When a scheduled release drops, the simplest, fastest algorithms in the order book fire first. Their logic is purely directional and optimized for absolute speed:
if (Actual < Forecast) { ExecuteMarketOrder(Bid, MAX_SIZE); }
Because this requires zero complex arithmetic, these orders reach the exchange matching engine in microseconds. This creates the instantaneous, vertical M1 candle gap. These momentum algorithms do not care about broader economic context; they care solely about being the first to cross the spread and consume whatever limited liquidity remains in the book.
Preserve your own money. Scale with the market's money. Exponential growth is the ultimate key.
Historical revisions introduce an immediate mathematical conflict that cannot be solved by a simple boolean check. If a headline employment print misses expectations by -20k, but the previous month is quietly revised upward by +50k, the true fundamental state of the labor market is actually net positive (+30k).
More sophisticated algorithms are programmed to calculate a true fundamental surprise before routing orders:
Net Delta = (Actual - Forecast) + (Revised Previous - Original Previous)
This calculation introduces two layers of latency. First, it requires arithmetic rather than a simple true/false comparison. Second, the algorithm must extract multiple variables from the data payload, and the Revised Previous figure is sometimes located deeper in the feed or arrives sequentially milliseconds later.
Preserve your own money. Scale with the market's money. Exponential growth is the ultimate key.
This architectural difference in processing speed and logic explains the classic "whipsaw" price action that traps scalpers during major, heavily revised data releases:
T=0 (Microseconds): The ultra-fast headline algorithms detect the negative headline print. They instantly short the market, consuming the thin top-of-book liquidity and driving the price down sharply.
T+1 (Milliseconds): The "smart" netting algorithms complete their Net Delta calculation. They recognize that the total fundamental impact is actually bullish due to the massive positive revision. They begin firing heavy limit and market buy orders into the resultant liquidity void.
T+2 (Seconds): The price violently reverses the initial headline spike. The fast algorithms are forced to cover their shorts, triggering their automated stop-losses, which adds explosive momentum to the reversal.
Preserve your own money. Scale with the market's money. Exponential growth is the ultimate key.
Institutional netting models are explicitly programmed to fade the initial microsecond spike when the Net Delta contradicts the headline print. An automated EA or manual scalper executing purely on the headline deviation during a heavily revised release is effectively trading directly into a multi-million dollar algorithmic mean-reversion trap.
Preserve your own money. Scale with the market's money. Exponential growth is the ultimate key.
The algo-versus-algo sequence explains why the first move on a revised release is often the wrong one. Headline algorithms react to the main figure, while slower models read the revisions and the details. When a weak headline comes with a strong upward revision to the previous month, the first spike and the reversal are almost predictable. For scalpers, the practical rule is to read the revision line in the release before acting, or simply wait until both groups of algorithms have had their say, usually a minute or two.