Microstructure · 2026-11-01

What "the 15:45 close" means — and what it doesn't

Every end-of-day option dataset has a "close" number on it. What that number is, exactly, is the difference between a backtest that holds up and one that quietly assumes a fill it never got.

Ask a vendor "what time is your EOD snapshot?" and you will get one of three answers: "15:45", "the close", or a shrug. None of them is a timestamp. Ours is: the last consolidated top of book at or before 16:00 ET, stamped 16:00:00 in the file. The stamp is in every row, so the assumption is visible instead of hidden.

A mark is not a fill

A "close" quote is the last price the book was quoted at. It is a mark — an estimate of what the contract is worth — not a trade that happened. Two consequences for a backtest:

Why the 15:45 number is load-bearing

Options stop trading at 16:00 ET (16:15 for some). A 15:45 snapshot is 15 minutes of the closing auction not yet in. For liquid ETFs like SPY that is a wash; for a 30-contract single-stock weekly it can be the difference between a 0.01 and a 0.05 quote. The honest move is to say which minute you used and to let the user decide if it is close enough — which is why the column is in the schema rather than a line in a sales deck.

There is no 15:45 executable snapshot in the free historical mirrors. If your strategy lives or dies on the exact fill, that is a priced option, not a checkbox. We rather sell you the real 15:45 than stamp 15:45 on a 16:00 quote.

What we check

On the shipped sample, put-call parity on matched pairs is 0.66% of spot for SPY and 0.24% for NVDA using the recorded mid and underlying close. That is the honest precision floor of an EOD mark on a 40-vol week. If your parity on a file is "0.00%", either the file is back-filled from a model or the quotes are not real closes. Ours is neither, and the residual is in the quality report.

See the stamp in the data

Grab the free sample and grep for quote_time. Every row carries the snapshot time, not just the header.

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