Quantitative market intelligence

Markets price uncertainty. Information has structure too.

Skarnode measures changes in the structure of public information and tests whether those changes contain information not yet fully expressed in markets.

WTI / relative volatility
strike × expiry

01 How did markets learn to represent uncertainty?

Descend

Before the surface

Uncertainty did not begin as a number.

It began as something language had to preserve: an amount owed, a price heard elsewhere, a promise exposed to time.

CLAY / PAPYRUS / WIRE / MATHEMATICS

An archaeology of market uncertainty

Sumerian clay tablet recording the distribution of barley and emmer
Administrative account: distribution of barley and emmerca. 3100–2900 BCE · 1988.433.2The Metropolitan Museum of Art · Public Domain / Open Access

Mesopotamia · ca. 3100–2900 BCE

The market learns to remember.

Early writing preserved economic quantities: barley, emmer, distribution. A spoken exchange vanished. A mark in clay could survive the speaker.

01 / 09

Markets learned to preserve transactions. Then to represent price. Then to quantify uncertainty. Now there is another state to measure.

Information has a shape too.

WTI options · strike × expiry · ATM = 1.0

Visual representation of the research framework.

Market Information Distance

Market · observed market structure

Markets describe uncertainty in price.

Continuous, priced, already expressed. The observed WTI relative implied-volatility shape.

Frozen out-of-sample test

Information structure preceded volatility.

A specification fixed before 2022 identified information regimes associated with substantially higher subsequent realised oil volatility during the untouched 2022+ holdout.

5 sessions

52.1%

extreme-volatility event rate

vs 11.8% outside the identified regime

4.41× observed lift

10 sessions

58.2%

extreme-volatility event rate

vs 11.6% outside the identified regime

5.02× observed lift

Survived block-bootstrap, temporal-shift and multiple-testing controls.

Not sentiment. Not headlines.
Structure.

Research statistics, not investment returns.

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