Market mechanics, measured.
Most explanations of order flow are handed down rather than tested. Every article here takes one widely repeated claim and checks it against QuantumFlow's own trade archive, with the method and the period stated so you can argue with it. Including the claims that do not survive.
What absorption means in order flow
An hourly rule for absorbed buying selects the quietest hours in the sample, not the busiest. Requiring genuine volume removes the effect entirely, across 33,114 BTC hours.
Bitcoin Liquidity by Hour: Volume, Depth, Spread
Bitcoin volume peaks around 14:00 to 15:00 UTC, but displayed depth is strongest earlier. We measured spread, book depth, volume and volatility by hour.
What it means when CVD rises while price falls
We matched CVD-divergence hours to price declines of similar size across four markets. No market produced a conventionally significant 24-hour effect.
Bitcoin Funding Rates: 7-Day Returns and Holding Costs
Negative BTC funding preceded stronger seven-day returns in every calendar year tested. Extremely positive funding did not, and its carrying cost erased the pooled price gain.
Do Large Crypto Trades Predict Price?
We tested large-trade flow across ten Binance markets. Extreme large selling was followed by about 2 basis points of next-hour weakness, smaller than a taker fee. The other three planned tests did not separate from zero.
Do liquidation cascades actually mark the bottom?
The largest BTC long-liquidation hours were followed by stronger returns, but the residual effect became uncertain once we matched on the size of the drop.
Crypto Long/Short Ratios: Do Crowded Longs Fall?
A 4.9-year test across six Binance markets found no reliable seven-day forecast from unusually high or low long-account ratios. Crowded longs were followed by a small average gain, not a fall.
Does a stacked bid side actually mean support?
Bid-heavy books predicted higher prices across five Binance perpetual markets, with a spread of 9.5 points that survived a block bootstrap. The gross return still stayed below taker fees.
How to read price and open interest together
Measured in contracts rather than dollars, open interest added no significant 24-hour signal beyond the price move itself. Tested across five Binance markets.
Does Spot Lead Perpetual Futures?
Five-minute trade prices appeared to show a leader. Order-book midpoints cut the effect by about 88%, and no market led consistently across BTC, ETH and SOL.