Schemmer, M., Holstein, J., Bauer, N., Vössing, M., Kühl, N., Satzger, G. (2023) "Towards Meaningful Anomaly Detection: The Effect of Counterfactual Explanations on the Investigation of Anomalies in Multivariate Time Series." Arxiv.
Spitzer, P., Holstein, J., Vössing, M., Kühl, N. (2023). "On the Perception of Difficulty: Differences between Humans and AI." AutomationXP23: Intervening, Teaming, Delegating - Creating Engaging Automation Experiences, CHI ’23
Holstein, J., Schemmer, M., Jakubik, J. et al. (2023) "Sanitizing data for analysis: Designing systems for data understanding." Electronic Markets. 33, 52.
Holstein, J. (2024) "Bridging Domain Expertise and AI through Data Understanding". Companion Proceedings of the 29th International Conference on Intelligent User Interfaces
Spitzer, P., Holstein, J., Hemmer, P., Vössing, M., Kühl, N., Martin, D., Satzger, G. (2024) "On the Effect of Contextual Information on Human Delegation Behavior in Human-AI collaboration." Proceedings of the ACM on Human-Computer Interaction.
Holstein, J., Spitzer, P., Hoell, M., Vössing, M., Kühl, N. (2024) "Understanding Data Understanding: A Framework to Navigate the Intricacies of Data Analytics." European Conference on Information Systems (ECIS).
Fassnacht, M.; Müller, J.; Benz, C.; Holstein, J.; Satzger, G. (2025) "A Multi-Actor Benefit Classification for Inter- Organizational Data Sharing in Ecosystems". 46th International Conference on Information Systems (ICIS 2025), Association for Information Systems (AIS)
Spitzer, P.; Holstein, J.; Morrison, K.; Holstein, K.; Satzger, G.; Kühl, N. (2025) "Don’t Be Fooled: The Misinformation Effect of Explanations in Human–AI Collaboration". International Journal of Human–Computer Interaction
Holstein, J.; Diener, M.; Spitzer, P. (2025) "From Consumption to Collaboration: Measuring Interaction Patterns to Augment Human Cognition in Open-Ended Tasks". CHI 2025 Workshop: Tools for Thought: Research and Design for Understanding, Protecting, and Augmenting Human Cognition with Generative AI
Spitzer, P.; Baldauf, M.; Palanque, P.; Roto, V.; Morrison, K.; Zipperling, D.; Holstein, J. (2025) "Hybrid Automation Experiences – Communication, Coordination, and Collaboration within Human-AI Teams". CHI EA ’25: Proceedings of the Extended Abstracts of the CHI Conference on Human Factors in Computing Systems
Holstein, J., Müller, P., Vössing, M., Fromm, H. (2025) "Designing AI Assistants for Novices: Bridging Knowledge Gaps in Onboarding." Hawaii International Conference on System Sciences (HICSS).
Spitzer, P., Holstein, J., Morrison, K., Holstein, K., Satzger, G., Kühl, N. (2025) "Don't be fooled: The misinformation effect of explanations in human–AI collaboration." International Journal of Human–Computer Interaction.
Müller, L., Holstein, J., Bause, S., Satzger, G., Kühl, N. (2025) "Data Quality Challenges in Retrieval-Augmented Generation." International Conference on Information Systems (ICIS).
Holstein, J., Satzger, G. (2025) "Development of Mental Models in Human-AI Collaboration: A Conceptual Framework." International Conference on Information Systems (ICIS).
Fassnacht, M., Müller, J., Benz, C., Holstein, J., Satzger, G. (2025) "A Multi-Actor Benefit Classification for Inter-Organizational Data Sharing in Ecosystems." ICIS 2025 Proceedings. 2.
Holstein, J., Böcking, L., Spitzer, P., Kühl, N., Vössing, M., Satzger, G. (2025) "Balancing the Unknown: Exploring Human Reliance on AI Advice under Aleatoric and Epistemic Uncertainty." ACM Transactions on Computer-Human Interaction. 32(6): 1-34.
Holstein, J.; Spitzer, P.; Gensch, S.; Hoell, M.; Vössing, M.; Kühl, N. (2026) "Data Understanding for Data-Centric AI – Framework Development and Review of Current Methods". Business & Information Systems Engineering. doi:10.1007/s12599-026-00987-1
Holstein, J., Hemmer, P., Satzger, G., Sun, W. (2026) "When Thinking Pays Off: Incentive Alignment for Human-AI Collaboration." FAccT 2026.
Talk at UC San Francisco, Department of Testing, San Francisco, California
Tutorial at UC-Berkeley Institute for Testing Science, Berkeley CA, USA
Talk at London School of Testing, London, UK
Conference proceedings talk at Testing Institute of America 2014 Annual Conference, Los Angeles, CA