Historical study · A finding within a defined sample
Reading the two sides of a currency pair
A basket-relative representation of currency movement, tested separately from claims about future direction.
- Period or model horizon
- Main hourly comparison September 2024–2 October 2026; finer comparison January–October 2026
- Scope
- 28 FX pairs and seven non-FX instruments
Currency decomposition helps describe whose move occurred; prediction requires separate evidence.
The question
If EURUSD falls, did the euro weaken, the dollar strengthen, or both? Could one representation answer that question consistently for historical bars and fresh quotes?
We represented currencies relative to an equal-weight basket. A currency has no absolute exchange-rate level by itself. Choosing the reference makes that relationship explicit.
What we measured
A pair's log price can be represented as its base currency value minus its quote currency value. Eight currencies supply seven independent relative dimensions. The 28 pairs contain overlapping observations of those relationships.
The historical and live representation used the same linear construction. We compared alternative constructions, reconstruction errors, quote freshness, and the movement left after common factors were removed. We separately tested whether trailing strength, stretches, and agreement between legs forecast subsequent outcomes.
Trade-expression experiments asked how a view on one currency behaved through different counterpart currencies. They measured both correct and incorrect views, because an expression that amplifies a correct judgment can amplify an incorrect one too.
What we found
The representation explained most hourly pair movement, and the broad decomposition remained similar across the sample halves. At very short intervals, quote timing and the residual between related pairs mattered more. A stale live panel could therefore give a materially different picture from synchronized quotes.
Trailing strength did not establish a persistent directional advantage in the tested rules. The day's movement scale carried more information about subsequent activity than the recent direction carried about the next direction.
Pair choice affected expression and cost. Two currency legs can reinforce or cancel one another. A view on a currency and a view on a particular pair are consequently different forecasts.
The historical tests give useful ways to describe this distinction. They do not establish a universal best counter-currency or a permanent list of pairs to trade.
What changed
Early scratch calculations used bid prices; the study used mid prices. Some residual and adjustment-speed estimates changed. A small desk-read comparison was also corrected after including observations without a proper baseline or a complete outcome window. The corrected sample was too short to separate the competing approaches.
Those changes reinforce the need to specify the price convention, observation time, basket reference, and grading window beside a result.
How much this can carry
The main representation covers roughly two years, while finer and live comparisons use shorter windows. The small sample of desk judgments does not establish predictive performance or improved profits.
Common movement is a statistical description. It does not identify the causal news or participant behind that movement. A basket-relative strength chart also records what has already happened; a future-direction claim needs a separate test.
Open questions
Does the representation improve the expression of actual timestamped currency judgments after executable costs? How should it adapt when the relevant driver and holding horizon change?
Research record: Currency and instrument strength, 4 October 2026. Source: studies/2026-10-04-instrument-strength/README.md, study.py, and rt/strength.py in the ContextChart research terminal. Longer-horizon checks also use daily history from April 2020.
Published research informs our development. A historical finding becomes trading evidence only after the relevant method, costs and conditions have been tested on the system using it.
