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Market Structure
The Overnight Session
Research Note · Market Structure

Before the Bell

An American stock exchange is open for six and a half hours and shut for seventeen and a half. A perpetual futures venue quotes the same stocks throughout. We measure how much of the opening gap that overnight price already contains, and then ask what it is made of. The answer changes what the observation is worth.

Read
A window, not an edge
Sample
35 sessions
Window
July to August 2026
Published
August 2026
Author: Bernardo de Ascensão, Iron Hall Capital
Informational and educational in nature. This document does not constitute personalised investment advice. Please refer to the disclaimer at the end.
01 Executive summary

A closed market still has a price

The New York equity session runs for six and a half hours. The other seventeen and a half, and the whole of the weekend, the tape is blank. Every practitioner knows the price is not blank, only unobserved: the stock reports earnings at ten past four, the world reprices it overnight, and at half past nine the following morning the exchange prints a number that is already several per cent away from the last one.

There is now a venue where that repricing is visible. A perpetual futures exchange quotes a set of American equities and indices around the clock, including weekends. This note asks a narrow question with a practical answer. If you read that venue five minutes before the opening bell, how much of the gap do you already know, and what exactly is the number you are reading.

What the measurement found

Key takeaways

  1. The opening print follows the overnight venue almost exactly. Across 35 sessions the regression of the opening gap on the overnight move returns an R-squared between 0.93 and 0.99 with a slope of roughly one.
  2. On single stocks that is the only source there is. A typical Micron gap of 312 basis points falls to 46 once the venue is read, with no fitting of any kind. Nvidia falls from 107 to 24.
  3. On index funds it adds nothing. Placed alongside the equity index futures that trade the same hours, the venue's coefficient collapses. The futures already said it.
  4. The price is not the traders there. The venue's own reference feed explains the opening gap to within a thousandth of the same R-squared as its traded price. The venue is transporting a price formed elsewhere, not discovering one.
  5. Read it as a window, not as an edge. The defensible use is a column of overnight prices for names whose tape is dark. Nothing here supports a trading signal.
17.5 h
The exchange is shut each weekday
85%
Of a typical Micron gap visible before the bell
0.9616
R-squared using only the venue's reference feed
0
Overnight prints for single stocks in our own data
The interesting part is not that it works

Two markets quoting the same asset track each other. That is arbitrage, and it would be a finding only if it failed. The question worth asking is what the overnight number is made of, because that decides whether it is information or plumbing. Section 07 takes it apart, and the answer is plumbing. That is not a disappointment. Plumbing you do not have is worth installing.

02 The instrument

A perpetual contract on a share that is not trading

A perpetual future has no expiry. It is held to its underlying by a funding payment that flows between longs and shorts whenever the traded price drifts from a reference, and by the reference itself, which the venue publishes and which is assembled from outside sources. So the quote has two parts that can be separated and tested one against the other: the reference feed, and the premium the venue's own participants are willing to pay over it.

That separation is the whole method of this note. If the traded price predicts the opening gap and the reference feed does not, the venue is discovering something. If both predict it equally, the venue is a conduit. The test is cheap and it is decisive, and it is run in section 07.

Window 10 July to 27 August 2026
Sessions 35
Weekends 7
Cadence 5 minutes
Instruments SPY, QQQ, NVDA, MU, GOOGL
The sample is small and the note is written accordingly

Forty nine days. The venue's public archive is a paid, requester-pays object store that we have not bought, so the record begins when our own collection began. Every figure in this note is a hypothesis to re-test at six months of data, not a settled result. The direction of the findings is robust; the second decimal place is not.

03 One night

Seventeen and a half hours in which nothing was recorded

Nvidia reported on the evening of 26 August 2026. The regular session closed at 209.97. The next morning it opened at 222.89, six per cent higher. Between those two prints our own database, which stores every one-minute bar the exchange publishes, holds nothing at all for the name. Not a thin tape. Nothing.

The venue holds two hundred and twenty three observations over the same hours, and they are not a straight line between the two points. The stock was flat for the first twenty minutes after the close, jumped on the release, drifted higher through the European morning, and gave a little back in the last hour before the bell.

Nvidia, 26 to 27 August 2026
The regular session in blue, the perpetual venue in bronze, the closed hours shaded.
Regular session closed, 17 hours 30 minutes 205 210 215 220 225 Price, US dollars 16:00 20:00 00:00 04:00 09:30 Venue Our data Nothing at all for 17 and a half hours Close 209.97 Open 222.89 223.61 at 09:25
Regular session, our dataPerpetual venue, continuous
One-minute exchange bars and five-minute venue snapshots, New York time. Iron Hall Capital calculations.
Exhibit 1. The blue line is what a conventional market data subscription contains for this name. The gap in the middle is not a quiet period. It is where roughly six per cent of the company's market value was repriced.

The two price scales are not directly comparable, because a perpetual contract trades at a basis to the underlying share. What transports is the ratio, not the level. The last column below applies the venue's move to our own closing price, which is the only arithmetic performed anywhere in this note.

Moment, New York timeNvidia, our dataPerpetual venueImplied Nvidia
16:00, regular session close209.97209.96
20:00, end of the extended sessionno data219.53219.54
04:00, pre-market would openno data222.19222.20
09:25, five minutes before the bellno data223.61223.62
09:30, opening print222.89222.34

Read the last two rows together. At 09:25, with the exchange still shut, the implied price was 223.62. The stock opened at 222.89. The error is thirty three basis points on a gap of six hundred.

04 Where the gap is formed

The night is not one event

The overnight move is usually treated as a single jump that appears at the bell. Split into the windows a US market participant actually recognises, it resolves into four distinct periods with quite different weights. The extended session to eight in the evening carries roughly a fifth. The deep overnight hours, when European and Asian desks are the only ones awake, carry the largest single share. The pre-market carries about a third. The opening auction itself contributes the remainder.

Share of the overnight move by window
Mean absolute move in each window as a share of the four combined, measured on the venue.
SPY 18% 40% 32% 10% QQQ 18% 44% 29% 8% NVDA 22% 31% 32% 14% MU 19% 37% 35% 9% GOOGL 23% 25% 33% 19%
16:00 to 20:0020:00 to 04:0004:00 to 09:30The opening print
Five-minute venue snapshots at the four boundaries, 35 sessions. Iron Hall Capital calculations.
Exhibit 2. Two readings matter here. The first is that waiting for the extended session to end is not enough: on every instrument the majority of the move is still ahead at eight in the evening. The second is the blue sliver, which is the part no overnight feed can give you, because it is created by the auction itself.

The blue segment is the honest floor on this exercise. Between eight and nineteen per cent of the total movement happens in the opening print itself, when the auction clears against orders that were never visible anywhere. No amount of overnight data reaches it, and any claim to predict the open exactly should be read against that number.

05 How much of the gap you already know

Take the close, apply the night, compare

The measurement is deliberately crude, because a crude measurement that works is more persuasive than a fitted one. Take yesterday's closing price. Multiply by the venue's move from that close to five minutes before the next bell. Compare with the price the exchange actually printed. No regression, no coefficients, no parameters estimated on the sample being tested.

What is left after reading the venue at 09:25
Median absolute error as a share of the median absolute opening gap.
Typical gap, bps Left, bps SPY 14% still unknown 33 5 QQQ 11% still unknown 75 8 GOOGL 30% still unknown 46 14 NVDA 22% still unknown 107 24 MU 15% still unknown 312 46
Common sample of nights on which both sides exist. Gross of costs. Iron Hall Capital calculations.
Exhibit 3. The shaded bar is the gap a reader would face knowing only the previous close. The solid bar is what remains after applying the overnight move. Between seventy and ninety per cent of the uncertainty is removed on every instrument tested.
InstrumentNightsTypical gap, bpsLeft unexplained, bpsShare left
SPY34334.714%
QQQ34758.111%
GOOGL314613.730%
NVDA3410723.622%
MU3431245.815%

The Micron line is the one to hold on to. A typical overnight gap of 312 basis points, which on a large position is a material overnight result, is known to within 46 basis points before the exchange opens. That is not an edge, because everyone with access to the same screen sees the same thing. It is a measurement that our own data does not otherwise contain.

The overnight move against the gap that followed
Nvidia, Micron and Alphabet, one point per night, in basis points.
-600 -600 -300 -300 0 0 300 300 600 600 Actual opening gap, bps Move on the perpetual venue over the same night, bps Perfect agreement
NvidiaMicronAlphabetPerfect agreement
Five-minute venue snapshots against one-minute opening prints. Iron Hall Capital calculations.
Exhibit 4. The relationship holds across the full range, including the seven hundred basis point nights. A relationship that survives its own extremes is usually mechanical rather than statistical, which is the correct way to read this one.
06 The one place it can be checked

Where we can see the night ourselves

Everything so far compares a venue that trades overnight with an exchange that does not, which means the venue cannot be wrong in any way we could detect. Two instruments break that symmetry. Index funds quote from four in the morning to eight in the evening, so for SPY and QQQ we hold our own pre-market record and can put the two side by side over the identical window.

Our own pre-market against the venue, same window
Move from 04:00 to 09:30, in basis points, one point per session.
-60 -60 -30 -30 0 0 30 30 60 60 Venue, same window, bps Our own pre-market move, 04:00 to 09:30, bps
SPYQQQPerfect agreement
Our one-minute extended-session bars against five-minute venue snapshots, 35 sessions. Iron Hall Capital calculations.
Exhibit 5. Correlation of 0.95 on both, with a mean absolute difference of 6.1 basis points on SPY and 11.3 on QQQ. Over the extended session to eight in the evening the agreement is similar, at 0.93 on SPY and 6.1 basis points.

A few basis points of disagreement over a five and a half hour window is what two venues quoting the same exposure through different plumbing should look like. It is the closest thing to a validation available, and it is the reason the single-stock results, which cannot be checked this way, are stated as measurements rather than as claims about accuracy.

Instrument16:00 closeExtended session to 20:00Pre-market from 04:00Pre-market to 09:30Venue, all night
SPYyesyesyesyesyes
QQQyesyesyesyesyes
NVDAyesnonenonenoneyes
MUyesnonenonenoneyes
GOOGLyesnonenonenoneyes

The table is also the argument for doing any of this. Four of the five instruments have an unbroken overnight record on the venue. Three of them have none at all in a conventional equity data set.

07 What the price is made of

The traders there are not the ones deciding

The quote separates into a reference feed and a premium over it. Running the same regression twice, once with the traded price and once with the reference feed alone, produces almost identical results. Placed in the same regression neither survives the other, because they are the same variable.

InstrumentR2, traded priceR2, reference feedt, traded pricet, reference feed
SPY0.96370.9636+0.65+0.63
QQQ0.98610.9871+0.05+1.58
NVDA0.96310.9616+1.44-0.90
MU0.96570.9657-0.01+0.23
GOOGL0.94940.9516-0.97+1.46

The differences are in the third and fourth decimal place of R-squared. The premium, which is the only component carrying information originated at the venue, adds nothing to the prediction of the opening gap on any instrument tested. The single exception with a t-statistic above two is SPY at the four o'clock pre-market open, and with thirty four observations and near-total collinearity that is a suggestion rather than a result.

The venue is not forecasting the open. It is repeating what an overnight equity market already said.

Which raises the obvious question of where a reference feed for a single American share obtains a price at three in the morning. The answer is that overnight equity trading venues exist, are consolidated by data vendors, and are simply absent from most institutional equity data sets, including ours. The value of the observation in this note is therefore not that a crypto venue has predictive power. It is that a cheap, public, continuously polled feed provides a serviceable window onto a market we do not otherwise carry.

08 Index funds and single names

Useful precisely where nothing else is

The equity index futures trade the same overnight hours and are carried by every institutional data set. Where a future exists, it should dominate, and it does. Where none exists, there is nothing to dominate.

InstrumentR2, venue aloneR2, futures aloneVenue beta (t)Futures beta (t)
SPY0.9640.980-0.25 (-0.6)+1.24 (3.0)
QQQ0.9860.986+0.67 (2.0)+0.34 (1.0)
NVDA0.9630.331+1.03 (23.1)-0.05 (-0.3)
MU0.9660.250+1.02 (25.4)-0.05 (-0.1)
GOOGL0.9490.396+1.17 (17.2)-0.32 (-1.4)

On SPY the venue alone explains 96.4 per cent of the opening gap, and placed beside the front E-mini contract its coefficient turns negative and insignificant while the future's is strongly positive. The venue was never adding anything on the index; it was reflecting the same overnight consensus by a longer route.

On the single names the picture inverts, for a reason that is mechanical rather than statistical. There is no listed future on Micron. The E-mini tells you what the market did overnight, not what Micron did, and on the night the company reports those are entirely different questions. The venue's coefficient sits at one with a t-statistic above twenty three, and the future's at zero.

Index funds
No incremental value
The futures market already carries the overnight consensus, is deeper, and is already in the data set.
Single names
The only source
No single-stock future exists overnight. The venue is not competing with an alternative; there is no alternative.
Weekends
Holds
Across 7 weekends, with a sixty two hour gap instead of seventeen, the relationship does not degrade.
09 What could not be measured

A result that passed every control and was still wrong

The obvious follow-up question is whether the venue leads or lags within the session, when both markets are open. Run as a five-minute cross-correlation with the equity index future, the answer arrived clean and strong: the venue led, with a t-statistic above twelve on every pair tested.

It also passed the negative control. Advancing the venue's series by one, two, three, five and seven whole days, which preserves the time of day and the intraday structure and destroys only the true relationship, dropped the mean absolute t-statistic from 7.92 to 0.91 and the share of significant cases from all of them to six per cent.

A perpetual contract does not lead the deepest futures market in the world by five minutes. When a result survives every control and remains impossible, the fault is in the measurement.

The timestamps are rounded, and the content is a minute ahead of them

All 273,094 venue timestamps in the sample fall exactly on the five-minute grid with the seconds at zero. They record the grid, not the moment of observation. Sliding our own series minute by minute and taking the alignment of maximum correlation puts the peak one minute later in six of the eight pairs tested. Realigned there, the result reverses: the leading side's t-statistic falls from 12.0 to 1.5 and the lagging side's rises from 1.3 to 8.1.

The honest conclusion is neither direction. The answer changes ownership within a single bar, so no intraday precedence can be measured in this data at all. It is recorded here because it is the kind of finding that publishes easily and should not, and because every level-based result in this note was re-run reading the venue five minutes before the event, which is immune to a one-minute ambiguity and is in any case the only actionable form: a price known at 09:30:00 does not predict the print at 09:30:00.

10 Conclusion

Install the window, do not trade the signal

The opening print follows the overnight venue almost exactly, and that fact is worth very little on index funds and a good deal on single names. The distinction is not statistical. It is that a Micron future does not exist, so for seventeen and a half hours a position in the name has no observable price in a conventional data set, and this one does.

Because the number is the reference feed rather than the venue's own participants, it should be treated as a data source and not as a view. It tells you where the stock is. It does not tell you anything the rest of the market does not also know, and the section above is the reminder of how easily a measurement error can be mistaken for the opposite.

Final synthesis
  1. Most of the gap is knowable before the bell. Seventy to ninety per cent of a typical opening gap is visible at 09:25 with no model and no fitting.
  2. The residue is structural. Eight to nineteen per cent of the overnight movement is created by the opening auction itself and is not reachable from any overnight feed.
  3. It is a feed, not an insight. The reference price explains as much as the traded price. The venue transports; it does not discover.
  4. Value is concentrated where coverage is absent. Index funds gain nothing. Single names gain the only overnight price they have.
  5. Forty nine days. Everything above is a hypothesis to re-test at six months.
Bernardo de Ascensão
Iron Hall Capital · Research
This note began as a question about whether a crypto venue predicts the American open. It ends as a note about market data coverage, which is the more useful of the two answers.
11 Method

How the measurements were made

Prices on our side are one-minute exchange bars; the venue is polled at five-minute cadence. A one-minute bar labelled 09:34 covers the interval beginning at 09:34, so its close is the price at 09:35, and our value at any instant is the close of the bar labelled one minute earlier. The opening price is the open of the 09:30 bar, which sits within three basis points of the official opening price on the daily record. The close of the first five-minute bucket, which is the more convenient choice, sits between forty two and eighty five basis points away and measures something else.

All returns are logarithmic and quoted in basis points. Levels are never correlated: a timezone error that produces a correlation of 0.028 in returns produces 0.986 in levels and passes an inattentive review. Empty five-minute buckets are dropped rather than filled, because a repeated price is a zero return and zero returns make the other side appear to lead. The venue is read five minutes before each event throughout.

The negative control is temporal displacement of one series by whole days rather than the more obvious choice of economically unrelated pairs, which fails: gold and the Nasdaq genuinely co-move, so an unrelated-pair control registers a false positive. Where models are compared, the sample is forced common across them; comparing one model's error over thirty four nights with another's over twenty seven compares nothing.

Statistics are computed on 35 sessions and 7 weekends between 10 July and 27 August 2026, gross of all costs. Sample sizes are stated wherever a figure is given.

Disclaimer

This document has been prepared by Iron Hall Capital for informational and educational purposes. Its content does not constitute personalised investment advice, a recommendation to buy or sell financial instruments, a public offering, or a solicitation to subscribe to any financial product. The opinions and readings reflect Iron Hall Capital's judgement at the date of publication, are based on data considered reliable but not independently audited, and may be revised without notice.

The measurements shown are computed on a forty nine day sample of historical data and are gross of trading costs, financing, taxes, slippage and the market impact of real execution. They are descriptive of the period examined and are not a reliable indicator of future relationships. Named venues and instruments appear because they were the subject of the measurement, and their appearance is not an endorsement, a recommendation, or a statement about their suitability for any purpose. Markets can move sharply and without warning.

The author and Iron Hall Capital may hold, have held, or come to hold positions in the instruments referenced. Any reproduction, in whole or in part, requires written authorisation.

Iron Hall Capital  ·  Research  ·  August 2026