Market Fragmentation: How One Stock Trades Across Venues

Pull up two market data feeds on the same stock at the same second and you'll often see them disagree. One shows 1,200 shares offered at 48.75. The other shows…

Comments Off on Market Fragmentation: How One Stock Trades Across Venues

Cross-Impact in Trading: How One Order Moves Another

An index future ticks higher on a burst of buying. A beat later, the best offer on one of its larger constituents lifts by a couple of cents, and the…

Comments Off on Cross-Impact in Trading: How One Order Moves Another

Price Discovery: How Markets Turn Orders Into Prices

A company reports earnings after the close, the print lands a little ahead of estimates, and by the time the stock reopens it's trading four percent higher. Stare at that…

Comments Off on Price Discovery: How Markets Turn Orders Into Prices

Trade Sign Classification: How Order Flow Gets Signed

Pull a single day of time and sales for any active stock and you'll get a tidy column of prints: a price, a size, a timestamp, sometimes a venue code.…

Comments Off on Trade Sign Classification: How Order Flow Gets Signed

Liquidity Resilience: How Markets Rebuild Their Depth

A single market order can strip the visible book in a blink. Picture the best offer showing 4,000 shares, and then a buyer lifts 12,000 in one print. The top…

Comments Off on Liquidity Resilience: How Markets Rebuild Their Depth

Opening and Closing Auctions: How the Single Price Forms

The last number printed on a chart at the close is the one everybody quotes. It sets the daily candle, the mark on your brokerage statement, the figure a fund…

Comments Off on Opening and Closing Auctions: How the Single Price Forms

Hawkes Process: Why Market Events Arrive in Clusters

Watch a fast tape for a few minutes and the rhythm gives itself away. Trades, quote changes, and cancellations don't arrive like a metronome. The book goes quiet, then a…

Comments Off on Hawkes Process: Why Market Events Arrive in Clusters

Time Aggregation: Why the Chart Clock Changes What You See

Two traders pull up the same stock on the same day and come away describing two different markets. One calls it a quiet session, up a fraction, nothing worth a…

Comments Off on Time Aggregation: Why the Chart Clock Changes What You See

Queue Priority: How Order Position Shapes Execution

Picture a bid at 50.00 showing 40,000 shares. You add a limit buy at that same price, then watch the prints roll by. Trades go off, the tape ticks, and…

Comments Off on Queue Priority: How Order Position Shapes Execution

Order Flow Persistence: Reading Runs of Signed Flow

Watch a fast tape long enough and you'll see it: a stream of prints that keep lifting the offer, one after another, twenty or thirty in a row, and not…

Comments Off on Order Flow Persistence: Reading Runs of Signed Flow