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The IC-Horizon Profile

Plotting a signal's information coefficient against a whole range of horizons, rather than reporting one number, reveals the shape of how a signal's edge builds and decays — and that shape is often more diagnostic than the peak value itself.

Prerequisites: Choosing a Signal Horizon, Information Coefficient

A single information coefficient — the correlation between a signal's rank and the subsequent return — tells you the signal works at one horizon. It says nothing about whether the edge builds slowly and lingers, or fires immediately and evaporates, and those two shapes call for completely different trading strategies even when the peak IC is identical.

Reading the profile instead of the point

An IC-horizon profile is built by computing the same information coefficient repeatedly, once for each horizon in a range — say, 1 day, 5 days, 10 days, 20 days, 60 days out — and plotting IC against horizon. Three shapes show up often enough to be worth naming.

A signal that peaks early and decays fast (strong IC at 1–2 days, close to zero by 20) is capturing something the market absorbs quickly — likely a short-lived reaction, useful only if the strategy can trade fast and cheap enough to capture it before it's gone. A signal that builds slowly and peaks late (weak at 1 day, strongest at 40–60) is capturing a slower repricing — useful to a strategy with a longer holding period and patience, useless to one that turns over daily. A signal that stays roughly flat across horizons is unusual and worth double-checking; genuine signals almost always decay eventually, and a flat profile out to very long horizons can be a sign the "signal" is actually proxying for a slow-moving risk exposure rather than a decaying information edge.

Profile shapeLikely mechanismMatching strategy
Peaks early (1–5d), decays fastFast-absorbed information, news-likeHigh turnover, needs cheap execution
Builds slowly, peaks late (40–60d)Slow structural repricingLow turnover, patient holding period
Roughly flat across all horizons testedPossibly a risk exposure, not decaying informationWorth a factor-exposure check before trusting it

Why the shape matters more than the peak

Two signals can both report a peak IC of 0.05 — but one hits that peak on day 2 and is gone by day 10, the other hits it on day 45 and stays elevated through day 90. Sized identically without looking at the shape, the fast signal would be traded far too infrequently to capture its edge, and the slow signal would be traded far too often, paying costs on rebalances that add nothing because the signal hasn't moved. The horizon at which a strategy actually trades has to be matched to where the profile peaks, not chosen independently of it.

Report the whole IC-horizon curve, not a single number. The shape tells you what kind of mechanism you're looking at and, directly, what holding period and turnover the strategy needs to actually capture it — information a single-horizon IC cannot provide.

Compute the profile out-of-sample, ideally on a period the horizon-scan itself never touched. An in-sample profile can look smooth and well-behaved purely because the same data that produced the shape is being used to admire it.

Related concepts

Practice in interviews

Further reading

  • Chincarini & Kim, Quantitative Equity Portfolio Management
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