portfolio_btc_native

portfolio_construction.md

Portfolio Construction Memo: BTC NAV Native Currency Portfolio

Date: January 2026 Portfolio: BTC-Denominated Strategy Allocation Analysis Period: 2024-01-01 to 2025-10-20 (649 trading days) Risk-Free Rate: 4.0%


1. Executive Summary

This memo presents the portfolio construction analysis for a four-strategy BTC-denominated portfolio comprising velox, quantstrat, persistent, and syntax. All strategies are basis/arbitrage strategies measured in their native BTC currency, capturing returns from funding rate arbitrage, perpetual/spot basis, and related market-neutral opportunities.

Recommended Allocation: MaxSharpe

StrategyWeight
velox50.0%
persistent32.4%
quantstrat12.9%
syntax4.7%

Portfolio Characteristics

MetricValue
Expected Return18.6%
Volatility1.7%
Sharpe Ratio8.61
Maximum Drawdown-0.47%

The exceptional Sharpe ratio of 8.61 reflects the market-neutral nature of these basis/arbitrage strategies, which generate consistent returns with minimal directional BTC exposure. This portfolio represents a fundamentally different risk profile compared to directional USD portfolios.


2. Correlation Analysis

Correlation Matrix

veloxquantstratpersistentsyntax
velox1.00-0.030.06-0.02
quantstrat-0.031.000.130.13
persistent0.060.131.000.29
syntax-0.020.130.291.00

Key Observations

  1. Exceptional Diversification: The correlation structure is remarkably favorable, with several near-zero and negative correlations.

  2. velox Independence: velox exhibits near-zero or negative correlations with all other strategies (-0.03 to 0.06), making it an ideal anchor position for portfolio construction.

  3. Negative Correlations: velox/quantstrat (-0.03) and velox/syntax (-0.02) provide natural hedging benefits, reducing portfolio volatility below any individual strategy.

  4. Moderate persistent/syntax Correlation: The highest correlation (0.29) exists between persistent and syntax, suggesting some shared exposure to similar arbitrage opportunities.

  5. Average Pairwise Correlation: Approximately 0.09, which is exceptionally low and enables dramatic risk reduction through diversification.


3. Optimization Results

Five optimization approaches were evaluated, each with a 50% maximum weight constraint per strategy.

Performance Comparison

ObjectiveReturnVolatilitySharpeMax DD
EqualWeight16.04%1.84%6.54-0.38%
MaxSharpe18.58%1.69%8.61-0.47%
MinVar14.97%1.41%7.77-0.22%
MaxSharpe_CDaR17.26%1.56%8.52-0.35%
MinMDD15.14%1.44%7.72-0.15%

Weight Allocations by Objective

Objectiveveloxquantstratpersistentsyntax
EqualWeight25.0%25.0%25.0%25.0%
MaxSharpe50.0%12.9%32.4%4.7%
MinVar44.0%32.8%12.1%11.1%
MaxSharpe_CDaR47.3%18.7%24.8%9.2%
MinMDD46.4%26.7%11.0%16.0%

Analysis

  • MaxSharpe achieves the highest Sharpe ratio (8.61) by concentrating in velox and persistent, the two highest-performing strategies.
  • All portfolios achieve Sharpe ratios above 6.5, demonstrating the exceptional quality of the underlying strategy set.
  • velox consistently receives high allocations (44-50%) across all objectives, reflecting its superior standalone performance and diversification benefits.
  • syntax receives minimal allocation in return-maximizing portfolios due to its lower standalone Sharpe ratio.
  • The spread between MinVar and MaxSharpe volatility is only 0.28%, highlighting the uniformly low-volatility nature of these arbitrage strategies.

4. Risk Contribution Analysis

MaxSharpe Portfolio Risk Decomposition

Based on the optimal weights and correlation structure:

StrategyWeightStandalone VolMarginal Contribution
velox50.0%~2.0%Primary (but diversified)
persistent32.4%~1.8%Secondary contributor
quantstrat12.9%~1.5%Minor contributor
syntax4.7%~2.2%Negligible

Risk Budget Observations

  1. Diversification Multiplier: Due to near-zero and negative correlations, portfolio volatility (1.69%) is significantly lower than a weighted average of individual volatilities would suggest.

  2. velox as Anchor: Despite the 50% weight, velox's near-zero correlations with other strategies mean its risk contribution is partially offset by diversification.

  3. persistent Complementarity: The 32.4% allocation to persistent complements velox effectively, with only 0.06 correlation between them.

  4. Efficient Risk Utilization: The portfolio achieves 18.6% return with only 1.7% volatility, representing a risk efficiency rarely seen in traditional asset allocation.


5. Implementation Considerations

Rebalancing

  • Frequency: Monthly rebalancing recommended, though the low volatility nature may allow for longer intervals.
  • Trigger-Based: Rebalance if any strategy weight drifts beyond +/- 7% of target (more relaxed than USD portfolio due to lower volatility).

Capacity Constraints

  • Critical Consideration: Basis/arbitrage strategies typically have limited capacity. Verify that:
    • Each strategy can accommodate the target allocation without execution slippage
    • Funding rate opportunities remain sufficiently deep
    • Exchange position limits are not binding constraints

Execution

  • Timing: Coordinate rebalancing with funding rate payment schedules (typically every 8 hours for perpetual swaps).
  • Exchange Diversification: Consider spreading positions across multiple venues to reduce counterparty risk.

Currency Considerations

  • This is a native BTC portfolio; returns are measured in BTC terms.
  • For investors with USD liabilities, additional BTC/USD hedging would be required.
  • The strategies are market-neutral to BTC price movements, making this a "delta-neutral BTC accumulation" strategy.

Counterparty Risk

  • Basis strategies require exchange exposure. Ensure:
    • Position limits across exchanges
    • Regular profit extraction to cold storage
    • Monitoring of exchange health indicators

6. Governance & Limits

Position Limits

Limit TypeThreshold
Maximum Single Strategy50%
Minimum Single Strategy3%
Maximum Drawdown Trigger-2%
Maximum Exchange Exposure25% of portfolio per venue

Monitoring Requirements

  1. Continuous: Funding rate monitoring, basis level tracking
  2. Daily: NAV calculation, P&L attribution by strategy, exchange balance verification
  3. Weekly: Weight drift analysis, correlation stability check, counterparty exposure review
  4. Monthly: Full rebalancing assessment, performance attribution

Escalation Triggers

TriggerAction Required
Portfolio DD exceeds -1%Risk committee review
Single strategy DD exceeds -2%Strategy pause consideration
Correlation regime shift > 0.2Portfolio re-optimization
Sharpe ratio (rolling 3M) < 4.0Strategy review
Exchange solvency concernsImmediate position reduction

Review Cycle

  • Monthly: Capacity assessment and funding rate opportunity sizing
  • Quarterly: Full optimization re-run with updated covariance estimates
  • Semi-Annual: Strategy inclusion/exclusion review
  • Annual: Comprehensive portfolio construction methodology review

7. Recommendation

Primary Recommendation: MaxSharpe

Implement the MaxSharpe portfolio with the following target allocations:

StrategyTarget WeightTolerance Band
velox50.0%43% - 57%
persistent32.4%25% - 40%
quantstrat12.9%6% - 20%
syntax4.7%0% - 12%

Rationale

  1. Exceptional Risk-Adjusted Returns: The 8.61 Sharpe ratio is extraordinarily high, reflecting the market-neutral, arbitrage nature of these strategies.

  2. Near-Zero Correlation Structure: The correlation matrix enables dramatic risk reduction while maintaining strong expected returns.

  3. Consistent Return Profile: Maximum drawdown of only -0.47% over the 649-day analysis period demonstrates remarkable consistency.

  4. BTC Accumulation: For investors seeking BTC exposure, this portfolio provides consistent BTC-denominated returns without directional BTC price risk.

Expected Performance Profile

  • Annualized Return: 18.6% (in BTC terms)
  • Annualized Volatility: 1.7%
  • Sharpe Ratio: 8.61
  • Expected Max Drawdown: -0.5% (historical)
  • 95% VaR (monthly): Approximately -0.4%

Comparison to USD NAV Portfolio

MetricBTC NAV PortfolioUSD NAV Portfolio
Return18.6%35.2%
Volatility1.7%10.7%
Sharpe Ratio8.612.92
Max Drawdown-0.47%-4.13%
Strategy TypeBasis/ArbitrageDirectional

The BTC NAV portfolio offers superior risk-adjusted returns (nearly 3x the Sharpe ratio) with significantly lower drawdown risk, though with lower absolute returns. The choice between portfolios depends on:

  • Risk tolerance: BTC NAV for conservative, USD NAV for aggressive
  • Return objectives: USD NAV for absolute return maximization
  • Currency exposure: BTC NAV for BTC accumulation, USD NAV for USD P&L

Key Risks

  1. Capacity Constraints: Arbitrage opportunities are finite; returns may compress as AUM grows.
  2. Counterparty Risk: Exchange exposure is inherent to basis strategies; diversify across venues.
  3. Funding Rate Regime: Extended periods of negative funding rates could impact velox and persistent returns.
  4. Correlation Stability: The exceptional diversification benefits depend on maintained strategy independence.

This memo is prepared for investment committee review. All performance figures are based on historical data from the analysis period and do not guarantee future results. BTC-denominated returns do not reflect USD P&L, which would be subject to BTC/USD price fluctuations.