Module 1.0 – Global Standards, Regulatory Evolution & ISSB Integration
1.1 Advanced ISSB Standards and Singapore’s Adoption
1.1.1 Deep dive into ISSB (IFRS S1 & S2) advanced disclosures
1.1.2 Integration into Singapore Exchange (SGX) sustainability reporting
1.1.3 Implications for financial institutions and listed companies
1.2 Comparative Frameworks for Practitioners
1.2.1 ISSB vs. GRI vs. EU CSRD & Taxonomy
1.2.2 Mapping differences for investors and corporates
1.2.3 Case studies on dual compliance strategies
1.3 MAS & Regional Sustainable Finance Regulations
1.3.1 MAS Guidelines on Environmental Risk Management
1.3.2 ASEAN Taxonomy for Sustainable Finance
1.3.3 Regional harmonization challenges & opportunities
Module 2.0 – Advanced ESG Risk Management
2.1 Quantitative ESG Risk Models
2.1.1 Stress testing for climate and transition risks
2.1.2 Quantifying biodiversity and social risks
2.1.3 Integration into Value-at-Risk (VaR) and credit models
2.2 Sustainability-Linked Credit & Investment Risk
2.2.1 Credit risk for green vs. brown assets
2.2.2 ESG factors in bond ratings
2.2.3 Case study: default risks in green debt markets
2.3 Generative AI in Risk Analytics
2.3.1 AI-powered ESG data cleaning and standardization
2.3.2 AI scenario modeling for transition pathways
2.3.3 Detecting greenwashing with AI-driven text analysis
Module 3.0 – Sustainable Debt Instruments (Advanced Applications)
3.1 Green, Blue, and Transition Bonds
3.1.1 Structuring advanced green bond frameworks
3.1.2 Blue finance & ocean economy bonds
3.1.3 Transition bonds for hard-to-abate sectors
3.2 Sustainability-Linked Loans (SLLs) – Advanced Structuring
3.2.1 Advanced KPI selection & verification
3.2.2 Pricing mechanisms linked to ESG performance
3.2.3 Legal pitfalls and compliance challenges
3.3 Hybrid Instruments & AI-enabled Structuring
3.3.1 Tokenized sustainable finance products
3.3.2 AI in bond structuring and investor matching
3.3.3 Case study: blockchain-enabled green bonds
Module 4.0 – Equity and Investment Strategies
4.1 ESG Alpha Generation
4.1.1 ESG integration in fundamental & quantitative investing
4.1.2 AI-enhanced portfolio construction
4.1.3 Factor investing and ESG tilt strategies
4.2 Impact Investing & Blended Finance
4.2.1 Structuring blended finance vehicles
4.2.2 Measuring social and environmental impact returns
4.2.3 Institutional vs. retail adoption
4.3 Private Equity & Venture Capital in Sustainability
4.3.1 ESG due diligence in PE/VC deals
4.3.2 Growth of climate tech VC funds
4.3.3 Exit strategies for sustainable assets