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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.

Market mechanics
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 31,290 BTC hours.

Liquidity
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.

Market mechanics
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.

Market mechanics
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.

Order flow
Do Large Crypto Trades Predict Price?

We tested large-trade flow across ten Binance markets and found no reliable directional edge beyond the information already present in the whole tape.

Market mechanics
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.

Positioning
Crypto Long/Short Ratios: Do Crowded Longs Fall?

A 4.7-year test across six Binance markets found no reliable seven-day forecast from unusually high or low long-account ratios.

Market mechanics
Does a stacked bid side actually mean support?

Bid-heavy books predicted higher prices across five Binance perpetual markets, with a spread of 9.4 points that survived a block bootstrap. The gross return still stayed below taker fees.

Market mechanics
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.

Market structure
Does Spot Lead Perpetual Futures?

Five-minute trade prices appeared to show a leader. Order-book midpoints cut the effect by about 85%, and no market led consistently across BTC, ETH and SOL.