Clear Thought 1.5

# Causal Analysis Examples ## Project Delays Analysis ### Causal Graph with Intervention ```json { "prompt": "Analyze causes of project delays", "parameters": { "graph": { "nodes": [ "scope_creep", "resource_shortage", "poor_planning", "delays", "budget_overrun", "team_morale", "quality_issues" ], "edges": [ { "from": "scope_creep", "to": "delays", "weight": 0.8 }, { "from": "resource_shortage", "to": "delays", "weight": 0.7 }, { "from": "poor_planning", "to": "scope_creep", "weight": 0.6 }, { "from": "poor_planning", "to": "resource_shortage", "weight": 0.5 }, { "from": "delays", "to": "budget_overrun", "weight": 0.9 }, { "from": "delays", "to": "team_morale", "weight": -0.6 }, { "from": "team_morale", "to": "quality_issues", "weight": -0.7 } ] }, "intervention": { "variable": "poor_planning", "change": -0.5 } } } ``` ## Economic System Analysis ### Supply and Demand Dynamics ```json { "prompt": "Analyze economic factors affecting product pricing", "parameters": { "graph": { "nodes": [ "supply", "demand", "price", "competition", "production_cost", "consumer_income", "market_share" ], "edges": [ { "from": "supply", "to": "price", "weight": -0.8 }, { "from": "demand", "to": "price", "weight": 0.9 }, { "from": "price", "to": "demand", "weight": -0.6 }, { "from": "competition", "to": "price", "weight": -0.5 }, { "from": "production_cost", "to": "supply", "weight": -0.7 }, { "from": "consumer_income", "to": "demand", "weight": 0.8 }, { "from": "price", "to": "market_share", "weight": -0.4 } ] }, "intervention": { "variable": "production_cost", "change": -0.3 } } } ``` ## Climate Impact Analysis ### Environmental Cause-Effect Chain ```json { "prompt": "Analyze climate change causal relationships", "parameters": { "graph": { "nodes": [ "greenhouse_gases", "temperature", "ice_melt", "sea_level", "extreme_weather", "agriculture", "migration" ], "edges": [ { "from": "greenhouse_gases", "to": "temperature", "weight": 0.9 }, { "from": "temperature", "to": "ice_melt", "weight": 0.8 }, { "from": "ice_melt", "to": "sea_level", "weight": 0.9 }, { "from": "temperature", "to": "extreme_weather", "weight": 0.7 }, { "from": "extreme_weather", "to": "agriculture", "weight": -0.8 }, { "from": "sea_level", "to": "migration", "weight": 0.6 }, { "from": "agriculture", "to": "migration", "weight": 0.5 } ] }, "intervention": { "variable": "greenhouse_gases", "change": -0.2 } } } ```