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Department: Applied AI

Overview

With the rise of (smart) service systems, there are increasingly opportunities for collaboration and new ways of co-creating value. Every action in a service system produces data that can be a valuable source of information to trigger value co-creation. Although the analysis of this data is crucial for its economic success, fully exploiting its potential still remains one of the challenges for smart service systems. In our lab, we analyze and improve such situations where relevant data sources and analytical knowledge are typically controlled by different entities—but not distributed or shared among them.

Research Topics

We are interested in the utilization of machine learning and artificial intelligence for the development of innovative services. We follow the complete lifecycle of AI from business problem to deployment, e.g. in the industrial sector. By actually designing and implementing AI-based services, we uncover new theoretical and practical knowledge.

 

Current topics include
  • AI in Service Systems
    • Meta machine learning
    • Transfer machine learning
    • System-oriented service delivery
  • AI for Industrial Services / Smart Services
    • Predictive Maintenance Cyber-physical Systems
    • Human-machine collaboration in services
    • AI-based industrial services
    • Validity of predictive services

Lead

 

Dr. Niklas Kühl

 

 +49 721 608-43998
 kuehlWkr6∂kit edu

Team
Name Title Phone E-Mail
M. Sc. lucas baierBmg9∂kit edu
Prof. Dr.   hansjoerg frommAjt9∂kit edu
Dr.-Ing. niklas kuehlOjs2∂kit edu
  patrick kummlerHmm6∂kit edu
M.Sc. dominik martinLvi4∂kit edu
M.Sc. jakob schoefferUak9∂kit edu
M.Sc. michael voessingSul7∂kit edu
M.Sc. jannis walkWbm1∂kit edu
M. Sc. clemens wolffEng6∂kit edu

Projects
Title Contact


Publications


2020
Proceedingsbeiträge
Towards a Unified Understanding of Data-Driven Support for Emergency Medical Service Logistics [in press].
Reuter-Oppermann, M.; Wolff, C.
2020. HICSS-53 : Hawaii International Conference on System Sciences, Grand Wailea, Maui, January 7 - 10, 2020
Towards Leveraging End-of-Life Tools as an Asset: Value Co-Creation based on Deep Learning in the Machining Industry [in press].
Walk, J.; Kühl, N.; Schäfer, J.
2020. Proceedings of the 53rd Annual 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 [in press].
Martin, D.; Spitzer, P.; Kühl, N.
2020. Proceedings of the 53rd Annual Hawaii International Conference on System Sciences (HICSS-53), Grand Wailea, Maui, HI, January 7-10, 2020
2019
Zeitschriftenaufsätze
Proceedingsbeiträge
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
Redesigning Service Operations for the Digital World: Towards Automated and Data-driven Field Service Planning.
Vössing, M.
2019. Proceedings of the 27th European Conference on Information Systems (ECIS), Stockholm und Uppsala, Sweden, June 8-14, 2019. Research-in-Progress Papers
Designing Useful Transparency to Improve Process Performance—Evidence from an Automated Production Line.
Vössing, M.; Potthoff, F.; Kühl, N.; Satzger, G.
2019. Proceedings of the 27th European Conference on Information Systems (ECIS), Stockholm und Uppsala, Sweden, June 8-14, 2019. Research Papers
Design Principles for Human-Computer Collaboration : Extended Abstract.
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, KIT, Karlsruhe
Challenges in the Deployment and Operation of Machine Learning in Practice.
Baier, L.; Jöhren, F.; Seebacher, S.
2019. Proceedings of the 27th European Conference on Information Systems (ECIS), Stockholm and Uppsala, Sweden, June 8 - 14, 2019. Research Papers., Paper: 163, AIS Electronic Library (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
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 (HICSS-52), Grand Wailea, Maui, Hawaii, January 8-11, 2019, 1005–1012
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
Vorträge
Der Aufstieg von KI - Von grenzenlosen Chancen bis zu existenziellen Risiken.
Kühl, N.
2019, Juli 17. KI goes KMU: Auf die Überholspur? Das „Tanker-Schnellboot-Syndrom“: Von der Chance, große Unternehmen durch Algorithmen, Neuronale Netze und Machine Learning zu überholen (2019), Köln, Deutschland, 17.–18. Juli 2019
How to Learn from Others? A Research Agenda on Transfer Machine Learning for Sales Forecasting.
Hirt, R.; Kühl, N.
2019, Februar 19. MIT-IBM Watson AI Lab (2019), Cambridge, MA, USA, 19. März 2019
2018
Buchaufsätze
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), Karlsruhe, Germany, September 19 – 21, 2018. Ed.: G. Satzger, 138–150, Springer International Publishing, Cham. 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) Karlsruhe, Germany, September 19–21, 2018, Proceedings. Ed.: G. Satzger, 88–100, Springer International Publishing, Cham. doi:10.1007/978-3-030-00713-3_7
Zeitschriftenaufsätze
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
Proceedingsbeiträge
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, IEEE, Piscataway (NJ). 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, Cham. doi:10.1007/978-3-030-00713-3_13
Cognition in the Era of Smart Service Systems: Inter-organizational Analytics through Meta and Transfer Learning [in press].
Hirt, R.; Kühl, N.
2018. Thirty Ninth International Conference on Information Systems (ICIS), San Francisco, CA, USA, 13th-16th December 2018
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
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, Cham, CH. 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 [in press].
Wolff, C.; Vössing, M.; Kühl, N.
2018. Proceedings of the 2018 Winter Simulation Conference, December 9-12 Gothenburg, Sweden
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
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
Proceedingsbände
Vorträge
Künstliche Intelligenz für industrielle Dienstleistungen.
Kühl, N.
2018, Oktober 12. Schmalenbach Arbeitskreis "Unternehmenswachstum und Internationales Management", Karlsruhe, 12.10.2018
IGNITE-Talk: How to design successful products and services with Needmining.
Kühl, N.
2018, Januar 4. 51st Hawaii International Conference on System Sciences (HICSS 2018) : Waikoloa Village, Hawaii, USA, 2-6 January 2018
From Goldfish to God: The (dangerous) Growth of AI.
Kühl, N.
2018, Juni 21. Artificial Intelligence Conference, Canadian German Chamber of Industry and Commerce, Karlsruhe, 21.06.2018
2017
Buchaufsätze
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, Stuttgart
Hochschulschriften
Zeitschriftenaufsätze
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
Proceedingsbeiträge
Towards Field Agent Dispatching from a System Perspective.
Wolff, C.; Vössing, M.
2017. 3rd Karlsruhe Service Summit Research Workshop, Karlsruhe, Germany, 21st - 22nd September 2017
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
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, KIT, Karlsruhe
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
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, KIT, Karlsruhe
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, IEEE, Piscataway (NJ). 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, IEEE, Piscataway (NJ). 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, Cham. 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, Cham. 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, Cham. doi:10.1007/978-3-319-56925-3_16
Vorträge
Simulation-based Estimation of Downtime Costs.
Wolff, C.; Vössing, M.
2017. International Conference on Operations Research (OR 2017), Berlin, Deutschland, 6.–8. September 2017
Needmining : Towards a Modern Approach of Need Elicitation.
Kühl, N.
2017. Doctoral Consortium, St. Gallen, Schweiz, 11. - 12. Februar 2017
2016
Zeitschriftenaufsätze
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
Proceedingsbeiträge
"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, Ilmenau
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., Bonn
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, Cham. 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 fur Informatik (GI), Bonn
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, IEEE, Piscataway (NJ). doi:10.1109/CBI.2016.30
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
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
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, Berlin. 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, Los Alamitos (CA). doi:10.1109/HICSS.2016.196
Vorträge
Services for Electric Mobility.
Kühl, N.; Kolz, D.; Cocca, S.
2016. Leitmesse für Elektromobilität eCarTec 2016 im Rahmen der eMove360°, München, Deutschland, 18. - 20. Oktober 2016
Needmining : Analytically Identifying Customer Needs for Designing New Services.
Kühl, N.; Satzger, G.
2016. 25th Annual Frontiers in Service Conference, Bergen, Norway, 23rd - 26th June 2016
2015
Buchaufsätze
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, Stuttgart
Netzwerke und Allianzen.
Hottum, P.; Kühl, N.; Stryja, C.
2015. Dienstleistungen für Elektromobilität - Ergebnisse einer Expertenstudie, 47–60, Fraunhofer Verlag, Stuttgart
Entwurf eines Bewertungsframeworks für IT-gestützte Elektromobilitätsdienstleistungen.
Kühl, N.; Stryja, C.
2015. Dienstleistungsinnovationen für Elektromobilität. Märkte, Geschäftsmodelle, Kooperationen. Hrsg.: D. Beverungen, 25–40, Fraunhofer-Verl., Stuttgart
Zeitschriftenaufsätze
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
Proceedingsbeiträge
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, IEEE, Piscataway (NJ). 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, Karlsruhe
Vorträge
Business Models for Electric Mobility Services : Development of a user focused framework.
Schüritz, R.; Kühl, N.; Stryja, C.; Hottum, P.; Satzger, G.
2015. 24th Annual Frontiers in Service Conference, San Jose, California, USA, 9th - 12th July 2015
Identifying Customer Needs Using Micro Blog Data.
Kühl, N.
2015. RESER 2015 Doctoral Colloquium, Roskilde, Denmark, 8th - 9th September 2015
2014
Zeitschriftenaufsätze
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
2012
Buchaufsätze
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, Berlin. doi:10.1007/978-3-642-29181-4_13
2011
Proceedingsbeiträge
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, Red Hook (NY)
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