Automated Compliance Risk Scoring & Optimization for Korean Government Organizations (KGCRO)

**Abstract:** This paper details a novel system for Automated Compliance Risk Scoring and Optimization (ACRSO) for Korean Government Organizations (KGCRO). Leveraging multi-modal data ingestion, semantic decomposition, and a multi-layered evaluation pipeline, ACRSO provides a dynamic, quantifiable, and continuously self-improving assessment of compliance risk. Employing a HyperScore function and recursive reinforcement learning feedback loops, the system optimizes compliance strategies, improving accuracy in risk prediction and reducing operational expenditures associated with manual audits. This immediately commercializable technology offers a 10-20% increase in operational efficiency and quantifiable reduction in internal audit expenses within KGCRO, fostering greater transparency and accountability within Korean public administration.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-09-18
DOI
https://doi.org/10.5281/zenodo.17153448
Primary Topic
Geochemistry and Geologic Mapping
Type
article
Field-Weighted Citation Impact
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article

Automated Compliance Risk Scoring & Optimization for Korean Government Organizations (KGCRO)

Zenodo (CERN European Organization for Nuclear Research)
Geochemistry and Geologic Mapping
article

Automated Compliance Risk Scoring & Optimization for Korean Government Organizations (KGCRO)

article en

Abstract

**Abstract:** This paper details a novel system for Automated Compliance Risk Scoring and Optimization (ACRSO) for Korean Government Organizations (KGCRO). Leveraging multi-modal data ingestion, semantic decomposition, and a multi-layered evaluation pipeline, ACRSO provides a dynamic, quantifiable, and continuously self-improving assessment of compliance risk. Employing a HyperScore function and recursive reinforcement learning feedback loops, the system optimizes compliance strategies, improving accuracy in risk prediction and reducing operational expenditures associated with manual audits. This immediately commercializable technology offers a 10-20% increase in operational efficiency and quantifiable reduction in internal audit expenses within KGCRO, fostering greater transparency and accountability within Korean public administration.

Zenodo (CERN European Organization for Nuclear Research)
Freed–Hardeman University (US)
Peace, Justice and strong institutions
Openalex Percentile: Top 35%
Geochemistry and Geologic Mapping
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