher, S.; Schüritz, R.; Satzger, G.
2020. Proceedings of 15th International Conference on Wirtschaftsinformatik (WI), Potsdam, 9 - 11 März 2020. doi:10.30844/wi_2020_j7-hunke 

Towards a Unified Understanding of Data-Driven Support for Emergency Medical Service Logistics
Reuter-Oppermann, M.; Wolff, C.
2020. Hawaii International Conference on System Sciences (HICSS-53), Grand Wailea, Maui, January 7 - 10, 2020. doi:10.24251/HICSS.2020.449 

Towards Leveraging End-of-Life Tools as an Asset: Value Co-Creation based on Deep Learning in the Machining Industry
Walk, J.; Kühl, N.; Schäfer, J.
2020. Proceedings of the 53rd Hawaii International Conference on System Sciences (HICSS-53), Grand Wailea, Maui, HI, January 7-10, 2020  

A New Metric for Lumpy and Intermittent Demand Forecasts: Stock-keeping-oriented Prediction Error Costs
Martin, D.; Spitzer, P.; Kühl, N.
2020. 53rd Annual Hawaii International Conference on System Sciences (HICSS-53), Grand Wailea, Maui, HI, January 7-10, 2020  

Exploring Service Science:10th International Conference, IESS 2020, Porto, Portugal, February 5–7, 2020, Proceedings
Nóvoa, H.; Drăgoicea, M.; Kühl, N.
2020. Springer. doi:10.1007/978-3-030-38724-2 

Service Analytics: Putting the “Smart” in Smart Services
Kühl, N.; Fromm, H.; Schöffer, J.; Satzger, G.
2020. Smart Service Management : Design Guidelines and Best Practices. Ed.: M. Maleshkova; N. Kühl, Axel Springer SE. doi:10.1007/978-3-030-58182-4 

Grasping the Terminology: Smart Services, Smart Service Systems, and Cyber-Physical Systems
Martin, D.; Kühl, N.; Maleshkova, M.
2020. Smart Service Management: Design Guidelines and Best Practices. Hrsg.: Maria Maleshkova, Niklas Kühl, Philipp Jussen, 7–21, Springer International Publishing. doi:10.1007/978-3-030-58182-4_2 

Smart Services: A Condition Monitoring Use Case Utilizing System-Wide Analyses
Martin, D.; Kühl, N.; Bischhoffshausen, J. K. von
2020. Smart Service Management: Design Guidelines and Best Practices. Hrsg.: Maria Maleshkova, Niklas Kühl, Philipp Jussen, 179–191, Springer International Publishing. doi:10.1007/978-3-030-58182-4_16 

Capturing the Value: How to Charge for Smart Services
Enders, T.; Schüritz, R.
2020. Smart Service Management : Design Guidelines and Best Practices. Ed.: Maria Maleshkova, 75–88, Springer 

Die Rolle von KMUs in digitalen Ökosystemen – Wie sich KMUs in einer zunehmend digitalisierten Welt positionieren
Gierlich, M.; Schüritz, R.; Volkwein, M.
2020. Digitale Transformation in der Unternehmenspraxis – Mindset – Leadership – Akteure – Technologien. Ed.: M. Dahm, 303–324, Springer Fachmedien Wiesbaden. doi:10.1007/978-3-658-28557-9_15 

High-Tech Meets High-Touch: Die Dienstleistungswende als Chance für die Wertschöpfung und Beschäftigung der Zukunft : Die Dienstleistungswende als Chance für die Wertschöpfung und Beschäftigung der Zukunft
Böhmann, T.; Roth, A.; Satzger, G.; Grotherr, C.; Schymanietz, M.; Wolff, C.; Benz, C.; Falk, S.; Frank, J.; Ganz, W.; Hipp, C.; Leimeister, J. M.; Stich, V.
2020. doi:10.5445/IR/1000140939  

Incorporating Financial News for Forecasting Bitcoin Prices Based on Long Short Term Memory Networks
Nazemi, A.; Jakubik, J.; Geyer-Schulz, A.; Fabozzi, F. J.
2020 

“Healthy surveillance”: Designing a concept for privacy-preserving mask recognition AI in the age of pandemics
Kühl, N.; Martin, D.; Wolff, C.; Volkamer, M.
2020. Karlsruher Institut für Technologie (KIT). doi:10.5445/IR/1000120631  

Priorisierung von Digitalisierungsprojekten entlang der gesamten kundenorientierten Prozesskette im Maschinenbau
Pschybilla, T.; Hofmann, M.; Enders, T.; Vössing, M.
2019. HMD Praxis der Wirtschaftsinformatik 

Digital nudging to overcome cognitive resistance in innovation adoption decisions
Stryja, C.; Satzger, G.
2019. The service industries journal, 39 (15-16), 1123–1139. doi:10.1080/02642069.2018.1534960 

Smartere Produkte durch analysebasierte Dienstleistungen – Ein methodisches Werkzeug zur strukturierten Entwicklung
Hunke, F.; Schüritz, R.
2019. HMD, 56, 514–529. doi:10.1365/s40702-019-00531-8 

Cognitive computing for customer profiling: meta classification for gender prediction
Hirt, R.; Kühl, N.; Satzger, G.
2019. Electronic markets, 29 (1), 93–106. doi:10.1007/s12525-019-00336-z 

Literature vs. Twitter: Empirical insights on customer needs in e-mobility
Kühl, N.; Goutier, M.; Ensslen, A.; Jochem, P.
2019. Journal of cleaner production, 213, 508–520. doi:10.1016/j.jclepro.2018.12.003 

Do you comply with AI? — Personalized explanations of learning algorithms and their impact on employees’ compliance behavior
Kühl, N.; Lobana, J.; Meske, C.
2019. Proceedings of the 40th International Conference on Information Systems (ICIS): Paper-A-Thon, AIS eLibrary (AISeL) 

Value Co-Creation in Data-Driven Services: Towards a Deeper Understanding of the Joint Sphere
Schüritz, R.; Farrell, K.; Wixom, B.; Satzger, G.
2019. ICIS 2019 Proceedings: 15-18 December 2019, Munich, Germany, Art.-Nr.: 2202, AIS eLibrary (AISeL) 

Analyzing the Impact of Strategic Behavior in System-Oriented Service Delivery
Wolff, C.; Kimbrough, S. O.; Kühl, N.
2019. 40th International Conference on Information Systems (ICIS 2019), München, 15.-18. Dezember 2019, AIS eLibrary (AISeL) 

Redesigning Service Operations for the Digital World: Towards Automated and Data-driven Field Service Planning
Vössing, M.
2019. ECIS 2019 proceedings . 27th European Conference on Information Systems (ECIS), Stockholm & Uppsala, Sweden, June 8-14, 2019. Research Papers, Association for Information Systems (AIS) 

Designing Useful Transparency to Improve Process Performance - Evidence from an Automated Production Line
Vössing, M.; Potthoff, F.; Kühl, N.; Satzger, G.
2019. ECIS 2019 proceedings . 27th European Conference on Information Systems (ECIS), Stockholm & Uppsala, Sweden, June 8-14, 2019. Research Papers, Association for Information Systems (AIS) 

Design Principles for Human-Computer Collaboration
Vössing, M.; Lind, M.; Kühl, N.; Satzger, G.
2019. Proceedings of the Workshop on Designing User Assistance in Intelligent Systems, Stockholm, Sweden, 2019. Ed.: S. Morana, 13–15, Karlsruher Institut für Technologie (KIT)  

Challenges in the Deployment and Operation of Machine Learning in Practice
Baier, L.; Jöhren, F.; Seebacher, S.
2019. ECIS 2019 proceedings . 27th European Conference on Information Systems (ECIS), Stockholm & Uppsala, Sweden, June 8-14, 2019. Research Papers, Paper: 163, AIS eLibrary (AISeL)  

Blockchain - Just Another IT Implementation? A Comparison of Blockchain and Interorganizational Information Systems
Seebacher, S.; Schüritz, R.
2019. ECIS 2019 proceedings . 27th European Conference on Information Systems (ECIS), Stockholm & Uppsala, Sweden, June 8-14, 2019. Research Papers, Paper: 124, Association for Information Systems (AIS) 

Nudged to Unload: Applying Choice Architecture to Prevent Cognitive Overload of Participants in Open Idea Evaluation
Benz, C.; Stryja, C.
2019. Proceedings of the 27th European Conference on Information Systems (ECIS), Stockholm & Uppsala, Sweden, June 8-14, 2019, Association for Information Systems (AIS) 

Not All Tasks Are Alike: Exploring the Effect of Task Representation on User Engagement in Crowd-Based Idea Evaluation
Benz, C.; Zierau, N.; Satzger, G.
2019. ECIS 2019 proceedings . 27th European Conference on Information Systems (ECIS), Stockholm & Uppsala, Sweden, June 8-14, 2019. Research Papers, Paper: 59, AIS eLibrary (AISeL) 

Understanding the Anatomy of Analytics-Based Services – A Taxonomy to Conceptualize the Use of Data and Analytics in Services
Hunke, F.; Engel, C.; Schüritz, R.; Ebel, P.
2019. ECIS 2019 proceedings . 27th European Conference on Information Systems (ECIS), Stockholm & Uppsala, Sweden, June 8-14, 2019. Research Papers, Paper: 25, AIS eLibrary (AISeL) 

A closer look on the difficulties to determine the quality of software requirements
Kummler, P.; Fromm, H.
2019. 2019 Workshops of the Software Engineering Conference, SEW 2019; Stuttgart; Germany; 18 February 2019 through 22 February 2019. Ed.: M. Konersmann, 53–60, RWTH Aachen 

Capturing Value from Data: Exploring Factors Influencing Revenue Model Design for Data-Driven Services
Enders, T.; Schüritz, R.; Frey, W.
2019. Proceedings of 14th International Conference on Wirtschaftsinformatik (Wi 2019): Human Practice.Digital Ecologies.Our Future 

Service Systems, Smart Service Systems and Cyber-Physical Systems—What’s the difference? Towards a Unified Terminology
Martin, D.; Hirt, R.; Kühl, N.
2019. 14. Internationale Tagung Wirtschaftsinformatik 2019 (WI 2019), Siegen, Germany, February 24-27 

Unterstützung der Wissensarbeit durch Künstliche Intelligenz - Anforderungen an die Gestaltung maschinellen Lernens
Satzger, G.; Kühl, N.; Martin, A.
2019. 65. GfA Frühjahrskongress 2019, Dresden, 27. Februar - 01. März 2019  

Automatically Extracting and Analyzing Customer Needs from Twitter: A “Needmining” Prototype
Kühl, N.; Martin, D.; Satzger, G.
2019. 14. Internationale Tagung Wirtschaftsinformatik 2019 (Wi 2019), Siegen, 23.-27. Februar 2019 

On the Impact of the Customer Base on the Added Value through System-Oriented Service Delivery in Industrial Maintenance [in press]
Wolff, C.; Reuter-Oppermann, M.; Kühl, N.
2019. Hawaii International Conference on System Sciences (HICSS-52), Grand Wailea, Maui, Hawaii, January 8-11, 2019 

Holistic System-Analytics as an Alternative to Isolated Sensor Technology: A Condition Monitoring Use Case
Martin, D.; Kühl, N.
2019. Proceedings of the 52nd Annual Hawaii International Conference on System Sciences : January 8-11, 2019, Maui, Hawaii. Ed.: Tung X. Bui, 1005–1012, University of Hawaii at Manoa, Hamilton Library, ScholarSpace. doi:10.24251/HICSS.2019.124 

How to Cope with Change? Preserving Validity of Predictive Services over Time
Baier, L.; Kühl, N.; Satzger, G.
2019. Hawaii International Conference on System Sciences (HICSS-52), Grand Wailea, Maui, Hawaii, Januar 8-11, 2019, 1085–1094, University of Hawai’i at Manoa / AIS  

Machine Learning in Artificial Intelligence: Towards a Common Understanding [in press]
Kühl, N.; Goutier, M.; Hirt, R.; Satzger, G.
2019. Hawaii International Conference on System Sciences (HICSS-52), Grand Wailea, Maui, Hawaii, Januar 8-11, 2019 

Geschäftsmodelle 4.0: Big Data und Data-Analytics als Treiber für Dienstleistungsinnovation im deutschen Mittelstand
Hunke, F.; Seebacher, S.; Schymanietz, M.; Jonas, J.; Genennig, S.; Kühne, B.; Schüritz, R.; Satzger, G.; Möslein, K.; Böhmann, T.
2019. Digitale Dienstleistungsinnovationen. Eds.: V. Stich, J. Schumann, D. Beverungen, G. Gudergan, P. Jussen, 167–183, Springer-Verlag. doi:10.1007/978-3-662-59517-6_9 

Using Employees’ Collective Intelligence for Service Innovation: Theory and Instruments
Feldmann, N.; Fromm, H.; Satzger, G.; Schüritz, R.
2019. Handbook of Service Science, Volume II. Ed.: P. Maglio, 249–284, Springer International Publishing. doi:10.1007/978-3-319-98512-1_12 

Data-driven Service Business Models
Schymanietz, M.; Genennig, S. M.; Hunke, F.; Jonas, J. M.; Kühne, B.; Schüritz, R.; Seebacher, S.; Böhmann, T.; Möslein, K. M.; Satzger, G.
2018. Open Service Lab Notes, (4)  

White Spots in Business and IT: An Explorative Study for E-Mobility Services
Martin, D.; Kühl, N.; Stryja, C.; Haude, J.
2018. World Electric Vehicle Journal, 9 (2). doi:10.3390/wevj9020027  

Try Before You Buy : How to Design Information Systems to Enhance Consumer Willingness to Test Sustainable Innovations
Stryja, C.; Satzger, G.
2018. Journal of technology management & innovation, 13 (1), 19–26. doi:10.4067/S0718-27242018000100019  

To rate or to fund? - The effect of idea evaluation platform design on decision quality and user engagement
Benz, C.; Zierau, N.; Satzger, G.
2018. 39th International Conference on Information Systems, ICIS 2018: Proceedings, Association for Information Systems (AIS) 

How good are my requirements?: A new perspective on the quality measurement of textual requirements
Kummler, P. S.; Vernisse, L.; Fromm, H.
2018. 11th International Conference on the Quality of Information and Communications Technology, QUATIC 2018; University of CoimbraCoimbra; Portugal; 4 September 2018 through 7 September 2018, 156–159, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/QUATIC.2018.00031 

Towards Enabling Cyber-Physical Systems in Brownfield Environments: Leveraging Environmental Information to Derive Virtual Representations of Unconnected Assets
Bader, S. R.; Wolff, C.; Vössing, M.; Schmidt, J.-P.
2018. 9th International Conference on Exploring Service Science, IESS 2018; Karlsruhe; Germany; 19 September 2018 through 21 September 2018, 165–176, Springer. doi:10.1007/978-3-030-00713-3_13 

Towards Managing Smart Service Innovation: A Literature Review
Götz, C.; Hohler, S.; Benz, C.
2018. 9th International Conference on Exploring Service Science, IESS 2018; Karlsruhe; Germany; 19 September 2018 through 21 September 2018. Ed.: G. Satzger, 101–111, Springer. doi:10.1007/978-3-030-00713-3_8 

Cognition in the Era of Smart Service Systems: Inter-organizational Analytics through Meta and Transfer Learning
Hirt, R.; Kühl, N.
2018. 39th International Conference on Information Systems, ICIS 2018; San Francisco Marriott MarquisSan Francisco; United States; 13 December 2018 through 16 December 2018, AIS eLibrary (AISeL) 

Comfort-as-a-Service: Designing a User-Oriented Thermal Comfort Artifact for Office Buildings
Laing, S.; Kühl, N.
2018. Thirty Ninth International Conference on Information Systems (ICIS), San Francisco, CA, 13th-16th December 2018, Association for Information Systems (AIS) 

Digitalization of Field Service Planning: The Role of Organizational Knowledge and Decision Support Systems
Vössing, M.; Wolff, C.; Reinerth, V.
2018. Exploring Service Science : 9th International Conference, IESS 2018, Karlsruhe, Germany, September 19–21, 2018, Proceedings. Ed.: G. Satzger, 138–150, Springer International Publishing. doi:10.1007/978-3-030-00713-3_11 

Employee-Centric Service Innovation: A Viable Proxy for Customer-Intimacy for Product-Focused Enterprises
Vössing, M.; Siegel, J.; Feldmann, N.; Wuest, T.; Benz, C.
2018. Exploring Service Science : 9th International Conference, IESS 2018, Karlsruhe, Germany, September 19–21, 2018, Proceedings. Ed.: G. Satzger, 88–100, Springer. doi:10.1007/978-3-030-00713-3_7 

Towards Cognitive Sealing: Artificial Intelligence based Seal Condition Monitoring
Martin, D.; Schüle, C.; Kunze von Bischhoffshausen, J.
2018. 20th ISC: International Sealing Conference, Stuttgart, October 10-11, 2018 

A Framework for the Simulation-Based Estimation of Downtime Costs
Wolff, C.; Vössing, M.
2018. Exploring Service Science. 9th International Conference (IESS 2018), Karlsruhe, 19. - 21. September 2018. Hrsg.: G. Satzger, 247–260, Springer. doi:10.1007/978-3-030-00713-3 _ 19 

Using Monte-Carlo Simulation to Measure the Business-Relevant Impact of Planning Uncertainty on Field Service Delivery
Wolff, C.; Vössing, M.; Kühl, N.
2018. Proceedings of the 2018 Winter Simulation Conference, December 9-12 Gothenburg, Sweden 

Exploring the Value of Data – a Research Agenda
Enders, T.
2018. Exploring Service Science : 9th International Conference, IESS 2018 Karlsruhe, Germany, September 19–21, 2018 Proceedings. Ed.: G. Satzger, 274–286, Springer Nature. doi:10.1007/978-3-030-00713-3_21 

Utilizing Data and Analytics to Advance Service – Towards Enabling Organizations to Successfully Ride the Next Wave of Servitization
Hunke, F.; Engel, C.
2018. Exploring Service Science : 9th International Conference, IESS 2018, Karlsruhe, Germany, September 19–21, 2018, Proceedings. Ed.: G. Satzger, 219–231, Springer. doi:10.1007/978-3-030-00713-3_17 

System-Oriented Service Delivery: The Application of Service System Engineering to Service Delivery
Wolff, C.; Kühl, N.; Satzger, G.
2018. 26th European Conference on Information Systems: Beyond Digitization - Facets of Socio-Technical Change, ECIS 2018, Portsmouth, UK, June 23-28, 2018. Ed.: U. Frank, Code 143975 

How to motivate consumers to test electric vehicles : An approach to design consumer interfaces to foster innovation adoption
Benz, C.; Stryja, C.
2018. Tagungsband : Multikonferenz Wirtschaftsinformatik 2018 : Data driven X - Turning Data into Value, Band III, Lüneburg, Deutschland, 6. - 9. März 2018. Hrsg.: P. Drews, 1039–1050, Leuphana Univerisität : Lüneburg 

A Model-driven Approach for the Description of Blockchain Business Networks
Seebacher, S.; Maleshkova, M.
2018. Hawaii International Conference on System Sciences (HICSS-51), Waikoloa Village, Hawaii, United States, 3rd - 6th January 2018 

Automatically Quantifying Customer Need Tweets : Towards a Supervised Machine Learning Approach
Kühl, N.; Mühlthaler, M.; Goutier, M.
2018. Hawaii International Conference on System Sciences (HICSS-51), Waikoloa Village, Hawaii, United States, 3rd - 6th January 2018 

Towards a Technician Marketplace using Capacity-Based Pricing
Wolff, C.; Vössing, M.; Schmitz, B.; Fromm, H.
2018. Hawaii International Conference on System Sciences (HICSS-51), Waikoloa Village, Hawaii, United States, 3rd - 6th January 2018 

Towards Service-oriented Cognitive Analytics for Smart Service Systems
Hirt, R.; Kühl, N.; Schmitz, B.; Satzger, G.
2018. Hawaii International Conference on System Sciences (HICSS-51), Waikoloa Village, Hawaii, United States, 3rd - 6th January 2018 

Exploring Service Science : 9th International Conference (IESS 2018), Karlsruhe, September 19-21, 2018
Satzger, G.; Patricio, L.; Zaki, M.; Kühl, N.; Hottum, P.
2018. Springer-Verlag. doi:10.1007/978-3-030-00713-3 

GESCHÄFTSMODELLE 4.0: Baukasten zur Entwicklung datenbasierter Geschäftsmodelle
Schüritz, R.; Hunke, F.; Seebacher, S.; Jonas, J.; Genennig, S.; Schymanietz, M.; Kühne, B.; Ditterich, D.; Köpschall, M.; Eckerle, C.
2018. (G. Satzger, K. Möslein & T. Böhmann, Eds.), KSRI  

Open Innovation in Ecosystems – A Service Science Perspective on Open Innovation
Benz, C.; Seebacher, S.
2018. Exploring Service Science – 9th International Conference, IESS 2018, Karlsruhe, Germany, September 19–21, 2018, Proceedings. Ed.: G. Satzger, 112–124, Springer International Publishing. doi:10.1007/978-3-030-00713-3_9 

Künstliche Intelligenz : Löst Watson den Controller ab?
Satzger, G.; Enders, T.; Reimer, N.
2017. Controlling, (29), 24–30. doi:10.15358/0935-0381-2017-K 

Smart Services
Genennig, S.; Hunke, F.; Jonas, J.; Möslein, K.; Oks, S.; Satzger, G.; Schüritz, R.; Schymanietz, M.; Seebacher, S.
2017. Open Service Lab Notes, (3) 

Retained Organizations in IT Outsourcing: Linking Organization Design to Outsourcing Management Problems
Goldberg, M.; Kieninger, A.; Satzger, G.; Fromm, H.
2017. Business & information systems engineering, 59 (2), 111–124. doi:10.1007/s12599-016-0449-x 

Towards the Exploration of Blockchain-driven Business Networks
Seebacher, S.
2017. 3rd Karlsruhe Service Summit Research Workshop, Karlsruhe, Germany, 21st - 22nd September 2017 

Datatization as the Next Frontier of Servitization : Understanding the Challenges for Transforming Organizations
Schüritz, R.; Seebacher, S.; Satzger, G.; Schwarz, L.
2017. 38th International Conference on Information Systems, Seoul, South Korea, 10th - 13th December 2017 

Turning Data into Value : Towards an Ideation Tool for Key Activities of Data-Driven Business Models
Hunke, F.; Wambsganß, T.
2017. 3rd Karlsruhe Service Summit Research Workshop, Karlsruhe, Germany, 21st - 22nd September 2017 

Towards Identifying Strategic Innovation Capabilities for Smart Services : A Research Agenda
Benz, C.; Kienzle, L.; Feldmann, N.
2017. 3rd Karlsruhe Service Summit Research Workshop, Karlsruhe, Germany, 21st - 22nd September 2017 

GreedyBoost : An Accurate, Efficient and Flexible Ensemble Method for B2B Recommendations
Zhang, W.; Enders, T.; Li, D.
2017. Proceedings of the 50th Annual Hawaii International Conference on System Sciences (HICSS), Waikoloa Village, Hawaii, USA, 4th - 7th January 2017, AIS eLibrary (AISeL). doi:10.24251/HICSS.2017.189  

Supporting the Dispatching Process for Maintenance Technicians in Industry 4.0
Bader, S.; Vössing, M.; Wolff, C.; Walk, J.; Maleshkova, M.
2017. Tagungsband der 9. Konferenz Professionelles Wissensmanagement (Professional Knowledge Management), WM 2017, Karlsruhe, Germany, April 5-7, 2017. Hrsg.: Y. Sure-Vetter, 131–136, RWTH Aachen 

White spots in business and IT : An explorative study for e-mobility services
Martin, D.; Kühl, N.; Stryja, C.; Haude, J.
2017. 30th International Electric Vehicle Symposium & Exhibition, Stuttgart, Germany, 9th - 11th October 2017 

A Decision Support System Design to Overcome Resistance towards Sustainable Innovations
Stryja, C.; Satzger, G.; Dorner, V.
2017. Proceedings of the 25th European Conference on Information Systems (ECIS), Guimarães, Portugal, 5th - 10th June 2017, 2885–2895, AIS eLibrary (AISeL) 

An End-to-End Process Model for Supervised Machine Learning Classification : From Problem to Deployment in Information Systems
Hirt, R.; Kühl, N.; Satzger, G.
2017. Designing the Digital Transformation, DESRIST 2017 Research in Progress Proceedings of the 12th International Conference on Design Science Research in Information Systems and Technology, Karlsruhe, Germany, 30th May - 1st June 2017. Ed.: A. Mädche, 55–63, Karlsruher Institut für Technologie (KIT) 

Empirical insights on customer needs in e-mobility product service systems
Kühl, N.; Goutier, M.; Ensslen, A.; Jochem, P.
2017. GOR-IE Workshop "Approaches on Operations Research and Industrial Ecology for a Sustainable Resource and Energy Management", 9.-10. März 2017, Freiberg 

Capturing Value from Data: Revenue Models for Data-Driven Services
Schüritz, R.; Seebacher, S.; Dorner, R.
2017. Proceedings of the 50th Annual Hawaii International Conference on System Sciences (HICSS), Waikoloa Village, Hawaii, USA, 4th - 7th January 2017 

How to Cultivate Analytics Capabilities Within an Organization? Design and Types of Analytics Competency Centers
Schüritz, R.; Brand, E.; Satzger, G.; Kunze von Bischhoffshausen, J.
2017. Proceedings of the 25th European Conference on Information Systems (ECIS), Guimarães, Portugal, 5th - 10th June 2017, 389–404, AIS eLibrary (AISeL) 

Business Model Clustering: A network-based approach in the field of e-mobility services
Engel, C.; Haude, J.; Kühl, N.
2017. Proceedings of the Second KSS Research Workshop : Karlsruhe, Germany, February 2016. Ed.: P. Hottum, 11–25, Karlsruher Institut für Technologie (KIT) 

Towards a process model for data-driven business model innovation
Hunke, F.; Seebacher, S.; Schuritz, R.; Illi, A.
2017. 19th IEEE Conference on Business Informatics, CBI 2017; Thessaloniki; Greece; 24 July 2017 through 27 July 2017. Ed.: B. Theodoulidis, 150–157, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CBI.2017.43 

Determining cost-optimal availability for production equipment using service level engineering
Wolff, C.; Schmitz, B.
2017. 19th IEEE Conference on Business Informatics, CBI 2017; Thessaloniki; Greece; 24 July 2017 through 27 July 2017. Ed.: B. Theodoulidis, 176–185, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CBI.2017.47 

Towards Managing Complexity and Uncertainty in Field Service Technician Planning
Vössing, M.
2017. Proceedings of the 19th IEEE Conference on Business Informatics, CBI 2017, Thessaloniki, Greece, 24th July - 27th July 2017, 312–319, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CBI.2017.50 

More Observations, More Variables or More Quality? - Data Acquisition Strategies to Enhance Uncertainty Analytics for Industrial Service Contracting
Schmitz, B.; Satzger, G.; Gitzel, R.
2017. 8th International Conference on Exploring Service Science, IESS 2017; Rome; Italy; 24 May 2017 through 26 May 2017. Ed. : M. Dragoicea, 159–172, Springer International Publishing. doi:10.1007/978-3-319-56925-3_13 

Towards a Unified Approach to Identify Business Model Patterns : A Case of E-Mobility Services
Hunke, F.; Schüritz, R.; Kühl, N.
2017. 8th International Conference on Exploring Service Science, IESS 2017, Rome, Italy, 24th - 26th May 2017. Ed. : M. Dragoicea, 182–196, Springer International Publishing. doi:10.1007/978-3-319-56925-3_15 

Towards Requirements Analytics : A Research Agenda to Model and Evaluate the Quality of Unstructured Requirements Specifications
Kummler, P.
2017. 8th International Conference on Exploring Service Science, IESS 2017; Rome; Italy; 24 May 2017 through 26 May 2017. Ed. : M. Dragoicea, 197–209, Springer International Publishing. doi:10.1007/978-3-319-56925-3_16 

Blockchain Technology as an Enabler of Service Systems: A Structured Literature Review
Seebacher, S.; Schüritz, R.
2017. 8th International Conference on Exploring Service Science, IESS 2017; Rome; Italy; 24 May 2017 through 26 May 2017. Ed. : M. Dragoicea, 12–23, Springer International Publishing. doi:10.1007/978-3-319-56925-3_2 

Mit Informationstechnologien zu innovativen Dienstleistungen und Geschäftsmodellen in der Elektromobilität : Empirische Studien zu Geschäftsmodellen und IT für Elektromobilitätsdienstleistungen
Stryja, C.; Kühl, N.; Satzger, G.
2017. Fraunhofer Verlag 

Empirische Studie I : Identifizierung von Elektromobilitätsdienstleistungstypen aus dem Atlas mit Data Mining
Kühl, N.; Hunke, F.
2017. Mit Informationstechnologien zu innovativen Dienstleistungen und Geschäftsmodellen in der Elektromobilität : Empirische Studien zu Geschäftsmodellen und IT für Elektromobilitätsdienstleistungen. Hrsg.: C. Stryja, 43–51, Fraunhofer Verlag 

Needmining: automated analytical support for customer need elicitation. PhD dissertation
Kühl, N.
2017. Karlsruher Institut für Technologie (KIT) 

Data-infused business model innovation. PhD dissertation
Schüritz, R.
2017. Karlsruher Institut für Technologie (KIT) 

Methods to Identify User Needs and Decision Mechanisms for the Adoption of Electric Vehicles
Ensslen, A.; Kühl, N.; Stryja, C.; Jochem, P.
2016. World Electric Vehicle Journal, 8 (3), 667–678. doi:10.3390/wevj8030673  

"Needs from Tweets" : Towards Deriving Customer Needs From Micro Blog Data
Kühl, N.; Scheurenbrand, J.; Satzger, G.
2016. Multikonferenz Wirtschaftsinformatik (MKWI) 2016, Band III, Technische Universität Ilmenau, Deutschland, 09. - 11. März 2016. Hrsg.: V. Nissen, 1229–1232, Universitätsverlag 

Programming for Refugees : An Active Learning Approach for Teaching Java to Heterogeneous Groups
Kühl, N.; Lehner, J.
2016. Informatik 2016, 46. Jahrestagung der Gesellschaft für Informatik, Klagenfurt, Österreich, 26. - 30. September 2016, 1175–1178, Gesellschaft für Informatik (GI) 

Retained Organizations in IT Outsourcing: Adapting IT Service Management for Successful Multi-sourcing Service Integration
Goldberg, M.; Satzger, G.; Fromm, H.
2016. Proceedings of the 24th European Conference of Information Systems, ECIS 2016, June 12-15, 2016, Istanbul, Turkey 

Needmining : Evaluating a Whitelist-Based Assignment Method to Quantify Customer Needs from Micro Blog Data
Kühl, N.; Goutier, M.
2016. Operations Research Proceedings 2016, Selected Papers of the Annual International Conference of the German Operations Research Society (GOR), Hamburg, Germany, 30th August - 2nd September 2016. Ed.: A. Fink, 165–170, Springer. doi:10.1007/978-3-319-55702-1 

“Need tweets”: New insights about customer needs from micro blog data in the field of e-mobility
Kühl, N.; Goutier, M.
2016. 46. Jahrestagung der Gesellschaft fur Informatik - 46th Annual Meeting of the German Informatics Society, INFORMATIK 2016; Klagenfurt; Austria; 26 September 2016 through 30 September 2016. Ed.: H. C. Mayr, 1363–1376, Gesellschaft für Informatik (GI) 

Patterns of Data-Infused Business Model Innovation
Schüritz, R.; Satzger, G.
2016. 2016 IEEE 18th Conference on Business Informatics (CBI), Paris, France, 29 August–1 September 2016, 133–142, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CBI.2016.23 

Towards Extracting Customer Needs from Incident Tickets in IT Services
Eckstein, L.; Kühl, N.; Satzger, G.
2016. 2016 IEEE 18th Conference on Business Informatics (CBI), Paris, France, 29 August–1 September 2016, 200–207, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CBI.2016.30 

Adapting it service management for successful multi-sourcing service integration
Goldberg, M.; Satzger, G.; Fromm, H.
2016. 24th European Conference on Information Systems, ECIS 2016; Bogazici UniversityIstanbul; Turkey; 12 June 2016 through 15 June 2016., Association for Information Systems (AIS) 

Needmining: Identifying micro blog data containing customer needs
Kühl, N.; Scheurenbrand, J.; Satzger, G.
2016. 24th European Conference on Information Systems, ECIS 2016; Bogazici UniversityIstanbul; Turkey; 12 June 2016 through 15 June 2016, Association for Information Systems (AIS) 

Methods to Identify User Needs and Decision Mechanisms for the Adoption of Electric Vehicles
Ensslen, A.; Kühl, N.; Stryja, C.; Jochem, P.
2016. Proceedings of EVS29 Symposium, Montréal, Québec, Canada, June 19-22, 2016  

Service science textbooks: Opportunities of an interdisciplinary approach
Kunze von Bischhoffshausen, J.; Hottum, P.; Schüritz, R.
2016. Exploring Services Science, 7th International Conference IESS 2016, Bucharest, RO, May 25-27, 2016. Ed.: T. Borangiu, 742–749, Springer-Verlag. doi:10.1007/978-3-319-32689-4_57 

Needmining: Towards analytical support for service design
Kühl, N.
2016. Exploring Services Science, 7th International Conference, IESS 2016, Bucharest, RO, May 25-27, 2016. Ed.: T. Borangiu, 187–200, Springer-Verlag. doi:10.1007/978-3-319-32689-4_14 

Introduction to the service analytics minitrack (Editorial)
Fromm, H.; Satzger, G.; Setzer, T.
2016. Proceedings of the 49th Annual Hawaii International Conference on System Sciences (HICSS-49), Kauai, Hawaii, January 5-8, 2016. Ed.: T.X. Bui, 1556, IEEE Computer Society. doi:10.1109/HICSS.2016.196 

Advanced Analytics im Controlling : Potential und Anwendung für Umsatz- und Kostenprognosen
Satzger, G.; Holtmann, C.; Peter, S.
2015. Controlling, 27 (4/5), 229–235 

Management der Interaktionsqualität in industriellen Dienstleistungsnetzwerken : Ein Service-Analytics-Ansatz für die Störungsbearbeitung
Satzger, G.; Hottum, P.
2015. Schmalenbachs Zeitschrift für betriebswirtschaftliche Forschung, (69/15), 150–173 

A Capability Framework for IT Service Integration and Management in Multi-Sourcing
Goldberg, M.; Satzger, G.; Kieninger, A.
2015. 23rd European Conference on Information Systems (ECIS), Münster, Germany, 26-29 May 2015, 1–16, AIS eLibrary (AISeL) 

Entwicklung eines Frameworks zur Beschreibung von Geschäftsmodellen für Elektromobilitätsdienstleistungen
Stryja, C.; Schüritz, R.; Kühl, N.; Hottum, P.; Satzger, G.
2015. Energiesysteme im Wandel: Evolution oder Revolution? 9. Internationale Energiewirtschaftstagung, IEWT, Wien, Österreich, 11 - 13. Februar 2015, 1–17 

An Information System for Sales Team Assignments Utilizing Predictive and Prescriptive Analytics
Kunze von Bischhoffshausen, J.; Paatsch, M.; Reuter, M.; Satzger, G.; Fromm, H.
2015. 17th IEEE Conference on Business Informatics (CBI), 13th - 16th July, 2015, Lisbon, Portugal. Vol. 1, 68–76, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CBI.2015.38 

Holistically Defining E-Mobility: A Modern Approach to Systematic Literature Reviews
Scheurenbrand, J.; Engel, C.; Peters, F.; Kühl, N.
2015. Proceedings of the First Karlsruhe Service Summit Workshop - Advances in Service Research, Karlsruhe, Germany, February 2015. Ed.: R. Görlitz, 17–27, KIT Scientific Publishing 

Fundamentals of service systems
Cardoso, J.; Fromm, H.; Nickel, S.; Satzger, G.; Studer, R.; Weinhardt, C. (Eds.)
2015. Springer-Verlag. doi:10.1007/978-3-319-23195-2 

Dienstleistungen für Elektromobilität : Netzwerke und Allianzen
Hottum, P.; Kühl, N.; Stryja, C.
2015. Dienstleistungen für Elektromobilität : Ergebnisse einer Expertenstudie. Hrsg.: S. Lamberth-Cocca, 47–61, Fraunhofer Verlag 

Produktivität und Kundeneinbindung: Analyse der Auswirkungen des Kundenbeitrags für die Dienstleistungsentwicklung
Kohler, M.; Hottum, P.; Fromm, H.; Satzger, G.
2015. Phasenübergreifendes Service Life Cycle Management zur Steigerung der Dienstleistungsproduktivität. Messung, Bewertung und Steigerung - konzeptionelle und praxisbezogene Ansätze. Hrsg.: W. Ganz, 66–90, Fraunhofer Verlag 

Netzwerke und Allianzen
Hottum, P.; Kühl, N.; Stryja, C.
2015. Dienstleistungen für Elektromobilität - Ergebnisse einer Expertenstudie, 47–60, Fraunhofer Verlag 

Entwurf eines Bewertungsframeworks für IT-gestützte Elektromobilitätsdienstleistungen
Kühl, N.; Stryja, C.
2015. Dienstleistungsinnovationen für Elektromobilität. Märkte, Geschäftsmodelle, Kooperationen. Hrsg.: D. Beverungen, 25–40, Fraunhofer Verlag 

Phasenübergreifendes Service Life Cycle Management zur Steigerung der Dienstleistungsproduktivität. Messung, Bewertung und Steigerung - konzeptionelle und praxisbezogene Ansätze
Fromm, H.; Satzger, G.; Ganz, W.; Gouthier, M. H. J. (Eds.)
2015. Fraunhofer Verlag 

Analytical support for predicting cost in complex service delivery environments
Vogt, A.; Mattfeldt, E. R.; Satzger, G.; Lueders, L.; Piper, M.; Gehb, O.; Jones, W. L.
2014. IBM journal of research and development, 58 (4), 7/1–10. doi:10.1147/JRD.2014.2327301 

Towards the Consideration of Performance Risks for the Design of Service Offers
Schmitz, B.; Kieninger, A.; Satzger, G.; Fromm, H.
2014. Exploring Services Science - 5th International Conference (IESS’14), Geneva, Schweiz, February 5-7, 2014. Ed.: M. Snene, 108–123, Springer-Verlag. doi:10.1007/978-3-319-04810-9_9 

Transition and Delivery Challenges of Retained Organizations in IT Outsourcing
Goldberg, M.; Kieninger, A.; Satzger, G.; Fromm, H.
2014. Exploring Services Science - 5th International Conference (IESS’14), Geneva, Schweiz, February 5-7, 2014. Ed.: M. Snene, 56–71, Springer-Verlag. doi:10.1007/978-3-319-04810-9_5 

Forecasting Service Profitability
Blomberg, J.; Boyette, N.; Chandra, A.; Oh, S.; Zhou, R.; Strong, R.; Jones, W.; Gehb, O.; Vogt, A.; Satzger, G.
2014. IEEE International Conference on Services Computing (SCC’14), Anchorage, Alaska/USA, June 27 - July 2, 2014, 370–377, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/SCC.2014.56 

Leveraging Service Incident Analytics to Determine Cost-Optimal Service Offers
Kieninger, A.; Straeten, D.; Kimbrough, S.; Schmitz, B.; Satzger, G.
2013. Proceedings of the 11th International Conference on Wirtschaftsinformatik (WI2013), Volume 2, Leipzig, Germany, 27th February - 1st March 2013. Ed.: R. Alt, 1015–1029, Universität Leipzig 

Simulation-based Quantification of Business Impacts Caused by Service Incidents
Kieninger, A.; Berghoff, F.; Fromm, H.; Satzger, G.
2013. Exploring Services Science : 4th International Conference, IESS 2013, Porto, Portugal, February 7-8, 2013. Proceedings. Ed.: J. F. e Cunha ..., 170–185, Springer-Verlag. doi:10.1007/978-3-642-36356-6_13 

Incorporating Business Impact into Service Offers - A Procedure to Select Cost-Optimal Service Contracts
Kieninger, A.; Schmitz, B.; Straeten, D.; Satzger, G.
2013. 18th Americas Conference on Information Systems, AMCIS 2012, Seattle, Washington, USA, 9 - 12 August 2012. Ed.: Association for Information Systems, Curran 

Business Cost Budgets - A Methodology to Incorporate Business Impact into Service Level Agreements
Kieninger, A.; Satzger, G.; Straeten, D.; Schmitz, B.; Balthadzhiev, D.
2012. International journal of service science, management, engineering, and technology, 3 (3), 49–64. doi:10.4018/jssmet.2012070104 

Dynamic and goal-based quality management for human-based electronic services
Kern, R.; Thies, H.; Zirpins, C.; Satzger, G.
2012. International journal of cooperative information systems, 21 (1), 3–29. doi:10.1142/S0218843012400011  

A Business Intelligence Approach for Assessing and Monitoring the Return on Interaction in a Customer Intimacy Context
Habryn, F.; Kunze von Bischoffshausen, J.; Satzger, G.
2012. ECIS 2012: 20th European Conference on Information Systems, Barcelona, Spain, June 10-13, 2012 

Methods in Service Innovation : Current Trends and Future Perspectives
Schultz, C.
2012. (W. Ganz & G. Satzger, Eds.), Fraunhofer Verlag 

Service Analytics - Leveraging Data Across Enterprise Boundaries for Competitive Advantage
Fromm, H.; Habryn, F.; Satzger, G.
2012. Globalization of Professional Services: Innovative Strategies, Successful Processes, Inspired Talent Management, and First-Hand Experiences. Ed.: U. Bäumer, 139–149, Springer-Verlag. doi:10.1007/978-3-642-29181-4_13 

Service Science : Potentiale für die Weiterentwicklung der Dienstleistungsgesellschaft
Satzger, G.; Dunkel, W.
2011. WSI-Mitteilungen, 64 (9), 470–476 

Rewarding Participation in Service Value Networks - An Approach to Incentivize the Joint Provisioning of Complex E-Services
Conte, T.; Blau, B.; Satzger, G.; Dinther, C. van; Weinhardt, C.
2011. e-Service Journal, 7 (2), 2–27 

Exploring the "crowd" as enabler of better information quality
Wichmann, P.; Borek, A.; Kern, R.; Woodall, P.; Parlikad, A. K.; Satzger, G.
2011. Proceedings of the 16th International Conference on Information Quality, ICIQ-11, Adelaide, Australia, 17th - 19th November 2011. Ed.: A. Koronios, 302–313, Curran 

People Services: Efficient work processes leveraging the power of the crowd
Satzger, G.; Kern, R.; Pasing, A.; Pfau, G.; Fritz, R.; Alexander S.; Roland, P.
2011. 20th Annual Frontiers in Service Conference, June 30 - July 3, 2011, Columbus/Ohio, USA 

CI Analytics - Assessment and Monitoring of Customer Intimacy in a B2B Context
Satzger, G.; Habryn, F.; Kölmel, B.; Herzig, T.
2011. 20th Annual Frontiers in Service Conference, June 30 - July 3, 2011, Columbus, Ohio 

Towards Service Level Engineering for IT Services - Defining IT Services from a Line of Business Perspective
Kieninger, A.; Balthadzhiev, D.; Schmitz, B.; Satzger, G.
2011. Proceedings of the 2011 Annual SRII Global Conference (SRII 2011), San Jose/California, USA, March 29 2011 - April 2 2011, 759–766, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/SRII.2011.83 

Efficient Quality Management of Human-Based Electronic Services Leveraging Group Decision Making
Kern, R.; Thies, H.; Satzger, G.
2011. Proceedings of the 19th European Conference on Information Systems (ECIS 2011), June 9-11, 2011, Helsinki, Finland. Ed.: Virpi Kristiina Tuunainen ..., 1421–1432, Association for Information Systems (AIS) 

The Economics of Service Level Engineering
Kieninger, A.; Westernhagen, J.; Satzger, G.
2011. 44th Hawaii International Conference on System Sciences : (HICSS) ; 4 - 7 Jan. 2011, Koloa, Kauai, Hawaii. Ed.: Ralph H. Sprague, 1–10, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/HICSS.2011.407 

Risk-Reward Sharing in IT Service Contracts - A Service System View
Satzger, G.; Kieninger, A.
2011. 44th Hawaii International Conference on System Sciences : (HICSS) ; 4 - 7 Jan. 2011, Koloa, Kauai, Hawaii, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/HICSS.2011.365 

Innovating for and with your service customers : An assessment of the current practice of collaborative service innovation in Germany
Schulteß, P.; Wegener, S.; Neus, A.; Satzger, G.
2010. Procedia, 2 (4), 6503–6515. doi:10.1016/j.sbspro.2010.04.060 

Service Science : der Schlüssel zur Wettbewerbsfähigkeit in der „Industriellen Revolution 2.0“?
Satzger, G.
2010. Mit Dienstleistungen die Zukunft gestalten : Beiträge der 8. Dienstleistungstagung des BMBF. Hrsg.: I. Gatermann, 349–352, Campus-Verlag 

Towards a Model for Measuring Customer Intimacy in B2B Services
Habryn, F.; Blau, B. S.; Satzger, G.; Kölmel, B.
2010. Exploring Services Science - First International Conference (IESS 2010), Geneva, Switzerland, February 17-19, 2010. Revised Papers. Ed.: J.-H. Morin, 1–14, Springer-Verlag. doi:10.1007/978-3-642-14319-9_1 

Validating results of human-based electronic services leveraging multiple reviewers
Kern, R.; Bauer, C.; Thies, H.; Satzger, G.
2010. Proceedings of the 16th Americas Conference on Information Systems (AMCIS 2010), Lima, Peru, August 12-15, 2010, 525/1–10, AIS eLibrary (AISeL)  

Quality Assurance for Human-Based Electronic Services: A Decision Matrix for Choosing the Right Approach
Kern, R.; Thies, H.; Bauer, C.; Satzger, G.
2010. Current trends in web engineering : 10th International Conference on Web Engineering, ICWE 2010 Workshops, Vienna, Austria, July 2010. Ed.: F. Daniel, 421–424, Springer-Verlag  

Statistical Quality Control for Human-Based Electronic Services
Kern, R.; Thies, H.; Satzger, G.
2010. Service-oriented computing : Proceedings of the 8th International Conference (ICSOC 2010) San Francisco, CA, USA, Dec. 7-10, 2010. Ed.: P. Maglio, 243–257, Springer-Verlag  

Principles of Collaborative Innovation : Implementation of Open and Peer-to-Peer Innovation Approaches
Satzger, G.; Neus, A.
2010. Innovation and International Corporate Growth. Ed.: A. Gerybadze, 219–238, Springer-Verlag. doi:10.1007/978-3-642-10823-5_14 

Technologische Innovation und die Auswirkung auf Geschäftsmodell, Organisation und Unternehmenskultur
Jetter, M.; Satzger, G.; Neus, A.
2009. Wirtschaftsinformatik, 51 (1), 43–52. doi:10.1007/s11576-008-0105-2 

Technological Innovation and Its Impact on Business Model, Organization and Corporate Culture - IBM`s Transformation into a Globally Integrated, Service-Oriented Enterprise
Jetter, M.; Satzger, G.; Neus, A.
2009. Business & information systems engineering, 1 (1), 37–45. doi:10.1007/s12599-008-0002-7 

Service Science : Das unbekannte Wesen
Satzger, G.; Ganz, W.; Kieninger, A.
2009. Arbeits- und Dienstleistungsforschung als Innovationstreiber : Bilanzen, Herausforderungen, Zukünfte, Fachtagung, 22. Mai 2009. Hrsg.: D. Spath, 126–130, Fraunhofer Verlag 

Rewarding Contribution to Service Network Formation
Conte, T.; Blau, B.; Satzger, G.; Dinther, C. van; Weinhardt, C.
2009. Proceedings of the 1st INFORMS International Conference on Service Science (ICSS09), Hong Kong, China, 6-8 August, 2009, Paper 225/1–8, INFORMS 

Enabling Service Networks Through Contribution-Based Value Distribution
Conte, T.; Blau, B.; Satzger, G.; Dinther, C. van
2009. Proceedings of the 15th Americas Conference on Information Systems, San Francisco, USA, Aug 6-9, 2009, Paper 764 

Knowledge Intensive Services Procurement Strategy
Satzger, G.; Schulteß, P.; Neus, A.
2009. Universität Karlsruhe (TH) 

Dienstleistungswissenschaft - Anforderungen der Praxis an Dienstleistungsforschung und -lehre
Satzger, G.
2008. Technologie und Dienstleistung: Innovationen in Forschung, Wissenschaft und Unternehmen. Beiträge der 7. Dienstleistungstagung des BMBF. Hrsg.: I. Gatermann, 187–195, Campus-Verlag 

Service Science: Hype or Cornerstone for Future Success - A Five-Step Roadmap to Clarity
Satzger, G.; Ganz, W.; Kremer, A.
2008. New horizons for the role and production of services: RESER 2008 - programme and abstracts; September 25th - 26th 2008, Stuttgart, Germany. Ed.: W. Ganz, 4 S., Fraunhofer IRB Verlag