Risk Management Outline
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📌 Comprehensive Risk Analysis of ARB-Collateralized Treasury-Backed Vaults (TBV)
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Abstract: Multidimensional Optimization Problem
- Liquidation Threshold
- Determine the maximum relative borrowing limit against ARB collateral before liquidations are triggered.
- Debt Ceiling
- Establish the total allowable debt against ARB collateral in aggregate.
Historical Volatility and Liquidity
- Volatility Analysis
- Provide plots of ARB's historical volatility over time.
- Identify and interpret trends and patterns in the volatility data.
- Liquidity Analysis
- Plot historical liquidity metrics for ARB.
- Analyze trends to understand periods of high and low liquidity.
- Value at Risk (VaR) Methodology
Debt Ceilings and Cascading Liquidation Events
- Isolation Mode Methodology
- Apply Chaos Labs’ isolation mode methodology to determine appropriate debt ceilings for ARB.
- Provide an intuitive explanation of results and their implications.
- Cascading Liquidation Events
- Discuss how a higher liquidation threshold and liquidation bonus impact the debt repayment amount to maintain a healthy position.
- Explain the resulting increase in selling pressure and potential market impacts.
Initial Loan Health Ratio
- Probability of Liquidation Event:
- Define the probability of a liquidation event based on the volatility of the underlying asset and the quantified LTV.
- Use historical volatility data and statistical models to estimate the likelihood of the asset price dropping to a level that triggers liquidation.
- Safety Buffer in ARB:
- Determine the amount of ARB that needs to be set aside as a safety buffer to top up debt positions.
- Calculate this buffer considering potential price drops in ARB to ensure it effectively decreases the probability of liquidation.
- This buffer should be dynamically adjusted based on real-time market conditions and asset price movements.
- Initial Health Recommendations:
- Provide both conservative and aggressive recommendations for the initial health of the position and the frequency of position top-ups.
Targeted Liquidations and ARB Price Manipulation
- Aggregate CDP Size and Liquidity
- Analyze the risk of price manipulation due to large aggregate CDP size relative to market liquidity.
- Quantify the potential for external parties to manipulate ARB prices during liquidation events.
Interest Rate Settings and Intraprotocol Compliance