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The hedge fund in an ETF — are HF returns rentable factor beta? (Lo, on QAI/DBMF/MNA/BTAL). CONDITIONAL: multi-strat clone QAI is 75% replicable beta, ~0 alpha, lags a 60/40 — 2-and-20 ate the rest. Honest exception: DBMF managed futures (corr->SPY +0.11, +7.9%), a real diversifier the clone can't capture. Rent DBMF, skip the rest. [Conditional]

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bootstrap

The hedge fund in an ETF — are hedge-fund returns just rentable factor beta?

Hasanhodzic & Lo's question, run on the investable HF-replication ETFs: QAI (multi-strategy), DBMF (managed futures), MNA (merger arb), BTAL (anti-beta). Bootstrap each hedge-fund strategy from liquid factors — equity, rates, credit, commodity, dollar, momentum — and ask what's replicable beta and what, if anything, is left. Alpaca SIP daily, total-return; each fund regressed over its own max window.

Verdict

CONDITIONAL — mostly rentable factor beta, with one real exception. The multi-strategy hedge fund clone is ~75% replicable with zero residual alpha and delivers cash-like returns that lag a 60/40 — confirming Lo: 2-and-20 ate the rest. The honest exception is managed futures (DBMF), a genuinely low-correlation crisis diversifier the linear clone can't capture. Rent that; skip the complex.

Q1 — how much is replicable beta?

fund strategy R² on liquid factors residual α/yr residual Sharpe
QAI multi-strategy 75% −0.3% ~0
MNA merger arb 27% +0.4% ~0
BTAL anti-beta 29% +5.2% ~0
DBMF managed futures 18% +5.2% ~0

The multi-strat clone is three-quarters rentable beta with no residual alpha. Managed futures and anti-beta have low R² — but that's because they're nonlinear (trend, convexity), not because they hide linear alpha; the residual Sharpe is ~0 in every case.

Q2/Q3 — the net hedge-fund experience (2019–2026)

book Sharpe CAGR maxDD corr→SPY
QAI (multi-strat) +0.67 +4.5% −15% +0.82
DBMF (managed futures) +0.65 +7.9% −21% +0.11
MNA (merger arb) +0.37 +2.4% −17% +0.52
BTAL (anti-beta) −0.21 −5.7% −53% −0.53
SPY +0.86 +15.9% −34% +1.00
60/40 (SPY/IEF) +0.88 +10.1% −21% +0.97

The "alternatives" delivered cash-to-mediocre returns and lagged a 60/40 — the net-of-fee hedge-fund experience in investable form. QAI is equity beta (corr 0.82) at a fraction of SPY's return; BTAL bled (anti-beta is a structural short). The standout is DBMF: a respectable +7.9% at 0.11 correlation to equities — the one thing here that actually diversifies.

Q4 — is there anything left as a book?

An equal-weight basket of the four is market-neutral: β→SPY +0.01, corr→SPY +0.03, with +2.8%/yr over SPY-beta and Sharpe +0.53. Genuinely diversifying — and genuinely low-return. That's the honest shape of "liquid alternatives": uncorrelated, not high-octane.

How to use it (and what it is not)

bootstrap is a diversifier finding, not an aggressive engine — the aggressive capstone is belligerent. The usable conclusion: rent managed futures (DBMF) as a low-correlation diversifier (it pairs with boulder/bridgewater), and don't pay for the rest of the HF complex, which is rentable beta the clone already proves. For the family's books, DBMF is a sleeve ingredient; QAI/MNA/BTAL are a lesson.

bootstrap_2

The ETF clones are themselves fee'd replicas. The real test is raw HFRI / manager-level data: does top-decile manager selection (not the index) add alpha beyond the rentable beta — the one place the "2-and-20 is worth it" claim could still be true. That needs manager databases, not ETFs.

Reproduce

export ALPACA_KEY_ID=... ALPACA_SECRET_KEY=...
python3 research/bootstrap_1.py

Blaque Baux — a Carter Warrens research initiative. Research only; not investment advice. The verdict falls where the data puts it — most of the hedge fund was rentable; the part that wasn't is the part that diversifies.

About

The hedge fund in an ETF — are HF returns rentable factor beta? (Lo, on QAI/DBMF/MNA/BTAL). CONDITIONAL: multi-strat clone QAI is 75% replicable beta, ~0 alpha, lags a 60/40 — 2-and-20 ate the rest. Honest exception: DBMF managed futures (corr->SPY +0.11, +7.9%), a real diversifier the clone can't capture. Rent DBMF, skip the rest. [Conditional]

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