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Drawdowns are a feature, not a side-effect.

30 May 2026Updated 3 Jul 20267 min readRisk philosophyShishin Research

Discussion of drawdown is descriptive of how the system was designed and how it has performed historically. It is not a guarantee of any particular forward drawdown, and any live-trading account will experience drawdowns of unknown magnitude. Past performance does not predict future results.

Most quant marketing leads with return. The serious money leads with drawdown. The return number you see is the sample; the drawdown number is the contract.

A drawdown is the peak-to-trough fall in an account’s value from its high-water mark, and because losses compound against you, its depth is what matters: recovering from a 50% loss takes a 100% gain, not a 50% one.

Why the Sharpe ratio under-states the problem

Return divided by volatility is a clean academic construction and a deeply unhelpful operational one. Two strategies with the same Sharpe ratio can have radically different equity curves: one that wanders into a 50% drawdown for thirteen months and one that never crosses 10%. The Sharpe doesn't distinguish them; the institutional allocator does. The institutional allocator never gets the chance to live through the first one, because the redemption notice arrives at month six.

Drawdown is what kills strategies in production. Not bad returns, not high vol, drawdown. The size, depth, and duration of the worst peak-to-trough is what determines whether a system survives the operational reality of being run. It is also, conveniently, the one risk metric that compounds with the return: a 50% drawdown requires a 100% recovery to break even. The asymmetry is exactly the opposite of the one favoured by reflexive Sharpe maximisers.

How Shishin treats drawdown

Drawdown is a first-class metric in the Shishin design loop. Every parameter change, every weight adjustment, every proposed new engine is evaluated on maximum drawdown alongside CAGR. A change that improves CAGR by 200 basis points but worsens drawdown by 500 is rejected. A change that flattens the equity curve materially without giving up more than a few hundred basis points of return is shipped. The trade is asymmetric in the system's favour: we will give up a real amount of headline return to make the curve wearable.

Three mechanisms produce most of the drawdown compression:

  • ATR-based exits. Every entry ships with a stop derived from the recent volatility of the underlying, not a fixed percentage. A name with a 6% ADR gets a wider stop than a name with a 2% ADR, same dollar risk per name, different distance. The protective stop is set once and not moved; profits are taken by a separate trend exit, a close back below the trend, not by ratcheting the stop itself.
  • Position cap + score-gated bypass. The live stack never holds more than a small fixed number of concurrent positions. The cap can be exceeded only by names with composite scores in the top decile of the live universe, which forces capital concentration on high-conviction names rather than diluting it across a long roster of mediocre ones.
  • Engine rotation by macro. The single most important mechanism. When the broad market deteriorates, the macro switch rotates out of the small-cap momentum engine (Suzaku) and into either defensive-sector vehicles (Byakko), recovery large-caps (Seiryū), or simply to cash. Run ungated, firing on every session regardless of regime , each engine on its own produces drawdowns far deeper than the stack: the momentum sleeve well north of 30%, and the quality engine, in a fully ungated backtest, deep enough that none would be ownable alone. The live stack’s worst was 15.9%.

The gap is the architecture

The interesting number isn't the live stack drawdown by itself. It's the gap between the live stack drawdown and the drawdown each engine runs on its own. Ungated, every engine firing whenever its own rules say yes, with no macro switch, the small-cap momentum sleeve alone runs drawdowns well north of 30%. The live stack, the same engines, gated by the macro switch and rotated against each other, topped out at 15.9%. The delta between those numbers is what the four-engine architecture buys. It is also the answer to the most common question about regime-switching systems: is the macro switch worth the added complexity? The drawdown gap is the worth.

What we don't do

We don't use stop-losses tighter than the recent volatility of the underlying. Tight stops generate high noise hit rates , the position is exited on a normal price oscillation rather than a thesis break, which front-loads losses without actually reducing tail risk. We don't average down. We don't re-enter a stopped-out trade within a holding-period window. We don't run portfolio-level kill switches that flatten everything on a single bad session, because the operational cost of an unnecessary liquidation (slippage, lost compounding, the noise it injects into the live track) is higher than the cumulative tail risk it averts.

And we do not optimise for return. We optimise for the shape of the curve, with return as a constraint. A strategy that does not respect the shape of the curve does not survive the conditions under which it is asked to make money. Drawdown is the metric the system pays its respects to. The CAGR follows from doing that well, not from targeting it directly.

Sources & further reading

  • Magdon-Ismail, M. & Atiya, A. F. (2004). “Maximum Drawdown.” Risk, 17(10), 99 to 102.
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Frequently asked

What is a drawdown in trading?

A drawdown is the peak-to-trough decline in account value, how far you are down from the highest point before a new high. Maximum drawdown is the worst such drop over the period, and it is the pain a strategy actually has to survive.

Why treat drawdown as something to optimise?

Because the shape of the equity curve, not just its endpoint, decides whether a strategy is investable and how much capital it can hold. Designing to minimise drawdown, not only to maximise return, produces a curve people can actually stay invested in.

Is a higher return worth a deeper drawdown?

Often not. A strategy with a slightly lower return and a much shallower drawdown is usually preferable: it carries more capital, compounds more reliably, and is far easier to hold through bad stretches. Capacity and survivability beat a fragile high number.