Daksh Kumar.
All projects
North Carolina State University · May 2026 – Present

Optimal Hedging of Leveraged ETF Positions (Convexity Protection)

A multi-tranche hedging engine on Tesla's 2× leveraged ETF (TSLL) — short the LETF, long ATM calls, short OTM puts (a collar) — harvesting structural volatility decay with maximum drawdown capped ex ante by a closed-form, model-free bound. The bound is fixed before the data run; the realized equity path never breached it.

Read the full report (PDF)
PythonOptionsLETFCollarNo-Arbitrage BoundsBloombergBacktesting

Engine equity vs. the naked-short benchmark (2022–2026, daily)

Collar, frictionless
Collar, with borrow
Call-only, with borrow
Naked short TSLL
Indexed to 100 · real backtest output

The risk dial: guaranteed bound 2x/(1+x) vs. what the backtest realized

Guaranteed bound 2x/(1+x)
Realized max drawdown
Collar engine · real backtest output
Guaranteed bound
14.8%
Realized MaxDD
-12.1%
CAGR
15.8%
Sharpe
0.90
Floor violations
0
Risk dial: x = 8%(x = loss budget = drawdown limit = gain trigger)Pick the guarantee; the backtest reports what it earned
2%4%6%8%10%12%15%

Charts render the project's actual published result files, exported unmodified from the source repository.

Approach & findings

  • Each tranche's worst-case loss is an exact no-arbitrage limit — L = C + K_c − S₀ (call-only) or L − P_p (collar) — valid continuously rather than only at expiry, via no-arbitrage bounds on American options.
  • Settlement-based accounting keys the risk budget to checkpoint equity instead of daily marks (removing procyclicality); a cycle ceiling converts equity peaks into checkpoints, yielding the closed-form guarantee MaxDD ≤ (d + g)/(1 + g) = 15.0% at the headline configuration, and a one-parameter risk limit x with bound 2x/(1 + x).
  • Verification: the bound was never breached in-sample, out-of-sample, or across seven risk-limit configurations — 960 trading days each; realized drawdowns used 75–96% of their guaranteed envelopes, so the bound is informative, not vacuous.
  • Collar (frictionless): +15.69% CAGR, Sharpe 0.899, −12.29% MaxDD (Calmar 1.28) vs. −81.1% MaxDD for the unhedged short. With approximate borrow fees, call-only earns +13.42% at −15.44% MaxDD; the borrow cost is measured and added to the bound, so it remains a theorem.
  • A cost gate deploys capital only when the net floor cost is ≤ 15% of protected notional (removing it cuts CAGR from 14.0% to 4.9%); selling rich TSLL crash insurance (median ~10% of spot) cuts the net floor cost by roughly a third.
  • Data: full TSLA/TSLL option-chain history 2020–2026 (1M+ daily option prices) built via a Bloomberg BDH + OpenFIGI pipeline, with spot/OHLCV via yfinance.

Results

Guaranteed MaxDD bound (ex ante)
15.0%
Bound breaches (960 days)
0
CAGR / Sharpe (collar)
+15.69% / 0.90
Unhedged-short MaxDD
−81.1%