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# Decision Framework Examples ## Multi-Criteria Decision Analysis ### Cloud Provider Selection ```json { "prompt": "Choose the best cloud provider for our startup", "parameters": { "options": [ { "id": "aws", "name": "Amazon Web Services", "attributes": { "cost": 7, "features": 10, "support": 8, "ease": 6 } }, { "id": "gcp", "name": "Google Cloud Platform", "attributes": { "cost": 8, "features": 9, "support": 7, "ease": 8 } }, { "id": "azure", "name": "Microsoft Azure", "attributes": { "cost": 7, "features": 9, "support": 9, "ease": 7 } } ], "criteria": [ { "name": "cost", "weight": 0.3, "type": "maximize" }, { "name": "features", "weight": 0.3, "type": "maximize" }, { "name": "support", "weight": 0.2, "type": "maximize" }, { "name": "ease", "weight": 0.2, "type": "maximize" } ], "analysisType": "multi-criteria" } } ``` ## Expected Utility Analysis ### Investment Portfolio Decision ```json { "prompt": "Evaluate investment options", "parameters": { "options": [ { "id": "stocks", "name": "Stock Portfolio" }, { "id": "bonds", "name": "Bond Portfolio" }, { "id": "real_estate", "name": "Real Estate" } ], "possibleOutcomes": [ { "option": "stocks", "probability": 0.6, "value": 15000 }, { "option": "stocks", "probability": 0.4, "value": -5000 }, { "option": "bonds", "probability": 0.8, "value": 5000 }, { "option": "bonds", "probability": 0.2, "value": 1000 }, { "option": "real_estate", "probability": 0.7, "value": 8000 }, { "option": "real_estate", "probability": 0.3, "value": 2000 } ], "analysisType": "expected-utility" } } ``` ## Hiring Decision ### Technical Role Evaluation ```json { "prompt": "Select the best candidate for senior developer position", "parameters": { "options": [ { "id": "candidate_a", "name": "Alice", "attributes": { "technical_skills": 9, "experience": 7, "cultural_fit": 8, "communication": 7, "leadership": 6 } }, { "id": "candidate_b", "name": "Bob", "attributes": { "technical_skills": 8, "experience": 9, "cultural_fit": 7, "communication": 8, "leadership": 8 } }, { "id": "candidate_c", "name": "Carol", "attributes": { "technical_skills": 7, "experience": 6, "cultural_fit": 9, "communication": 9, "leadership": 7 } } ], "criteria": [ { "name": "technical_skills", "weight": 0.25, "type": "maximize" }, { "name": "experience", "weight": 0.20, "type": "maximize" }, { "name": "cultural_fit", "weight": 0.20, "type": "maximize" }, { "name": "communication", "weight": 0.20, "type": "maximize" }, { "name": "leadership", "weight": 0.15, "type": "maximize" } ], "analysisType": "multi-criteria" } } ```

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