General
What is Given Analytics?
Given Analytics is an independent educational publisher of macro and market research. We run quantitative analysis on global markets and economic data and publish how our rules-based framework classifies the environment and detects predefined mathematical conditions — so serious investors can build their own process on a clearer, more objective foundation. We publish through the Desk, a research platform that monitors 407 symbols and classifies environments into four data-driven macro regimes.
Are you a registered investment adviser?
No. We are a publisher, not a registered investment adviser or broker-dealer. We operate under the publisher's exclusion of the Investment Advisers Act of 1940 §202(a)(11)(D). Everything we publish is general, impersonal, educational content — never personalized advice.
Do you trade or manage money?
No. We do not trade, manage client money, or take positions based on our research. We publish observations; what anyone does with them is entirely their own decision.
Who sees outputs first?
Everyone sees the same outputs at the same time. There is no early access, no premium tier that gets readings sooner, and no institutional feed that front-runs subscribers. Every member receives identical information simultaneously.
Methodology
Can I automate trades off your alerts?
This is not recommended and is inconsistent with our Terms of Service. The model's alerts are readings for educational use only — not trade triggers. Using them as automated entry or exit criteria turns an educational model output into an operational trading instruction, which is outside our intended use and your agreement with us.
How often do alerts and environment readings update?
The engine runs every trading day. The macro regime, Coherence Score, and Confirmation Score update each morning, and the symbol scan records mathematical conditions as they occur through the session.
What happens when data is revised?
When a source provider revises underlying economic data, the model updates its historical readings to reflect the latest available information rather than freezing earlier, less accurate values. The goal is that historical readings always represent the best data available, not a stale snapshot.
How do you avoid overfitting?
The framework uses a fixed set of rules calibrated across 152 historical monthly observations spanning 2005 through 2026 — including multiple regimes, crises, and recoveries. The rules do not change to fit recent data; the same logic runs every day, which is the opposite of curve-fitting to the latest move.
Can I see your code or exact parameters?
No. The specific parameters, weights, lookback windows, thresholds, and mathematical transformations of the framework are proprietary intellectual property. We explain the structure and philosophy in detail on our How the Desk Works page, but the exact formulas remain private — the same way quantitative funds publish outputs without revealing their models.
How do you handle conflicts between layers?
The symbol scan requires all four layers — Price Structure, Rate of Change, Risk Regime, and Market Participation — to agree before a condition is recorded. If even one layer disagrees, nothing is logged. There is no averaging or partial credit; conflict simply means no condition.
What is a "silence" condition?
Silence is when no symbols meet the framework's thresholds on a given day. It is itself information: it means the math's conditions are not being met, which tells you something about the current environment. A quiet log is the framework declining to force a reading the data doesn't support.
Usage
How should I use the Desk?
The Desk is designed as an educational overlay on top of your existing process. It helps you understand how the framework classifies the environment, see where predefined mathematical conditions are appearing, and compare current readings to historical episodes. It is not a standalone trading system and should not be used as the sole basis for any investment decision.
I'm an RIA — how do my clients benefit?
RIAs and portfolio managers use the Desk as a structured way to frame macro and market context. Environment classifications, confirmation metrics, and other readings provide a disciplined vocabulary for discussing backdrop and risk — one that does not depend on ad hoc opinions or narratives. All content is general and impersonal, consistent with educational use by professionals.
Do you offer personalized advice or custom research?
No. All Desk content is general, impersonal, and identical for every subscriber. We do not offer personalized research, custom condition sets, or individualized recommendations. If you need personalized investment advice, consult a registered investment adviser.
Pricing and Access
What does it cost right now?
Right now — nothing. We're in our founding period: the first 500 founding members get full access to the Desk, all 407-symbol condition views, the daily Morning Brief, and the daily video, completely free. No credit card. Email verification only.
Do institutions get different data or earlier access?
No. Institutions see the same data at the same time as every other subscriber. There is no premium institutional feed, no earlier access, and no different dataset — the publisher's model treats all subscribers identically.
Explore the full glossary for every term, or read how the Desk works in detail.
For educational and informational purposes only. Not investment advice. Given Analytics is not a registered investment adviser. MAY — POTENTIAL — EDUCATIONAL. See our Educational Disclaimer for full disclosures.
Trend, momentum, volatility, and volume: the four layers
It reads the market across four layers: price structure (trend), rate of change (momentum), risk regime (volatility), and market participation (volume) - the four factors traders watch for confirmation. Educational only, not investment advice.
The macro backdrop: 21 economic series
The macro backdrop draws on 21 economic series from FRED data - the yield curve, credit spreads, recession probability - to frame the wider economic regime. Educational only, not investment advice.
The current market regime, in plain English
This page reflects the current market regime - whether conditions point to expansion, contraction, stagflation, or a shifting risk regime - in plain, educational terms. Educational only, not investment advice.