# Loan Selection

## Loan Pricing

APYs for P2P loans and P2Pool loan pools are algorithmically determined using the Black & Scholes Options Pricing model with appropriate adjustments for NFT-backed lending.

The method of determining loan volatility & correlations between collections is based on historical NFT pricing.

Historical volatility is derived from historical floor prices and historical appraisal prices.

Implied volatility is determined by a proprietary closed source algorithm.

## Portfolio Creation & Execution

An optimal portfolio distribution is algorithmically determined using Modern Portfolio Theory with appropriate adjustments for NFT collateralized lending that account for liquidity, asymmetric payoffs and tail-risk events.

To maximize efficiency, SPICE's computationally heavy NFT and options pricing models are executed off-chain, while user funds are stored and transferred non-custodially on-chain.

## P2P Loan Bidding

The Prologue and Flagship vaults direct user deposits to a Base Vault that runs a bidding strategy for P2P NFT loans. This bidding strategy has constraints on LTV and minimum acceptable APR as determined by the loan pricing methodologies described above.

Maximum loan amounts are determined algorithmically using maximum historical drawdown and conditional Value-at-Risk (cVaR).

Please refer to the following formulas that help determine maximum loan amounts:

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