Mathematical Condition

When a daily scan flags a stock, it's recording a specific moment: four independent tests lining up on the same name at the same time. That flagged moment is what Given Analytics calls a mathematical condition. It's a timestamped record that the math saw strong agreement on a symbol — not a tip, not a call, just a dated observation you can check.

Short definition

A mathematical condition answers one question about a single stock: at this moment, did all four independent tests line up in the same direction?

If yes, the scan writes a record for that symbol — ticker, timestamp, direction, and the market context around it. If no, nothing is written. There's no partial credit and no forcing. Each record is an observation, not an instruction.

What a flagged condition represents

When the scan logs a mathematical condition, it's recording that a symbol passed four separate internal tests at once — Four Layer Alignment across Price Structure, Rate of Change, Risk Regime, and Market Participation — all pointing the same way, and cleared any additional quality filters.

The record typically includes the ticker, the timestamp, the internal classification (direction and the regime context it appeared in), and the metadata needed for later analysis. Members see these in the live log and in the historical archive.

Why flagged conditions matter

A mathematical condition is how a continuous stream of market data becomes a discrete, reviewable event. Instead of a vague sense that "something's happening," you get a dated record you can study.

That lets you see exactly when and where the math found strong agreement across the symbol universe, study how often those conditions appeared in different macro regimes and agreement levels, and build a real understanding of how specific names have behaved across different environments — all without relying on anyone's narrative.

The key distinction: a mathematical condition is a record, not a recommendation. It tells you the math saw something. What you do about it is entirely yours.

How a condition gets created

Every trading day, after the four tests run on all 407 symbols, the scan checks each name for Four Layer Alignment. If all four tests agree and the quality filters pass, it writes a mathematical condition — added to both the live log and the historical archive. If the four tests don't all agree, nothing is recorded for that symbol that day. No partial credit.

Context: regime and scores

A flagged condition is always read in context. Which macro regime was active when it appeared, what the Coherence Score said about how strongly indicators agreed, and what the Confirmation Score said about how broadly the regime was supported.

That context lets members ask sharper questions: how often does this symbol get flagged in Acceleration versus Stagflation? What happened historically when conditions like this appeared with weak agreement underneath? The math provides the counts and history; members bring their own interpretation.

What a flagged condition is not

A mathematical condition is not a buy or sell recommendation, not a stop-loss or target, and not a guarantee that the observed condition leads to any particular outcome. Given Analytics does not issue personalized advice based on flagged conditions. They are informational records in a publisher's output, not advisory signals — consistent with the publisher's exclusion under the Investment Advisers Act of 1940 §202(a)(11)(D).

Related terms

Four Layer Alignment — the four tests that must agree for a condition to be flagged.

Macro Regime — the environment a flagged condition appears inside.

Coherence Score — how strongly indicators agree, used as context.

Confirmation Score — how broadly the regime is supported, used as context.

Explore the full glossary for every term.