Persistent Strategy - Investment Analysis
Date: 2026-01-14 Recommendation: CONDITIONAL APPROVE Proposed Allocation: 3-5% of portfolio
1. Executive Summary
| Metric | Value | Source |
|---|---|---|
| CAGR | 25.30% | _summary.csv |
| Annualized Volatility | 3.59% | _summary.csv |
| Sharpe Ratio | 5.94 | _summary.csv |
| Max Drawdown | -1.46% | full_history/allocator_summary.csv |
Investment Thesis: The Persistent strategy delivers exceptional risk-adjusted returns with a Sharpe ratio of 5.94 over the full history period. The strategy exhibits remarkably low volatility (3.59% annualized) combined with strong absolute returns (25.30% CAGR), resulting in a shallow maximum drawdown of only -1.46%. This makes it an attractive diversifying allocation for portfolios seeking uncorrelated, stable alpha generation.
Key Conditions:
- Continued monitoring of factor exposures, particularly funding rate sensitivity
- Verification of strategy capacity constraints
- Review of execution infrastructure and slippage assumptions
2. Data Quality
| Metric | Value |
|---|---|
| Date Range | 2023-02 to 2025-10 (estimated) |
| Trading Days | 901 |
| Data Gaps | None identified |
| Zero-Return Days | Not quantified in source data |
Data Quality Assessment: The dataset spans 901 trading days across multiple calendar years (2023, 2024, 2025 YTD), providing sufficient sample size for statistical inference. Factor regression n-counts confirm consistent daily observations across all analysis periods.
3. Performance Analysis
3.1 Annual Breakdown
| Year | CAGR | Volatility | Sharpe | Max Drawdown |
|---|---|---|---|---|
| full_history | 25.30% | 3.59% | 5.94 | -1.46% |
| year_2024 | 37.56% | 4.62% | 7.27 | -1.46% |
| year_2023 | 18.93% | 3.36% | 4.45 | -0.92% |
| year_2025_ytd | 18.31% | 2.00% | 7.17 | -0.32% |
Source: _summary.csv for CAGR/Vol/Sharpe; <period>/allocator_summary.csv for Max Drawdown
3.2 Performance Commentary
The strategy demonstrates remarkable consistency across all periods, with positive Sharpe ratios ranging from 4.45 to 7.27. Year 2024 was the standout performer with 37.56% CAGR and a Sharpe of 7.27, while 2023 showed more modest but still strong performance (18.93% CAGR, 4.45 Sharpe). The 2025 YTD period shows continued strong risk-adjusted returns (7.17 Sharpe) with the lowest volatility observed (2.00%), suggesting the strategy has maintained its edge while potentially benefiting from reduced market volatility.
4. Factor Exposure
| Factor | Beta | t-stat | p-value |
|---|---|---|---|
| BTC | 0.000 | 0.02 | 0.988 |
| ETH | -0.001 | -0.43 | 0.667 |
| funding_btc | 0.041 | 3.14 | 0.002 |
| funding_eth | -0.012 | -0.94 | 0.346 |
| Metric | Value |
|---|---|
| R-squared | 1.95% |
| Idiosyncratic Return | ~98% of returns unexplained by factors |
Source: factor_detail/persistent_betas.csv (full_history)
Factor Analysis: The strategy exhibits near-zero exposure to directional BTC and ETH price movements, confirming its market-neutral positioning. The only statistically significant factor exposure is to BTC funding rates (t-stat 3.14, p-value 0.002), suggesting the strategy may harvest funding rate premiums. The extremely low R-squared of 1.95% indicates that the vast majority of returns are idiosyncratic alpha not explained by common crypto market factors.
5. Peer Comparison
| Strategy | CAGR | Volatility | Sharpe | Max Drawdown |
|---|---|---|---|---|
| Persistent | 25.30% | 3.59% | 5.94 | -1.46% |
Source: Peer data from reports/<peer>/_summary.csv
Relative Positioning: No peer data available in the reports directory for direct comparison. The strategy should be benchmarked against other market-neutral crypto strategies and traditional fixed-income alternatives to contextualize the risk-adjusted returns.
6. Risk Assessment
6.1 Key Risks
| Risk | Severity | Mitigation |
|---|---|---|
| Funding rate regime change | Medium | Monitor funding rate environment; strategy has moderate funding_btc beta |
| Capacity constraints | Medium | Assess maximum deployable capital without degrading returns |
| Execution/slippage | Low | Verify assumptions; low volatility suggests limited market impact |
| Model overfitting | Medium | Out-of-sample testing; year-over-year consistency provides comfort |
| Liquidity risk | Low | Strategy appears to operate in liquid crypto derivatives markets |
6.2 Outstanding Due Diligence
- Verify execution infrastructure and historical slippage assumptions
- Assess strategy capacity and potential return degradation at scale
- Review detailed trade logs for position sizing and turnover analysis
- Stress test performance during extreme funding rate scenarios
- Confirm no look-ahead bias in backtested results
7. Recommendation
Decision: CONDITIONAL APPROVE
Allocation: 3-5% of alternative investments sleeve
Risk Limits:
| Limit | Threshold | Action |
|---|---|---|
| Drawdown Warning | -3% | Review allocation and market conditions |
| Drawdown Hard Stop | -5% | Reduce position by 50% |
| Sharpe Degradation | <3.0 for 3mo rolling | Review strategy performance and market regime |
| Volatility Spike | >8% annualized | Review and potentially reduce |
Conditions for Approval:
- Complete outstanding due diligence items, particularly capacity assessment
- Establish real-time monitoring dashboard for drawdown and Sharpe tracking
- Confirm execution infrastructure can support proposed allocation size
- Document risk escalation procedures and responsible parties
Data Sources:
/Users/syntax/projects/finance/allocator_analysis/reports/persistent/_summary.csv/Users/syntax/projects/finance/allocator_analysis/reports/persistent/full_history/allocator_summary.csv/Users/syntax/projects/finance/allocator_analysis/reports/persistent/year_2023/allocator_summary.csv/Users/syntax/projects/finance/allocator_analysis/reports/persistent/year_2024/allocator_summary.csv/Users/syntax/projects/finance/allocator_analysis/reports/persistent/year_2025_ytd/allocator_summary.csv/Users/syntax/projects/finance/allocator_analysis/reports/persistent/full_history/factor_detail/persistent_betas.csv