Strategy Capacity: When Trade Size Changes the Result

A backtest can look flawless and still be untradeable. I've watched rules with clean equity curves that assumed every signal filled at the closing print fall apart the moment real…

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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…

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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.…

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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…

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Portfolio Turnover Explained: Reading the Number Right

Two fund fact sheets sit open on my screen. One reports portfolio turnover of 28 percent for the year. The other reports 165 percent. The instinct is to read the…

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Limit Order Book: How Market and Limit Orders Fill

Picture a 5,000-share market order hitting a thin small-cap at 10:47 in the morning. The last trade printed at 24.10, so you'd expect a fill somewhere near there. Instead the…

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Bid-Ask Spread: The Built-In Cost of Every Fill You Get

You mark a small-cap you've been watching, the last trade printed at 24.05, and you send a market order to get in. The fill comes back at 24.18. Nothing moved…

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