--- name: crypto-derivatives description: Crypto-derivatives strategies — perpetual funding-rate arbitrage, futures term-structure contango/backwardation trading, and option volatility-smile / Greeks analysis. category: crypto --- # Crypto-Derivatives Strategies ## Overview Covers three major crypto-derivatives strategy directions: perpetual funding-rate arbitrage, futures term-structure trading, and options strategies (volatility trading). The main exchanges are OKX and Deribit. ## Perpetual Funding-Rate Arbitrage ### Funding-Rate Mechanism ``` Perpetual contracts have no expiry and rely on the funding rate to anchor prices to spot: Funding rate > 0: longs pay shorts (strong bullish sentiment) Funding rate < 0: shorts pay longs (strong bearish sentiment) Settlement frequency: OKX settles every 8 hours (00:00 / 08:00 / 16:00 UTC) Annualized return = funding rate × 3 × 365 ``` ### Arbitrage Strategies ``` Positive carry arbitrage (funding rate > 0): Long spot + short perpetual = net delta close to zero Return source: collect funding every 8 hours Reverse carry arbitrage (funding rate < 0, less common): Short spot (borrow coin and sell) + long perpetual Return source: collect funding every 8 hours ``` ### Funding-Rate Signals | Funding Rate (8h) | Annualized | Market Sentiment | Strategy Signal | |-------------|------|---------|---------| | > 0.1% | > 109% | Extreme greed | Short signal (rate is unsustainable) | | 0.03-0.1% | 33-109% | Bullish bias | Positive carry arbitrage is attractive | | 0.01-0.03% | 11-33% | Normal bullish | Positive carry arbitrage is tradable | | -0.01~0.01% | -11~11% | Neutral | No arbitrage opportunity | | < -0.01% | < -11% | Bearish bias | Reverse carry arbitrage or stop-loss | | < -0.1% | < -109% | Extreme panic | Long signal (rate is unsustainable) | ### Arbitrage Risk Control ``` Risk points: 1. Insufficient margin: the derivatives leg requires margin, and extreme moves can liquidate the account 2. Funding reversal: a positive rate can suddenly turn negative, making the arbitrage unprofitable 3. Basis volatility: changes in the spot-futures basis can cause floating losses 4. Exchange risk: withdrawal limits, downtime, liquidation-mechanism differences Risk parameters: - Leverage: no more than 3x (arbitrage does not need high leverage) - Margin ratio: keep >50% (far from liquidation) - Single-coin allocation: <30% (diversification) - Stop-loss: close when floating loss exceeds expected return over 3 months ``` ## Term-Structure Trading ### Basic Concepts ``` Term structure = futures price curve across different expiries Contango: far month > near month > spot - Meaning: market expects higher future prices - Common in bull markets or normal market conditions Backwardation: far month < near month < spot - Meaning: market expects lower future prices or spot shortage - Common in bear markets or after extreme events ``` ### Term-Structure Metrics ```python def term_structure_spread(spot_price, futures_prices: dict) -> dict: """ Args: spot_price: Spot price futures_prices: {expiry: price}, for example {'2026-06': 105000, '2026-09': 107000} Returns: Basis, annualized basis, and structure type """ results = {} for expiry, price in futures_prices.items(): days_to_expiry = (pd.Timestamp(expiry) - pd.Timestamp.now()).days basis = (price - spot_price) / spot_price annualized = basis / days_to_expiry * 365 results[expiry] = { 'basis': basis, 'annualized_basis': annualized, 'days': days_to_expiry, } return results ``` ### Trading Strategies | Strategy | Action | Applicable Environment | Risk | |------|------|---------|------| | Cash-and-Carry | Long spot + short futures | Significant contango (annualized >15%) | Exchange risk | | Calendar Spread | Long near month + short far month | Expect contango convergence | Basis widening | | Reverse Calendar | Short near month + long far month | Expect backwardation convergence | Basis reversal | ### Historical Regularities of BTC Term Structure ``` - Bull market: contango annualized 15-40%, quarterly futures premium 5-10% - Bear market: backwardation or contango annualized <5% - Around halving: contango usually widens - Extreme crashes: brief backwardation (such as March 12 and May 19) ``` ## Options Strategies ### Overview of the Crypto Options Market | Exchange | Underlyings | Characteristics | |--------|------|------| | Deribit | BTC / ETH | Largest options exchange, >80% market share | | OKX | BTC / ETH | Second largest, liquidity still growing | | Binance | BTC / ETH | Weaker liquidity | ### Basic Greeks | Greek | Meaning | Crypto-Specific Characteristic | |-------|------|-----------| | Delta | Change in option price for a 1% move in the underlying | BTC is highly volatile, so Delta changes quickly | | Gamma | Rate of change of Delta | ATM options have the highest Gamma | | Theta | Time decay (per day) | Crypto trades 7x24, so there are no weekends off | | Vega | Impact of a 1% move in implied volatility | BTC IV is often 50-120%, far above traditional assets | | Rho | Rate sensitivity | In crypto markets, the rate proxy is DeFi yield | ### Volatility Smile / Skew ``` Characteristics of the BTC option volatility surface: 1. Smile: IV of OTM puts and OTM calls is both higher than ATM IV 2. Skew: usually OTM put IV > OTM call IV (downside-protection demand) 3. Reverse skew: in bull markets, OTM call IV may exceed OTM put IV 25Δ Risk Reversal = IV(25Δ Call) - IV(25Δ Put) > 0: bullish skew < 0: bearish skew (normal state) The larger the absolute value, the steeper the skew ``` ### Common Options Strategies #### 1. Short Straddle ``` Action: sell ATM call + ATM put simultaneously Return source: time decay (Theta income) Risk: large move in the underlying Applicable when: IV is considered too high and the market is expected to stay range-bound BTC parameter suggestions: - Consider selling when IV > 80% - Expiry: 7-14 days (faster decay) - Margin: at least 30% of underlying notional ``` #### 2. Protective Put ``` Action: hold spot + buy OTM put Purpose: hedge downside risk Cost: put premium (about 2-5% of underlying value per month) Applicable when: protecting profits in a bull market BTC parameter suggestions: - Strike: 10-15% below spot - Expiry: 1-3 months - Delta: -0.2 to -0.3 ``` #### 3. Iron Butterfly ``` Action: sell ATM call + sell ATM put + buy OTM call + buy OTM put Return source: profit when the underlying moves within a narrow range Risk: limited (protected by OTM options) Applicable when: low-volatility expectation Maximum profit = premium sold - premium bought Maximum loss = wing width - maximum profit ``` #### 4. Volatility Arbitrage ``` Action: long / short IV versus realized volatility Long volatility: - Buy straddle + Delta hedge - Applicable when: IV < historical volatility (IV is low) Short volatility: - Sell straddle + Delta hedge - Applicable when: IV > historical volatility (IV is high) BTC IV reference: - IV < 40%: extremely low (long volatility) - IV 40-60%: normal-to-low - IV 60-80%: normal - IV 80-120%: elevated (short volatility) - IV > 120%: extremely high (short volatility, but risk is large) ``` ## Analysis Framework ### Daily Monitoring Metrics ``` 1. Perpetual funding rate (8h / annualized) 2. BTC quarterly-futures basis 3. 25Δ Risk Reversal 4. ATM implied volatility 5. Option put/call ratio 6. Option open interest ``` ### Strategy Selection Decision Tree ``` Market environment judgment: ├── High funding rate (>0.05%) + high IV (>80%) │ └── Positive carry arbitrage + short volatility ├── Low funding rate + low IV (<50%) │ └── Stay out of carry arbitrage + long volatility ├── Significant contango (annualized >20%) │ └── Cash-and-Carry └── Backwardation └── Reduce exposure / hedge / buy protective puts ``` ## Output Format ```markdown ## Crypto-Derivatives Analysis ### Market Snapshot | Metric | BTC | ETH | |------|-----|-----| | Spot price | $95,000 | $3,200 | | Perpetual funding (8h) | 0.035% | 0.028% | | Annualized funding | 38.3% | 30.7% | | Quarterly basis (annualized) | 18.5% | 15.2% | | ATM IV (30d) | 65% | 72% | | 25Δ RR | -3.2% | -4.5% | ### Strategy Suggestions | Strategy | Direction | Expected Annualized Return | Risk Level | |------|------|---------|---------| | BTC funding-rate arbitrage | Short perpetual + long spot | 25-35% | Medium | | ETH Calendar Spread | Long near month / short far month | 12-18% | Medium-low | | BTC Short Strangle | Sell OTM call + put | Collect premium | High | ### Risk Warnings - ... ``` ## Notes 1. **This system is for backtest research only**: it does not execute live trades; derivatives analysis is for research and backtesting 2. **Crypto trades 7x24**: Theta decay never stops, unlike traditional options 3. **Liquidity concentration**: BTC / ETH options are concentrated on Deribit; liquidity in other coins is extremely poor 4. **Extreme volatility**: 10-20% single-day BTC moves are not rare, so margin management is critical 5. **Exchange risk**: centralized exchanges can freeze assets or fail; diversify across venues 6. **Data acquisition**: OKX data is available through the OKX data source, while Deribit requires an additional interface 7. **Regulatory risk**: regulation of crypto derivatives is tightening across jurisdictions, so strategy compliance must be assessed separately