WhitmanTrading

What Is Basis Risk?

Basis risk is the danger that a hedge and the position it protects stop moving together, leaving an exposure the hedge was supposed to remove. It appears whenever the two instruments differ in maturity, grade, location or venue, which is almost always.

A hedge works by holding something that moves opposite to your position. Basis risk is what happens when “opposite” turns out to mean “mostly opposite, most of the time.”

How it works

A price series with a hedge diverging from the holding.
Basis risk is a hedge that does not quite match. Illustrative chart - not real market data.

The basis is the difference between the two prices. Your holding and your hedge each have a price, and the gap between them is the basis. If that gap were constant, the hedge would be exact.

A steady series where two instruments drift apart.
The hedge and the holding move apart. Illustrative chart - not real market data.

The gap is not constant. It moves, and every movement in it is a gain or a loss the hedge was not supposed to produce.

A rising series with mismatched instruments.
It appears whenever the instruments differ. Illustrative chart - not real market data.

Any difference between the two creates it. Different maturity, different grade of the same commodity, different exchange, different currency, different delivery point.

A falling series where grade and venue differ.
Different maturity, grade, or venue. Illustrative chart - not real market data.

And you almost never get an exact match. The contract that would hedge your position precisely usually does not trade, so you use the nearest one that does.

The trade-off nobody states

A choppy series where a perfect hedge removes all movement.
A perfect hedge has no basis risk and no upside. Illustrative chart - not real market data.

A perfect hedge eliminates the risk and the return together. If your hedge moves exactly opposite to your holding, your net position is flat — you have converted an investment into a cash equivalent and paid fees for the privilege.

So nobody actually wants a perfect hedge. What people want is most of the downside removed and some of the upside kept, which requires the hedge to be imperfect on purpose.

A slow series with partial protection over a long horizon.
And different again over a long horizon. Illustrative chart - not real market data.

Basis risk is therefore not a defect to be engineered away. It is the price of a hedge that leaves anything on the table, and the question is how much of it you are carrying rather than whether you have any.

A worked example

Take this site’s shared series. Median bar range is 0.493, the ninetieth percentile is 1.101, and the largest single bar measured 2.338.

Suppose a hedge tracks the holding to within 10% of its movement. On a median bar, the mismatch is about 0.05 — trivial.

A calm series where the mismatch is negligible.
A quiet stretch hides what it measures. Illustrative chart - not real market data.

On the largest bar it is about 0.23, which is roughly half a typical bar’s entire range. The same 10% mismatch produced a negligible cost on an ordinary day and a meaningful one on the extreme day.

And the extreme day is when the hedge was needed. Basis risk scales with the size of the move, so it is smallest when it does not matter and largest when it does.

A falling series with a stop level marked.
A stop fills where the market is. Illustrative chart - not real market data.

Direction runs average 2.01 bars and cluster, so those large mismatches arrive in runs rather than singly — which is how a tolerable basis becomes an intolerable one over a week.

Where it shows up

Commodities. A producer hedging with a futures contract for a different delivery location or a different grade carries basis risk on both differences.

Corporate holdings hedged with an index. The index and the individual company move together approximately, and the approximation is the exposure.

Cross-currency positions. Hedging an asset in one currency with an instrument in another introduces the exchange rate as a third moving part.

And any calendar mismatch. A position held for nine months hedged with a six-month contract leaves three months unhedged and a roll to negotiate in between.

The original data

On this site’s shared series: median bar range 0.493, ninetieth percentile 1.101, largest bar 2.338. Direction runs average 2.01 bars with a longest of 11. A round trip costs 0.0098, about 2% of the median bar.

The 4.7× spread between median and largest is what makes basis risk asymmetric. A mismatch expressed as a percentage of the move is small in ordinary conditions and large in the tail, and the tail is the only condition a hedge exists for.

A candlestick chart annotated with the cost of a round trip.
A round trip costs a share of a bar. Illustrative chart - not real market data.

And the hedge costs a round trip of its own — entered and exited, sometimes rolled several times, each one charged at 0.0098 on this series regardless of whether the protection was ever needed.

A price series with volume shown beneath.
Volume and price measure different things. Illustrative chart - not real market data.

The hedge ratio

The amount of hedge per unit of holding is a choice, and it is where basis risk is actually managed. Hedging one-for-one assumes the two move identically; hedging less assumes the hedge moves more than the holding does.

The conventional approach is to size the hedge by measured sensitivity — how much the hedge historically moved for a given move in the holding. That ratio is estimated from past data, which means it carries every weakness of an estimate made over one period.

And the ratio drifts. The relationship that held last year need not hold this year, so a hedge sized once and left alone becomes progressively less matched as conditions change.

Rebalancing it costs money each time. So there is a genuine trade between a hedge that stays accurate and one that stays cheap, and every practical arrangement sits somewhere between the two.

When it fails

The characteristic failure is describing a position as hedged and then sizing it as though it were flat. The hedge removes most of the exposure, the residual looks negligible in normal conditions, and the position is increased on the strength of being protected. Then a large move arrives, the basis widens exactly when the move is biggest, and the residual on a much larger position is larger than the original unhedged exposure would have been. The hedge worked; the sizing decision it enabled did not.

A candlestick series with a gap through a level.
A gap skips the level entirely. Illustrative chart - not real market data.

A second failure is measuring the basis in calm conditions. It is stable most of the time, which is precisely why the measurement understates it.

A third is rolling a hedge without pricing the roll. Each roll realises the current basis and takes on a new one.

A fourth is hedging with a correlated instrument rather than a related one. Correlation measured over a quiet period is not a mechanism, and it breaks under stress.

A declining series cut short at a decision point.
The hedge lost too. How? Illustrative chart - not real market data.

And a fifth is forgetting the hedge has a counterparty. An over-the-counter hedge that performs perfectly is worth nothing if the other side cannot pay, which counterparty risk covers.

Counterparty risk covers the other way a correct hedge fails to pay. Volatility covers the move sizes the mismatch is measured against. And risk management covers sizing a position whose protection is approximate.

What I actually do

Basis risk is what people discover when the hedge they were confident about loses money alongside the thing it was hedging. It is not a failure of the idea — it is the gap between the instrument you wanted and the instrument that exists, and that gap is always there.

— Michael Whitman

This page is educational, not financial advice. Test every idea on your own charts before risking money.