Research Interests

Business Intelligence & Analytics
Physiological Computing & Physiolytics
Artificial Intelligence & Machine Learning
Intelligent User Interface Design & Human-Computer Interaction

Short CV

Since 2020:	Substitute for the Professorship of Service Management	Karlsruhe Institute of Technology	Karlsruhe, Germany
2019 – 2020:	Substitute for the Professorship of Consumer & User Behavior	Karlsruhe Institute of Technology	Karlsruhe, Germany
Since 2017:	Head of Area Intelligent Enterprise Systems & Postdoctoral Researcher at the Institute of Information Systems & Marketing	Karlsruhe Institute of Technology	Karlsruhe, Germany
2014 – 2017:	Project Lead for Smart Process Applications on Big Data, Technology I/O BPM PM	SAP SE	Walldorf, Germany
2016 – 2017:	Doctoral Researcher at the Institute of Information Systems & Marketing	Karlsruhe Institute of Technology	Karlsruhe, Germany
2014 – 2016:	Doctoral Researcher at the Chair of Information Systems IV & Institute for Enterprise Systems	University of Mannheim	Mannheim, Germany
2011 – 2013:	Master of Science in Finance & Information Management	Goethe University Frankfurt am Main	Frankfurt am Main, Germany
2010 – 2011:	International Studies Abroad	Technological University Dublin	Dublin, Ireland
2007 – 2010:	Bachelor of Science in Information Systems	University of Bamberg	Bamberg, Germany

Teaching

Guest Talks:

March 2019: Guest Talk "Fully in Flow: How you can concentrate better at your workplace despite Emails & Co.", Siemens
February 2017: Guest Talk "Quo Vadis Real-Time Business Intellignece?", IS Seminar Series, National University Ireland Galway
November 2016: Guest Talk "Process Intelligence for the Digital Age", Lecture Business Intelligence Systems (BIS), Karlsruhe Institute of Technology

Lectures:

Winter 2020/2021: Business Intelligence Systems (Master's level, Lecture)
Summer 2020: Digital Transformation of Organizations (Master's level, Lecture)
Winter 2019/2020: Business Intelligence Systems (Master's level, Lecture)
Winter 2019/2020: Enterprise Systems (Master's level, Lecture)
Summer 2019: Foundations of Interactive Systems (Bachelor's level)
Winter 2018/2019: Business Intelligence Systems (Master's level, Lecture)
Winter 2018/2019: Digital Transformation of Service Systems (Master's level, Lecture)
Winter 2018/2019: IS Seminar Series (Master's & Bachelor's level)
Winter 2017/2018: Business Intelligence Systems (Master's level, Lecture)
Winter 2017/2018: Digital Transformation of Service Systems (Master's level, Lecture)
Summer 2017: Methods and Theories in Information Systems Research (Master's level, Seminar)
Winter 2016/2017: IS Seminar Series (Master's & Bachelor's level)
Summer 2016: Management of Information Systems (Master's level, Lecture)
Summer 2016: IS Seminar Series (Master's & Bachelor's level)
Winter 2015/2016: IS Seminar Series (Master's & Bachelor's level)
Fall 2015: Management of Enterprise Systems (Master's level, Lecture)
Fall 2015: SAP Arbeitsgemeinschaft (Master's & Bachelor's level, Workshop)
Fall 2015: IS Seminar Series (Master's & Bachelor's level)
Spring 2015: Operational Process Intelligence (Master's level, Software Project)
Spring 2015: SAP Arbeitsgemeinschaft (Master's & Bachelor's level, Workshop)
Spring 2015: IS Seminar Series (Master's & Bachelor's level)
Fall 2014: Management of Enterprise Systems (Master's level, Lecture)
Fall 2014: SAP Arbeitsgemeinschaft (Master's & Bachelor's level, Workshop)
Fall 2014: IS Seminar Series (Master's & Bachelor's level)

Projects

Advertisement over Time: Interactive Machine Learning for Image Data Analysis (running)
Digital Citizen Science ∂ KD²Ex: Experimental Research for Wellbeing, Work, and Education at Home (running)
Explainable Interactive Machine Learning (running)
KERN – AI-based Competence Assistants for Digital Work (running)
Self-Service Business Intelligence and Analytics (running)
WorkLifeSens - Sensor-based Worklife Assistance Systems (running)
Smart Process Applications (finished)

Community Work

Reviewer Activities:

Reviewer for the Journal of "Business & Information Systems Engineering" (BISE)
Reviewer for the Journal of "Künstliche Intelligenz" (KI)
Reviewer for the "International Conference on Informations Systems" (ICIS)
Reviewer for the "European Conference on Informations Systems" (ECIS)
Reviewer for the "Business Process Management" Conference (BPM)
Reviewer for the "International Conference on Advanced Information Systems Engineering" (CAISE)
Reviewer for the "Multikonferenz Wirtschaftsinformatik" Conference (MKWI)
Reviewer for the "Wirtschaftsinformatik" Conference (WI)
Reviewer for the "Conference on Business Informatics" (CBI)
Reviewer for the "International Conference on Business Information Systems" (BIS)
Reviewer for the "Workshop Business Intelligence" (WSBI)
Reviewer for the "Design Science Research in Information Systems and Technology" Conference (DESRIST)

Track Chair Activities:

Wirtschaftsinformatik (WI) 2021
- Track: Human-Computer Interaction (with Alexander Mädche and Fenne große Deters)
Wirtschaftsinformatik (WI) 2020
- Track: Human-Computer Interaction (with Alexander Mädche and Fenne große Deters)
Wirtschaftsinformatik (WI) 2019
- Track: Human-Computer Interaction (with Alexander Mädche and René Riedl)

Publications

PhD Theses

Designing Dashboards for Operational Decision Makers’ Situation Awareness - Multiple Studies in the Real-Time Business Intelligence System Context. PhD dissertation.
Nadj, M.
2018. Karlsruher Institut für Technologie (KIT)

Journal Articles

The effect of interactive analytical dashboard features on situation awareness and task performance.
Nadj, M.; Maedche, A.; Schieder, C.
2020. Decision support systems, 135, Art.Nr.: 113322. doi:10.1016/j.dss.2020.113322
To Be or Not to Be in Flow at Work: Physiological Classification of Flow using Machine Learning.
Rissler, R.; Nadj, M.; Li, M. X.; Loewe, N.; Knierim, M. T.; Maedche, A.
2020. IEEE transactions on affective computing. doi:10.1109/TAFFC.2020.3045269
Power to the Oracle? Design Principles for Interactive Labeling Systems in Machine Learning.
Nadj, M.; Knaeble, M.; Li, M. X.; Maedche, A.
2020. Künstliche Intelligenz, 1–12. doi:10.1007/s13218-020-00634-1
Situation Awareness in Aircraft Ground Handling: The Impact of Auditory and Visual Notification Cues.
Nadj, M.; Maedche, A.
2019. Journal of Cognitive Engineering and Decision Making. doi:10.1177/1555343419830183
Flow-Erfassung am Arbeitsplatz: Aktueller Stand der Forschung und innovative Anwendungsszenarien.
Rissler, R.; Nadj, M.; Maedche, A.; Koppenhagen, N.
2017. Wirtschaftsinformatik & Management, 9 (6), 12–21. doi:10.1007/s35764-017-0116-0

Conference Papers

Physio-Adaptive Systems - A State-of-the-Art Review and Future Research Directions.
Loewe, N.; Nadj, M.
2020. ECIS 2020 Proceedings - Twenty-Eighth European Conference on Information Systems, Marrakesh, Marokko, June 15 - 17, 2020, 19 S
Oracle or Teacher? A Systematic Overview of Research on Interactive Labeling for Machine Learning.
Knaeble, M.; Nadj, M.; Maedche, A.
2020. 15. Internationale Tagung Wirtschaftsinformatik (WI 2020), Potsdam, 9 - 11 März 2020, 2–16, GITO Verlag. doi:10.30844/wi_2020_a1-knaeble
A State-of-the-Art Overview and Future Research Avenues of Self-Service Business Intelligence and Analytics.
Michalczyk, S.; Nadj, M.; Azarfar, D.; Mädche, A.; Gröger, C.
2020. Proceedings of the 28th European Conference on Information Systems (ECIS), An Online AIS Conference (Marrakesh, Marokko), June 15-17, 2020, Art.Nr. 46, AIS eLibrary (AISeL)
Flow in Knowledge Work Groups – Autonomy as a Driver or Digitally Mediated Communication as a Limiting Factor?.
Knierim, M. T.; Nadj, M.; Li, M. X.; Weinhardt, C.
2019. ICIS 2019, Munich, Germany, December 15-18, 2019, 1–17, AIS eLibrary (AISeL)
Flow and optimal difficulty in the portable EEG: On the potentiality of using personalized frequency ranges for state detection.
Knierim, M. T.; Nadj, M.; Weinhardt, C.
2019. CHIRA 2018 : proceedings of the 3rd International Conference on Computer-Human Interaction Research and Applications, Wien, A, September 20-21, 2019. Ed.: H.P. Silva, 183–190, SciTePress
Towards an Integrative Theoretical Framework of Interactive Machine Learning Systems.
Meza Martínez, M. A.; Nadj, M.; Maedche, A.
2019. ECIS 2019 proceedings . 27th European Conference on Information Systems (ECIS), Stockholm & Uppsala, Sweden, June 8-14, 2019. Research Papers, Paper: 172, AIS eLibrary (AISeL)
Exploring Flow Psychophysiology in Knowledge Work.
Knierim, M. T.; Rissler, R.; Hariharan, A.; Nadj, M.; Weinhardt, C.
2018. Information systems and neuroscience : NeuroIS Retreat 2018, [Wien, 19.-21.06.2018]. Ed.: Fred D. Davis, 239–249, Springer. doi:10.1007/978-3-030-01087-4_29
BrownieR - The R-Package for Neuro Information Systems Research.
Michalczyk, S.; Jung, D.; Nadj, M.; Knierim, M.; Rißler, R.
2018. Information systems and neuroscience : NeuroIS Retreat 2018, [Wien, 19.-21.06.2018]. Ed.: Fred D. Davis, 101–109, Springer. doi:10.1007/978-3-030-01087-4_12
Flow Neurophysiology in Knowledge Work: Electroencephalographic Observations from Two Cognitive Tasks.
Knierim, M. T.; Nadj, M.; Hariharan, A.; Weinhardt, C.
2018. Proceedings of the 5th International Conference on Physiological Computing Systems (PhyCS 2018), Seville, E, September 19-21, 2018. Ed.: J.M. Belda Lois, 42–53, SciTePress
Designing Uncertainty-Aware Dashboards for Software Development Projects.
Knaeble, M.; Nadj, M.; Maedche, A.
2018. 13th International Conference on Design Science Research in Information Systems and Technology (DESRIST), Chennai, IND, June 3-6, 2018, 1–15
Got Flow? Using Machine Learning on Physiological Data to Classify Flow.
Rissler, R.; Nadj, M.; Li, M. X.; Knierim, M. T.; Maedche, A.
2018. Proceedings of the Conference on Human Factors in Computing Systems (CHI), Montréal, Canada, 21st - 26th April 2018, Art.Nr. LBW612, Association for Computing Machinery (ACM). doi:10.1145/3170427.3188480
Towards an integrative theoretical framework of IT-mediated interruptions.
Rissler, R.; Nadj, M.; Adam, M.; Mädche, A.
2017. Proceedings of the 25th European Conference on Information Systems (ECIS), Guimarães, Portugal, 5-10 June 2017, 1950–1967, AIS eLibrary (AISeL)
Towards a Taxonomy of Real-Time Business Intelligence Systems.
Nadj, M.; Schieder, C.
2017. 25th European Conference on Information Systems (ECIS 2017), Guimarães, P, June 5-10, 2017. Proceedings, Tap Portugal
Flow in Information Systems Research: Review, Integrative Theoretical Framework, and Future Directions.
Rissler, R.; Nadj, M.; Adam, M. T. P.
2017. 13th International Conference on Wirtschaftsinformatik, Wirtschaftsinformatik 2017 (WI-2017), St. Gallen, 12-15 February 2017, 1051–1065
Process Intelligence for the Digital Age – Process Visibility Meets Process Mining.
Volmering, T.; Nadj, M.; Trump, R.; Maedche, A.
2016. Proceedings of the 14th International Conference, BPM 2016, Rio de Janeiro, Brazil, September 18-22, 2016, 1–13, Springer
A Situation Awareness Driven Design for Predictive Maintenance Systems: The Case of Oil and Gas Pipeline Operations.
Nadj, M.; Jegadeesan, H.; Maedche, A.; Hoffmann, D.; Erdmann, P.
2016. Proceedings of the 24th European Conference on Information Systems, Istanbul, Turkey, June 12-15, 2016, 1–10
Quo Vadis Real-Time Business Intelligence? A Descriptive Literature Review and Future Directions.
Nadj, M.; Schieder, C.
2016. Proceedings of the 24th European Conference on Information Systems, Istanbul, Turkey, June 12-15, 2016, 1–21
Real-Time Business Intelligence: Eine systematische Identifikation aktueller Forschungsbedarfe.
Blaser, F.; Nadj, M.; Schieder, C.
2016. Multikonferenz Wirtschaftsinformatik (MKWI) 2016: Research-in-Progress- und Poster-Beiträge, Technische Universität Ilmenau, 09.-11. März 2016. Hrsg.: V. Nissen, 1367–1378, Universitätsverlag Ilmenau
The Smart Mobile Application Framework (SMAF) - Exploratory Evaluation in the Smart City Contex.
Nadj, M.; Haeußler, F.; Wenzel, S.; Maedche, A.
2016. Multikonferenz Wirtschaftsinformatik (MKWI) 2016, Technische Universität Ilmenau, 09.-11. März 2016, Band 3. Hrsg.: V. Nissen, 1367–1378, Universitätsverlag Ilmenau
The Effect of Recommender Systems on Users’ Situation Awareness and Actions.
Kretzer, M.; Nadj, M.; Mädche, A.
2015. ICIS 2015 Proceedings : 36th International Conference on Information Systems: Exploring the Information Frontier, Fort Worth, United States, December 13-16, 2015, 1–12, Association for Information Systems (AIS)
Towards a Situation-Awareness-Driven Design of Operational Business Intelligence & Analytics Systems.
Nadj, M.; Morana, S.; Mädche, A.
2015. At the Vanguard of Design Science: First Impressions and Early Findings from Ongoing Research. 10th International Conference on Design Science Research in Information Systems and Technology (DESRIST), Dublin, Ireland, 20-22 May 2015. Ed.: B. Donnellan, 33–40, University College