Publications


2022
Conference Papers
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) Full textFull text of the publication as PDF document
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)  
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 
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) 
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) 
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
2021
Journal Articles
The cost of fairness in AI: Evidence from e-commerce.
Zahn, M. von; Feuerriegel, S.; Kühl, N.
2021. Business & information systems engineering. doi:10.1007/s12599-021-00716-w
Virtual Sensors.
Martin, D.; Kühl, N.; Satzger, G.
2021. Business & information systems engineering, 63 (3), 315–323. doi:10.1007/s12599-021-00689-wFull textFull text of the publication as PDF document
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
Conference Papers
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 of the 2021 IEEE 23rd Conference on Business Informatics (CBI) Vol. 2, 1–9, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CBI52690.2021.10049Full textFull text of the publication as PDF document
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. 12th International Conference on Applied Human Factors and Ergonomics (AHFE 2021) 
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. Proceedings NeuroIS Retreat 2021. Ed.: F.D. Davis, 107–117, Springer 
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 Full textFull text of the publication as PDF document
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), An Online AIS Conference, June 14 - 16, 2021 Full textFull text of the publication as PDF document
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 Full textFull text of the publication as PDF document
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
Untangling the Open Data Value Paradox: How Organizations Benefit from Revealing Data.
Enders, T.; Benz, C.; Satzger, G.
2021. 16th International Conference on Wirtschaftsinformatik (WI 2021) (16. Internationale Tagung Wirtschaftsinformatik), Duisburg-Essen, 9.-11. März 2021 
Opening the Black Box of Digital B2B Co-Creation Platforms: A Taxonomy [in press].
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 [in press].
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 [in press].
Guggenberger, T. M.; Hunke, F.; Möller, F.; Eimer, A.-C.; Satzger, G.; Otto, B.
2021. Proceedings of the 16th International Conference on Wirtschaftsinformatik (WI) 
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 
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_6Full textFull text of the publication as PDF document
Book Chapters
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 
2020
Conference Papers
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/CBI49978.2020.00016Full textFull text of the publication as PDF document
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 Full textFull text of the publication as PDF document
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 Full textFull text of the publication as PDF document
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 Full textFull text of the publication as PDF document
Book Chapters
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
2019
Conference Papers
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) Full textFull text of the publication as PDF document
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) Full textFull text of the publication as PDF document
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 
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 Full textFull text of the publication as PDF document
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 
Book Chapters
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
2018
Journal Articles
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) Full textFull text of the publication as PDF document
Conference Papers
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 
Conference Proceedings
Books
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 Full textFull text of the publication as PDF document
Book Chapters
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
2017
Journal Articles
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
Conference Papers
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.2017.189Full textFull text of the publication as PDF document
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
Book Chapters
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 
PhD Theses
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) 
2016
Conference Papers
"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 e.V.  (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 e.V.  (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 Full textFull text of the publication as PDF document
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
2015
Journal Articles
Conference Papers
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 
Books
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
Book Chapters
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 
2014
Journal Articles
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
Conference Papers
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
2013
Conference Papers
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 Associates, Inc 
2012
Journal Articles
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/S0218843012400011Full textFull text of the publication as PDF document
Conference Papers
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 
Books
Methods in Service Innovation : Current Trends and Future Perspectives.
Schultz, C.
2012. (W. Ganz & G. Satzger, Eds.), Fraunhofer Verlag 
Book Chapters
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
2011
Journal Articles
Conference Papers
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 Associates, Inc 
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
2010
Conference Papers
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) Full textFull text of the publication as PDF document
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 Full textFull text of the publication as PDF document
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 Full textFull text of the publication as PDF document
Book Chapters
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
2009
Conference Papers
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.; van Dinther, C.; 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.; van Dinther, C.
2009. Proceedings of the 15th Americas Conference on Information Systems, San Francisco, USA, Aug 6-9, 2009, Paper 764 
Reports/Preprints
Knowledge Intensive Services Procurement Strategy.
Satzger, G.; Schulteß, P.; Neus, A.
2009. Universität Karlsruhe (TH) 
2008
Conference Papers
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 
Book Chapters
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