| Creators: |
Riekers, Nils and Risius, Marten |
| Title: |
A Design Science Research Approach Towards Compliance-Aware Multimodal AI Training Data Preparation: Integrating Privacy, Copyright, and Utility |
| Item Type: |
Conference or Workshop Item |
| Event Title: |
(Proceedings of the) 34th European Conference on Information Systems (ECIS) “Reimagining Digital Technology for Business, Management, and Society” |
| Event Location: |
Milan, Italy |
| Event Dates: |
June, 15-17, 2026 |
| Projects: |
IDI |
| Paper No. / Type of Paper: |
ECIS2026-1673 / SP |
| Date: |
2026 |
| Divisions: |
Informationsmanagement |
| Abstract (ENG): |
This study addresses a central challenge in multimodal AI training data preparation: integrating privacy, copyright, and utility at the preprocessing stage. Existing approaches typically treat these regulatory dimensions in isolation, whereas our Compliance-Aware Data Pipeline (CAP) unifies them within a coherent technical artifact. Building on seven design requirements from the literature, the study develops a minimum viable product as a modular multi-agent pipeline that detects, transforms, and evaluates sensitive data towards compliance while preserving utility. An empirical evaluation using the Hateful Memes dataset confirms the expected compliance-utility trade-off, where higher compliance corresponds to reduced semantic proximity. Grounded in Design Science Research, the approach demonstrates the technical feasibility of proactive compliance and provides a foundation for further iterations incorporating additional modalities, human-in-the-loop mechanisms, and legal evaluation. |
| Forthcoming: |
No |
| Language: |
English |
| Citation: |
Riekers, Nils and Risius, Marten
(2026)
A Design Science Research Approach Towards Compliance-Aware Multimodal AI Training Data Preparation: Integrating Privacy, Copyright, and Utility.
In: (Proceedings of the) 34th European Conference on Information Systems (ECIS) “Reimagining Digital Technology for Business, Management, and Society”, June, 15-17, 2026, Milan, Italy, Paper ECIS2026-1673 / SP.
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