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Risk Management

Overview​

The Lendscape Protocol employs a multi-layered risk management framework to protect both borrowers and lenders. Our approach combines traditional financial risk management principles with blockchain-specific protections to create a robust system that can withstand market volatility and ensure platform sustainability.

Collateral Management​

Overcollateralization​

All loans on Lendscape are overcollateralized, meaning the value of the collateral exceeds the loan amount:

  • Standard Loans: 150-200% collateralization ratio
  • High-Risk Assets: 200-300% collateralization ratio
  • New Asset Types: Up to 300% collateralization until risk profile is established

Collateral Valuation​

Accurate collateral valuation is critical to risk management:

  1. Initial Valuation: Performed using multiple methods:

    • Market-based comparables
    • Discounted cash flow analysis
    • Option pricing models (for SAFTs/SAFEs)
    • Third-party appraisals when available

  2. Ongoing Monitoring: Collateral value is regularly reassessed:

    • Blockchain oracles provide real-time price feeds for liquid assets
    • AI-driven valuation models for illiquid assets
    • Regular manual reviews for complex assets

Health Factor​

Each loan maintains a health factor, calculated as:

Health Factor = Collateral Value / (Loan Amount + Accrued Interest)
  • Health Factor > 1.5: Safe zone
  • Health Factor 1.2-1.5: Warning zone (borrower notification)
  • Health Factor 1.0-1.2: Danger zone (requires additional collateral)
  • Health Factor < 1.0: Liquidation threshold

Liquidation Mechanism​

Liquidation Process​

When a loan's health factor falls below the liquidation threshold, the following process is initiated:

  1. Warning Period: A 24-48 hour warning period where the borrower can:

    • Add additional collateral
    • Repay a portion of the loan
    • Completely refinance the loan

  2. Auction Initiation: If the warning period expires without remediation:

    • Collateral is made available for liquidation
    • A Dutch auction format is used for efficient price discovery

  3. Auction Execution:

    • Starting at market value, the price gradually decreases
    • Liquidators can purchase all or part of the collateral
    • Auction continues until loan amount plus fees is recovered

  4. Settlement:

    • Loan is repaid to lenders
    • Liquidation fee is distributed to liquidators (typically 5-10%)
    • Any remaining funds are returned to the borrower

Partial Liquidations​

To minimize impact on borrowers, Lendscape employs partial liquidations:

  • Only enough collateral is liquidated to restore health factor above 1.2
  • Borrowers retain the remainder of their collateral
  • Reduces market impact and allows borrowers to maintain some position

Insurance Fund​

Purpose and Structure​

The Insurance Fund acts as a safety net for the protocol:

  • Absorbs unexpected shortfalls from liquidations
  • Provides protection against extreme market events
  • Covers losses from technical failures or exploits

Funding Sources​

The fund is capitalized through several mechanisms:

  • 5-10% of all interest payments
  • 1% of origination fees
  • 2% of liquidation proceeds
  • Protocol revenue allocations

Claim Process​

The Insurance Fund covers losses through a structured process:

  1. Claim Submission: Affected parties submit loss claims
  2. Verification: Claims are verified by the protocol's risk team
  3. Coverage Determination: Coverage amount is calculated
  4. Distribution: Approved claims are paid from the fund

Risk Assessment Models​

Borrower Risk Scoring​

Lendscape uses a proprietary risk scoring system for borrowers:

  • Financial Profile: Assessment of financial stability
  • Behavioral Metrics: Past loan performance and platform activity
  • Market Factors: Market conditions affecting borrower's industry
  • Collateral Quality: Type, liquidity, and volatility of collateral

Asset Risk Classification​

All supported collateral types are classified by risk level:

  • Tier 1: Highly liquid, easily valued assets (e.g., established tokens)
  • Tier 2: Moderately liquid assets with reliable valuation methods
  • Tier 3: Illiquid assets requiring specialized valuation (most SAFTs)
  • Tier 4: Experimental or highly speculative assets (limited acceptance)

Concentration Risk Management​

The protocol manages concentration risk through:

  • Per-Asset Limits: Maximum exposure to any single asset type
  • Borrower Caps: Limits on total borrowing per entity
  • Market Correlation Analysis: Monitoring correlated risks across the portfolio
  • Stress Testing: Regular simulation of extreme market conditions

Protocol Safeguards​

Smart Contract Security​

Lendscape employs multiple layers of smart contract security:

  • Formal Verification: Mathematical proof of contract correctness
  • Multiple Audits: External security audits by leading firms
  • Bug Bounty Program: Rewards for identifying vulnerabilities
  • Timelocks: Delay period for protocol parameter changes
  • Upgrade Controls: Multi-signature requirements for contract upgrades

Oracle Risk Mitigation​

To prevent oracle manipulation:

  • Multi-Source Oracles: Data from multiple independent providers
  • Time-Weighted Prices: Reduces impact of short-term price spikes
  • Deviation Thresholds: Limits on accepted price movements
  • Fallback Mechanisms: Alternative price feeds if primary sources fail

Governance Risk Management​

Governance-related risks are addressed through:

  • Proposal Thresholds: Minimum stake requirements for proposals
  • Timelock Delays: Mandatory waiting periods before implementation
  • Quorum Requirements: Minimum participation for valid decisions
  • Emergency Powers: Limited emergency intervention capabilities
  • Incentive Alignment: Governance token staking requirements

Monitoring and Reporting​

Risk Dashboard​

Lendscape maintains a comprehensive risk dashboard:

  • System Health Metrics: Overall protocol health indicators
  • Collateral Distribution: Breakdown of collateral types and risks
  • Loan Performance: Metrics on repayment rates and defaults
  • Liquidity Analysis: Pool utilization and available liquidity
  • Market Conditions: External market factors affecting the protocol

Regular Risk Reporting​

Transparent risk communication includes:

  • Monthly Risk Reports: Public summaries of risk metrics
  • Quarterly Risk Assessment: Detailed analysis of protocol risks
  • Stress Test Results: Outcomes of simulated adverse scenarios
  • Incident Post-Mortems: Analysis of any security or operational incidents

For more information on Lendscape's risk management framework, please review our whitepaper or contact our risk management team.