Definitions are not standardized#
Order block, fair-value gap, break of structure and liquidity sweep can be drawn differently from the same candles. Before comparing a claim, record the exact rule, timeframe, session, data feed and invalidation method used to create the label. Freeze those choices before examining later candles; otherwise two apparently similar examples may be based on different definitions.
Hindsight can make charts look cleaner#
A completed chart makes it easy to select a zone that preceded a visible move and ignore zones that did nothing. A useful test must define zones before the outcome, keep failed and uneventful examples, and avoid quietly redrawing levels after new candles appear. The SEC and CFTC both caution that hypothetical or selected historical presentations can differ materially from real conditions.
Reproducible evidence needs more than screenshots#
Reproducible evidence should state the sample, market, date range, decision time, transaction assumptions and treatment of ambiguous cases. It should separate exploration from a later holdout period and report how often the rule produced no clear label. Selected screenshots, follower counts and a few successful examples do not establish predictive value or show how the method behaves across changing market conditions.
Sources and references#
Use these direct research and official references to verify definitions, scope and limitations.
- Commodity Trading Systems Sold on the Internet — U.S. Commodity Futures Trading Commission
- Investor Bulletin: Performance Claims — U.S. Securities and Exchange Commission, Investor.gov
Key principles#
Timeframe and feed
The same label can change when candle boundaries, trading sessions or price feeds differ. Record each input before comparing results.
Base-rate check
Count failed and uneventful zones as well as attractive examples, and disclose any examples removed from the sample.
No chart setup
MarketPulse explains interpretation and evidence risk. It does not turn these labels into entries, exits, stops, targets or leverage instructions.