Enterprise Data Governance Plan for Artificial Intelligence Initiatives: A Framework for Innovate Software Consulting Inc Ltd
Year: 2026
Type: article
Abstract: This paper presents an enterprise data governance plan for all artificial intelligence (AI) projects at Innovate Software Consulting Inc Ltd. The company offers Oracle Human Capital Management (HCM) Cloud services, business-to-business (B2B) credit risk tools, electronic Integrated Healthcare Management Systems (e-IHMS), and enterprise analytics solutions. The plan covers seven governance areas: data ownership, data quality, privacy and security, lifecycle management, accountability, ethical AI, and ongoing compliance monitoring. It builds on the AI vision statement, ethical AI framework, team structure proposal, and executive review exercise. Two AI tools, Claude (Anthropic) and Gemini (Google), simulate reviews from four C-suite leaders: Chief Legal Counsel, Chief Financial Officer, Chief Operating Officer, and Chief Executive Officer. A critical reflection ties together the feedback and identifies areas for improvement. The plan follows the NIST AI Risk Management Framework and maps to GDPR, CCPA, HIPAA, FCRA, and ECOA rules. Keywords: artificial intelligence; Ethical AI; Bias Mitigation; NIST AI RMF; Data Governance; Enterprise Stewardship; Data Quality; Privacy Compliance; RACI Accountability; Hub-and-Spoke Governance; Synthetic Data
Author: Shivanand R Koppalkar
Institution: Walsh College
Language: English
Subfield: Safety Research
Field: Social Sciences
Domain: Social Sciences
Open Access status: hybrid
OpenAlex ID: W7156124953
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