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Course Outline
AI as a Strategic Asset in Financial Services
- The function of AI within contemporary financial ecosystems.
- Applications of AI in fraud prevention, credit assessment, and customer understanding.
- Balancing business value against the operational complexities of AI integration.
Responsible AI: Ethics and Fairness in Financial Applications
- Defining ethical AI: core tenets and industry benchmarks.
- Addressing bias and discrimination risks in algorithmic processes.
- Tactics for ensuring fairness, transparency, and accountability.
Regulatory Environment for AI in Financial Services
- Overview of global AI legislation, including the EU AI Act and US regulatory guidance.
- Regulatory requirements regarding model explainability and validation.
- Preparing for compliance reporting and audits of AI systems.
AI Governance and Risk Management
- Establishing internal governance structures for AI initiatives.
- Defining roles and duties for data owners, model risk managers, and compliance leads.
- Managing third-party risks and ensuring vendor accountability.
AI Implementation Challenges and Success Factors
- Strategic planning and change management for AI integration.
- Assessing skills, infrastructure, and cultural readiness within financial institutions.
- Insights gained from early adopters in the global financial sector.
Case Studies in Responsible AI for Financial Institutions
- Fintech firms leveraging AI responsibly in lending and wealth technology.
- Conventional banks utilizing AI to modernize risk management practices.
- Ethical failures and their impact on public trust.
Designing an AI Roadmap with Ethics and Regulation in Mind
- Aligning AI objectives with broader strategic and compliance goals.
- Formulating a roadmap for ethical AI deployment within your organization.
- Strategies for internal communication and stakeholder engagement.
Summary and Next Steps
Requirements
- A foundational understanding of financial services operations.
- Basic familiarity with digital transformation principles.
- An interest in the strategic and ethical ramifications of AI.
Target Audience
- Senior leaders in the banking and finance sectors.
- Fintech managers and digital transformation officers.
- Professionals in compliance and governance roles.
7 Hours
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