Back to search

Article

From Data Quality to Quality of Agentic Data Use: A Conceptual Framework for Agentic Data Engineering

2026-07-31

Abstract excerpt

The integration of large language models and autonomous agents into data engineering is shifting data systems from human-specified pipelines to processes in which agents interpret requirements, select sources, generate transformations, invoke tools, and communicate analytical results. This shift introduces a governance gap: a dataset may satisfy established quality requirements and a generated query may execute su...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
6dab1ac3-eba0-5df4-a2a9-c532c78851ef
DOI
10.20944/preprints202607.2395.v1
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
From Data Quality to Quality of Agentic Data Use: A Conceptual Framework for Agentic Data EngineeringDOI 10.20944/preprints202607.2395.v1
Trustworthy Agentic AI: A Rapid, PRISMA-Informed Evidence Review of Safety, Explainability, Alignment, and Human Oversight in Autonomous AI SystemsSemantic proximity
Agentic AI: A Review, Applications, and Open Research ChallengesSemantic proximity
Toward Trustworthy Autonomous Data Ecosystems Synthesizing Governance Requirements for Machine to Machine CommunicationSemantic proximity
From Requirements to Production: Governing AI-Assisted Software Delivery through a Canonical Requirements ModelSemantic proximity
Engineering Explainable AI Systems for GDPR-Aligned Decision Transparency: A Modular Framework for Continuous ComplianceSemantic proximity
From Feature Variability to Agency Variability: A Software Product-Line Engineering Framework for Governed Agentic AI SystemsSemantic proximity
From Model Assurance to Causal Answerability: A Multi-Timescale Information Architecture for Governed Agentic AISemantic proximity
SAMF: SAWANT (Structured Agentic Workflow for Alignment, Validation, and Negotiated Testing) for Reliable, Safe, and Verifiable LLM PromptingSemantic proximity
From Retrieval to Autonomy: Governance and Accountability Challenges in Tool-Calling Large Language Model AgentsSemantic proximity
Who Signs the Opinion? Agentic AI, Accountability, and the Delegation Boundary in Actuarial WorkSemantic proximity
NEXUS: A Multi-Agent Architectural Position Paperfor Autonomous Insurance Transitioning from Human-Default to AI-Native Decision EnvironmentsSemantic proximity
Governance Models for Agentic Software DeliverySemantic proximity
Select a neighboring publication to make it the new centre.