This research proposes enhanced frameworks for AI fairness assessment to prevent biased outcomes in critical sectors like telecommunications, finance, and healthcare.

• Addresses the urgent need for fairness standards as AI drives autonomous network management and personalized services
• Focuses on protecting vulnerable entities from disproportionate adverse impacts
• Emphasizes fairness requirements for the upcoming 6G telecommunications era
• Provides actionable assessment criteria for developers and regulators

For security professionals, this research offers essential guidance on identifying and mitigating bias-related vulnerabilities in AI systems before deployment, reducing regulatory and reputational risks.

Enhancements for Developing a Comprehensive AI Fairness Assessment Standard