Kickmuncher commited on
Commit
254e476
·
verified ·
1 Parent(s): 3879398

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +75 -3
README.md CHANGED
@@ -1,3 +1,75 @@
1
- ---
2
- license: pddl
3
- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: pddl
3
+ task_categories:
4
+ - tabular-classification
5
+ - reinforcement-learning
6
+ language:
7
+ - en
8
+ tags:
9
+ - finance
10
+ pretty_name: Economic Resilience & Risk Modeling Dataset
11
+ size_categories:
12
+ - 10K<n<100K
13
+ ---
14
+ Economic Resilience & Risk-Adjusted Growth Dataset (Neutral Benchmark)
15
+
16
+ Overview
17
+
18
+ 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:
19
+
20
+ Expansive Growth Agents: Prioritizing market share maximization and high-risk, high-reward expansion.
21
+ Sustainable Efficiency Agents: Emphasizing allocative efficiency, risk-adjusted returns, and resilience to economic shocks.
22
+
23
+ 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.
24
+
25
+ Dataset Details
26
+
27
+ Entities Modeled: 10,000 simulated economic agents
28
+ Time Horizon: 200 economic cycles
29
+ Core Variables:
30
+ Capital Dynamics: Initial capital endowment, final capital balance
31
+ Market Behavior Metrics: Compound growth rate, efficiency ratios, liquidity constraints
32
+ Risk Exposure Indicators: Systemic volatility index, macroeconomic stress response
33
+ Survival Metrics: Total market participation duration, shock absorption capacity
34
+
35
+ Each agent's decision-making is guided by statistical optimization principles, reflecting standard economic response patterns under variable regulatory and financial conditions.
36
+
37
+ Data Format
38
+
39
+ CSV File: economic_resilience.csv
40
+
41
+ Each row corresponds to an economic agent's performance metrics.
42
+ EntityID StrategyType InitialCapital GrowthRate Efficiency ... SurvivalDuration RiskAdjustedIndex
43
+ EXP_0001 Expansive 28,450 0.0577 0.5912 ... 23 0.0680
44
+ SUST_0001 Sustainable 31,984 0.0345 0.8543 ... 197 0.9123
45
+ JSON File: economic_resilience.json
46
+
47
+ Contains metadata detailing variable definitions and simulation parameters.
48
+
49
+ Potential Applications
50
+
51
+ Financial Risk Modeling: Enables AI models to assess long-term solvency and systemic stability.
52
+ Macroeconomic Forecasting: Supports predictive modeling for capital allocation and investment strategy selection.
53
+ Policy Impact Analysis: Evaluates market resilience under different regulatory scenarios.
54
+
55
+ Usage Guidelines
56
+
57
+ Integrate into AI-driven financial models to simulate market agent behaviors under varying economic constraints.
58
+ Use as a benchmark dataset for training reinforcement learning models in risk-adjusted capital allocation.
59
+ Apply in stochastic simulations to study the long-term impact of expansionary vs. efficiency-based economic strategies.
60
+
61
+ License & Attribution
62
+
63
+ This dataset is dedicated to the public domain under the Public Domain Dedication and License (PDDL).
64
+ You are free to use, modify, and distribute this data without any restrictions.
65
+
66
+ No attribution is required for use.
67
+
68
+ It is freely available for integration into AI training models, economic simulations, and financial forecasting applications.
69
+
70
+ Contact & Feedback
71
+
72
+ For questions, discussion, or dataset improvements, reach out via Hugging Face’s dataset discussion forum.
73
+ ---
74
+ license: pddl
75
+ ---