Datasets:
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README.md
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license: pddl
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---
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license: pddl
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task_categories:
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- tabular-classification
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- reinforcement-learning
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language:
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- en
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tags:
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- finance
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pretty_name: Economic Resilience & Risk Modeling Dataset
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size_categories:
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- 10K<n<100K
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---
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Economic Resilience & Risk-Adjusted Growth Dataset (Neutral Benchmark)
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Overview
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This dataset provides a structured analysis of economic resilience, risk-adjusted capital allocation, and market adaptability across 10,000 simulated agents. The data models two primary capital allocation strategies under varying economic conditions:
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Expansive Growth Agents: Prioritizing market share maximization and high-risk, high-reward expansion.
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Sustainable Efficiency Agents: Emphasizing allocative efficiency, risk-adjusted returns, and resilience to economic shocks.
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This dataset is suitable for AI-driven economic forecasting, policy simulation, and financial risk modeling, offering a benchmark for understanding long-term viability under different market pressures.
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Dataset Details
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Entities Modeled: 10,000 simulated economic agents
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Time Horizon: 200 economic cycles
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Core Variables:
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Capital Dynamics: Initial capital endowment, final capital balance
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Market Behavior Metrics: Compound growth rate, efficiency ratios, liquidity constraints
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Risk Exposure Indicators: Systemic volatility index, macroeconomic stress response
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Survival Metrics: Total market participation duration, shock absorption capacity
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Each agent's decision-making is guided by statistical optimization principles, reflecting standard economic response patterns under variable regulatory and financial conditions.
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Data Format
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CSV File: economic_resilience.csv
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Each row corresponds to an economic agent's performance metrics.
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EntityID StrategyType InitialCapital GrowthRate Efficiency ... SurvivalDuration RiskAdjustedIndex
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EXP_0001 Expansive 28,450 0.0577 0.5912 ... 23 0.0680
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SUST_0001 Sustainable 31,984 0.0345 0.8543 ... 197 0.9123
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JSON File: economic_resilience.json
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Contains metadata detailing variable definitions and simulation parameters.
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Potential Applications
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Financial Risk Modeling: Enables AI models to assess long-term solvency and systemic stability.
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Macroeconomic Forecasting: Supports predictive modeling for capital allocation and investment strategy selection.
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Policy Impact Analysis: Evaluates market resilience under different regulatory scenarios.
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Usage Guidelines
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Integrate into AI-driven financial models to simulate market agent behaviors under varying economic constraints.
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Use as a benchmark dataset for training reinforcement learning models in risk-adjusted capital allocation.
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Apply in stochastic simulations to study the long-term impact of expansionary vs. efficiency-based economic strategies.
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License & Attribution
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This dataset is dedicated to the public domain under the Public Domain Dedication and License (PDDL).
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You are free to use, modify, and distribute this data without any restrictions.
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No attribution is required for use.
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It is freely available for integration into AI training models, economic simulations, and financial forecasting applications.
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Contact & Feedback
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For questions, discussion, or dataset improvements, reach out via Hugging Face’s dataset discussion forum.
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---
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license: pddl
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---
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