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A Typology For Responsible Delegation Of Data Quality Management To Generative Ai

Karen Roht, Anastasija Nikiforova, Hippolyte Lefebvre
May 29, 2026
Published Date

Research Abstract & Technology Focus

Data quality management (DQM) is a complex, contextual and resource-intensive process as the diversity and volume of data collected in organizations surge. While Generative artificial intelligence (GenAI) presents opportunities to support DQM tasks, for instance, to identify data defects, it is conceptualized as a simple automation activity. Instead, this study advances DQM as a human–AI collaboration and investigates how GenAI shapes DQM through new forms of delegation. Drawing on human–AI delegation literature and combining a systematic mapping of GenAI features of 209 DQM solutions with 11 DQM expert interviews, we derive a typology of four GenAI roles for DQM: Translator, Explainer, Resolver, Integrator. We discuss the governance implications for each role in the form of five theoretical propositions. The study contributes to information systems research with a socio-technical framing of GenAI-enabled DQM, conceptualizing GenAI as a cognitive collaborator rather than an autonomous decision-maker that replaces human expertise.
Delegation Computer science Framing (construction) Generative grammar Knowledge management Corporate governance

AI Semantic Synergy Context

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Frequently Asked Questions (FAQ)

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What is the core focus of the research titled 'A Typology For Responsible Delegation Of Data Quality Management To Generative Ai'?

This literature focuses on: Data quality management (DQM) is a complex, contextual and resource-intensive process as the diversity and volume of data collected in organizations surge. While Generative artificial intelligence (GenAI) presents opportunities to support DQM task...

Are there open-source GitHub repositories related to A Typology For Responsible Delegation Of Data Quality Management To Generative Ai?

Yes, open-source projects like mrtooher/fable-mode (A Claude skill that activates Fable-style agentic behavior: explicit multi-stage planning, sub-agent delegation, and self-verification.) are actively building upon these concepts.

What other academic literature is closely related to 'A Typology For Responsible Delegation Of Data Quality Management To Generative Ai'?

Yes, highly correlated activity was mapped. An entry titled 'Transparency and accountability in AI systems: safeguarding wellbeing in the age of algorithmic decision-making' discusses this: The rapid integration of artificial intelligence (AI) systems into various domains has raised concerns about their impact on individual and societa...

Are there commercial applications of 'A Typology For Responsible Delegation Of Data Quality Management To Generative Ai' in market news publications?

Yes, highly correlated activity was mapped. An entry titled 'Categorization' discusses this: AI is being actively integrated into enterprise workflows, exemplified by GitHub's use of AI for automated accessibility issue management and feedb...

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