teaches learners how to build strategic, multi-path scenarios using generative AI tools, combining LLMs, simulations, and multimodal visualization techniques. The course blends classical foresight methods with AI-driven narrative generation, probabilistic modeling, and text-to-map/diagram systems to enhance clarity and decision-making under uncertainty. Participants gain practical experience designing, validating, and stress-testing future scenarios across climate, finance, policy, and geopolitical domains. By the end, learners can construct responsible, audit-ready scenario models and deploy advanced AI-powered foresight pipelines for organizations navigating complex futures.
Crescimento
Competências e objetivos de aprendizagem
Há 9 módulos neste curso
- The Evolution of Scenario Planning: From Military Roots to Strategic ForesightDesbloqueia este curso para ver3min 11s
- Types of Scenarios: Exploratory, Normative, Contingent, and Wild CardDesbloqueia este curso para ver2min 23s
- Uncertainty, Probabilistic Thinking, and Systems-Based ForecastingDesbloqueia este curso para ver3min 12s
- Introduction to Generative AI: Diffusion Models, Transformers, and SimulationsDesbloqueia este curso para ver3min 22s
- Use Cases: Climate Futures, Policy Shocks, and Strategic Business NarrativesDesbloqueia este curso para ver3min 20s
- Limitations of Traditional Models and How Generative AI Addresses ThemDesbloqueia este curso para ver2min 32s
- AI and Data Science Basics for Scenario Planners (For Non-Technical Learners)Desbloqueia este curso para ver4min 9s
- Structured and Unstructured Data in Scenario ModelingDesbloqueia este curso para ver2min 58s
- Data Sourcing: Economic Indicators, ESG Metrics, Interviews, and Social SignalsDesbloqueia este curso para ver2min 50s
- Temporal Dynamics: Time-Series, Event Lags, and Feedback LoopsDesbloqueia este curso para ver2min 26s
- Multimodal Inputs: Text, Geospatial, Visual, and Event Data PipelinesDesbloqueia este curso para ver2min 18s
- Representation Learning: Embeddings, Topic Modeling, and Latent Factor MapsDesbloqueia este curso para ver2min 34s
- Data Ethics and Compliance: Privacy, IP Risk, and Responsible Data UseDesbloqueia este curso para ver2min 37s
- Tool-Scenario Alignment Matrix: Matching GenAI Tools to Scenario TypesDesbloqueia este curso para ver3min 23s
- LLMs and Narrative Forecasting: GPT, Claude, and Domain-Specific ModelsDesbloqueia este curso para ver2min 41s
- Probabilistic Story Synthesis using Transformers and Diffusion ModelsDesbloqueia este curso para ver2min 46s
- Conditional Generation for Policy, Economic, and Crisis ScenariosDesbloqueia este curso para ver2min 49s
- Simulation Modeling: Agent-Based Systems and AI-Driven Dynamic FuturesDesbloqueia este curso para ver3min 34s
- Multimodal Scenario Generation: Text-to-Chart, Text-to-Map, and Voice-Aided FuturesDesbloqueia este curso para ver2min 53s
- Prompt Engineering and Fine-Tuning: Scenario Planning Templates and ExamplesDesbloqueia este curso para ver4min 3s
- Scenario Axes: Political, Technological, Environmental, Social, and Economic DimensionsDesbloqueia este curso para ver2min 57s
- Building Divergent and Convergent Scenario FrameworksDesbloqueia este curso para ver2min 24s
- Narrative Structuring: Coherence, Surprise, and Internal Logic in Strategic FuturesDesbloqueia este curso para ver2min 36s
- AI-Powered Stakeholder Personas: Modeling Beliefs, Decisions, and ConflictsDesbloqueia este curso para ver2min 41s
- Visual Storytelling: Narrative Maps, Generative Infographics, and Sectoral HeatmapsDesbloqueia este curso para ver2min 20s
- Workshop Simulation: Co-Creation and Interactive Scenario Design with LLMsDesbloqueia este curso para ver2min 11s
- Emerging AI Techniques: Neurosymbolic Systems, Hybrid Models, and Future Simulation LabsDesbloqueia este curso para ver2min 31s
- Linking Generative Scenarios with Monte Carlo SimulationsDesbloqueia este curso para ver5min 2s
- Scenario Probabilities: Blending Ensemble Models with Expert ElicitationDesbloqueia este curso para ver4min 30s
- Financial Stress Testing and Regulatory Reporting via Synthetic ScenariosDesbloqueia este curso para ver4min 28s
- Predictive vs. Narrative Uncertainty: Bridging Quant with Qualitative FuturesDesbloqueia este curso para ver1min 36s
- Modeling Tail Events: Black Swans, Grey Rhinos, and Deep Uncertainty with AIDesbloqueia este curso para ver1min 48s
- Evaluating Scenario Coherence, Robustness, and UsefulnessDesbloqueia este curso para ver1min 17s
- Human vs. Machine Scenarios: Comparing Quality and BiasDesbloqueia este curso para ver1min 16s
- Red-Teaming and Counterfactual Simulation: Testing ResilienceDesbloqueia este curso para ver1min 15s
- Bias Detection and Narrative Fallacy in Generative OutputsDesbloqueia este curso para ver1min 15s
- Human Oversight in the Loop: Validation, Review, and AccountabilityDesbloqueia este curso para ver1min 10s
- Governance Frameworks: Strategic AI Audits and Scenario Model RegistriesDesbloqueia este curso para ver1min 12s
- Ethical Foresight and Simulation FallaciesDesbloqueia este curso para ver1min 21s
- Climate and Environmental Scenario PlanningDesbloqueia este curso para ver1min 20s
- Geopolitical Foresight and Security Risk SimulationsDesbloqueia este curso para ver1min 13s
- Corporate Strategy and Market Entry Planning with Generative AgentsDesbloqueia este curso para ver1min 5s
- Public Policy, Urban Planning, and Infrastructure Scenario LabsDesbloqueia este curso para ver1min 6s
- Financial Services: Macro Stress Testing and Strategic Liquidity ForecastingDesbloqueia este curso para ver1min 12s
- ESG and Impact Forecasting Using Generative AI AssistantsDesbloqueia este curso para ver56s
- Cross-Sector Interactions: Overlapping Crises and Systemic Feedback LoopsDesbloqueia este curso para ver1min 1s
- Macro Strategy and Portfolio Simulation with Generative AIDesbloqueia este curso para ver1min 5s
- Regulatory and Geopolitical Risk Modeling in FinanceDesbloqueia este curso para ver56s
- Capstone: Build a Multi-Path Strategic Narrative for a Global Risk EventDesbloqueia este curso para ver1min 3s
- Capstone: Simulate Sector-Wide Transformation Under Regulatory ShiftsDesbloqueia este curso para ver1min 4s
- Capstone: Design a Synthetic Policy Response DashboardDesbloqueia este curso para ver1min 5s
- Deployment Architectures: Lightweight, Scalable, and Localized AI AssistantsDesbloqueia este curso para ver55s
- Stakeholder Engagement: Multi-Stakeholder Co-CreationDesbloqueia este curso para ver1min 1s
- Ethical Futures: Reducing Misuse, Bias, and OverreachDesbloqueia este curso para ver55s
- Capstone: Design and Present a Generative Scenario SimulationDesbloqueia este curso para ver1min 19s
- ClosingDesbloqueia este curso para ver1min 7s
Este curso faz parte das seguintes certificações
Certified Portfolio & Fund Manager (CPFM)
63 CursosExercícios interativos ilimitados
Desbloquear certificado
Certificate in AI-Powered Financial Analysis (CAFA)
56 CursosExercícios interativos ilimitados
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AI & Algo Trading Certification (AIAT)
54 CursosExercícios interativos ilimitados
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Perguntasfrequentes sobre o curso
The course aims to teach learners how to use generative AI models to design, evaluate, and communicate structured strategic scenarios that support decision-making in finance, economics, and enterprise planning.
The course is designed for strategists, analysts, risk managers, economists, and decision-makers who need AI-enhanced scenario-planning tools for volatile and technology-driven markets.
The module covers large language models, multimodal systems, prompt-conditioning techniques, reinforcement frameworks, and the distinction between deterministic and probabilistic AI outputs.
The course teaches hallucination mitigation techniques, expert-review loops, cross-model validation, and ethical and regulatory requirements for using generative AI in decision-critical contexts.
Learners will be able to create a full generative-AI scenario plan that includes structured assumptions, alternative paths, downside cases, validation notes, ethical controls, and a complete executive-ready briefing.
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