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TL;DR
  1. The Asia → EU → US directional carry is not a transmissive chain. Knowing the EU outcome does not help predict US.
  2. The only robust intraday signal is how price treats the cumulative Asia AVWAP during US: hold the level → continuation (77%); break the level → reversal (78–82%); never tested → pure trend (85%+).
  3. The up-bias of 2024–2026 is sharp: Asia LONG → EU CONFIRM at 71.6% (p<0.0001), while Asia SHORT → EU CONFIRM at 52.1% (= random). The directional carry only works to the long side.
Where to focus future research: the conditional dimension that adds information is the interaction between price and Asia AVWAP during US hours, not the directional sequence of session outcomes.

01 Universe & method

The dataset covers 467 ES futures trading days between June 11, 2024 and May 5, 2026, sampled at the standard 5-minute interval over the full Extended Trading Hours session. Sessions are bucketed in Rome (CET/CEST) for operational clarity: Asia 00:00–09:00, EU 09:00–14:00, US 15:30–22:00.

For each session a cumulative Anchored VWAP is computed from the session open. The Asia AVWAP keeps accumulating beyond the Asia window and remains active through EU and US — so the same live-engine convention used by the TLADe terminal.

A session is classified CONFIRM when ≥80% of its bars (after the first hour) close on the side expected from the anchor session's direction, DISCONFIRM when ≥80% close on the opposite side, and left unclassified ("mixed") otherwise. This is a stricter criterion than the legacy AVWAP-cross sign-flip and produces ~37% mixed days that fall outside the classification.

dimensionvalue
Trading days in dataset467
EU-classified days (non-mixed)295 (63.2%)
Days with US classifiable269 (57.6%)
Minimum sample size for inferencen = 15
Confidence intervalWilson 95%
Hypothesis testTwo-sided binomial, H₀ p=0.5
Why Wilson 95%, not naive ± margin? The naive normal approximation underestimates the lower bound at small n and at extreme proportions. The Wilson score interval is robust in both regimes — and the lower bound is what tells you whether the edge survives the worst-case data consistent with what you observed. We call a setup robust when this lower bound clears 50% — i.e., even in the pessimistic scenario, the edge beats a coin flip.

02 The Asia × EU × US matrix

This is the natural first question: does the chain Asia → EU → US transmit information? If yes, certain combinations of Asia direction and EU outcome should reliably predict the US outcome.

Asia direction EU outcome (vs Asia) n US CONFIRM EU US DISCONFIRM EU p-value
LONGCONFIRM6535 (53.8%)30 (46.2%)0.62
LONGDISCONFIRM259 (36.0%)16 (64.0%)0.23
SHORTCONFIRM4921 (42.9%)28 (57.1%)0.39
SHORTDISCONFIRM4227 (64.3%)15 (35.7%)0.09
Aggregate (n=181)92 (50.8%)89 (49.2%)

Read this carefully: no cell has p < 0.05. The aggregate base rate of P(US CONFIRM EU) is 50.8% — a coin flip. Conditioning on EU outcome moves the needle by no more than ±4 percentage points.

The interesting near-significant cell is Asia SHORT × EU DISCONFIRM at 64.3% (p=0.09) — the so-called "Asia-Reversal Long" setup that was widely cited at 79% under the legacy criterion. We dissect it in §5.

The headline: the chain Asia → EU → US does not transmit information. A third dimension is required for any cell to clear the random-coin threshold. That dimension is the interaction between price and the Asia AVWAP during US hours — the defense categorization (HOLD / BREAK / UNTESTED) examined in §3.

03 The three robust setups

When we condition on asia_defense — the categorical "what happened when US price touched the Asia AVWAP level" — three setups emerge that survive the Wilson 95% lower bound floor. They all describe the same underlying physics: Asia AVWAP as the day's pivot, with US price action validating or invalidating it.

Setup A · Continuation on HOLD
ASIA LONG EU CONFIRM HOLD US CONFIRM
Asia ramps long. EU confirms the long bias. During US, price retests Asia AVWAP from above and closes on the Asia side (= the level held). The day continues long. US confirms EU's continuation of Asia.
sample
n = 30
hit rate
76.7%
95% CI
59.1–88.2
p-value
0.0062
ES futures snapshot 2025-04-07 — Asia LONG, EU CONFIRM, HOLD, US CONFIRM
Example: 2025-04-07 — Asia LONG → EU CONFIRM → HOLD → US CONFIRM. Asia AVWAP (cyan dashed) is tested from above during US and the close stays on the long side.
Setup B · Long-day reversal on BREAK
ASIA LONG EU CONFIRM BREAK US DISCONFIRM
Asia and EU both align long. During US, price drops back through Asia AVWAP and closes on the opposite side. This is not a temporary dip — it is the day's complete reversal. US disconfirms EU.
sample
n = 27
hit rate
81.5%
95% CI
63.3–91.8
p-value
0.0021
ES futures snapshot 2025-04-08 — Asia LONG, EU CONFIRM, BREAK, US DISCONFIRM
Example: 2025-04-08 — Asia LONG → EU CONFIRM → BREAK → US DISCONFIRM. The Asia AVWAP support fails decisively during US.
Setup C · Short-day reversal on BREAK
ASIA SHORT EU CONFIRM BREAK US DISCONFIRM
Mirror of Setup B. Asia and EU align short. During US, price rallies back through Asia AVWAP from below and closes on the opposite side. The full short-to-long reversal is the modal outcome.
sample
n = 28
hit rate
78.6%
95% CI
60.5–89.8
p-value
0.0046
ES futures snapshot 2026-03-03 — Asia SHORT, EU CONFIRM, BREAK, US DISCONFIRM
Example: 2026-03-03 — Asia SHORT → EU CONFIRM → BREAK → US DISCONFIRM. Symmetric break through resistance, then full reversal.

Direction-coherent but under-sampled

Three more setups point in the right direction but have n < 15 and are not yet claimable as statistical findings. The pattern is consistent — they're additional evidence of the same underlying physics, awaiting confirmation from a larger dataset:

setupnratenote
Asia SHORT × HOLD → US CONFIRM1464.3%mirror of A, under-sampled (criterion strictness)
Asia LONG × UNTESTED → US CONFIRM887.5%pure long trend (level never even tested)
Asia SHORT × UNTESTED → US CONFIRM785.7%mirror

Snapshot example of the "never tested = pure trend" pattern:

ES futures snapshot 2026-02-06 — Asia LONG UNTESTED, US CONFIRM
2026-02-06 — Asia LONG → EU CONFIRM → UNTESTED → US CONFIRM. Price stays well above Asia AVWAP all day, never giving the level a chance to act as a pivot.
The unified rule: the day's regime is determined by how price treats the cumulative Asia AVWAP during US hours.
  • HOLD (tested, close on Asia side) → continuation (77%, n=30)
  • BREAK (tested, close on opposite side) → full reversal (~80%, n=55)
  • UNTESTED (never reached the level) → pure trend (~86%, n=15)

04 When US disconfirms EU, Asia almost always breaks

Conditional question: given a day where EU confirms Asia's bias but then US reverses against EU, how does the Asia AVWAP behave? Does the level attract price back to it (magnet), or is it crossed on the way to a complete regime change (transit)?

Universe: 58 days (Asia LONG/SHORT + EU CONFIRM + US DISCONFIRM EU).

Asia directionnUNTESTEDHOLD (magnet)BREAK (clean reversal)
LONG301 (3.3%)7 (23.3%)22 (73.3%)
SHORT281 (3.6%)5 (17.9%)22 (78.6%)

The numbers are nearly perfectly symmetric across long and short and tell a sharp story:

  • 97% of the time price actually reaches the Asia AVWAP level (only 1 untested day in each direction).
  • 73–79% of those tests result in a full break — the close ends on the opposite side of Asia.
  • Only 18–23% of tests turn into rejections where the level holds as a magnet.
What the numbers say: in a US-disconfirms-EU context, the Asia AVWAP behaves statistically as a transit level, not as a magnet. The HOLD outcome occurs in only 18–23% of tests. The data are nearly perfectly symmetric across the long and short sides — the symmetry is itself a finding, since asymmetry would suggest a directional bias in how the level is treated, and that's not what we observe.

05 Busted myths

Myth #1 · "Asia-Reversal Long" at 79%
ASIA SHORT EU DISCONFIRM EU.DIR LONG US CONFIRM
The popular setup: Asia is short, EU reverses against it and turns long, US continues long. Reported around 79% confirm rate under the legacy AVWAP-cross criterion. Under the price-consolidation criterion, the picture changes:
legacy rate
79.1%
re-measured
65.8%
95% lower bound
49.9%
p-value
0.0744
The legacy criterion counted coincidental AVWAP crossings as confirmations even when price didn't actually consolidate on the new side. Under the stricter price-consolidation criterion the rate drops by 13 percentage points and the 95% lower bound sinks below 50%. Directionally positive but not statistically robust in isolation. The cell becomes significant only when intersected with the defense dimension from §3.
ES futures snapshot 2026-03-09 — Asia SHORT, EU DISCONFIRM, EU.dir LONG, US CONFIRM
2026-03-09 — Asia SHORT → EU DISCONFIRM → EU.dir LONG → US CONFIRM. The setup does occur, but at base rates that overlap a coin flip's 95% interval.
Myth #2 · "Everything aligned long" is high probability
ASIA LONG EU CONFIRM EU.DIR LONG US CONFIRM
Trader intuition: if Asia is long, EU confirms long, and EU's direction is still long at cutoff, then US should obviously continue long.
sample
n = 56
hit rate
57.1%
95% CI
44.1–69.2
p-value
0.3496
Directionally positive but statistical noise. The 95% CI spans well below 50%. Without the defense filter, "everything aligned" is not measurably better than a coin flip.
Myth #3 · "EU outcome predicts US outcome"
P(US CONFIRM EU | EU outcome):
EU outcome (vs Asia)nP(US CONFIRM EU)95% CI
CONFIRM11449.1%40.1–58.2
DISCONFIRM6753.7%41.9–65.1
The two rates differ by 4.6 points and their confidence intervals overlap massively. There is no informative carry from EU to US. EU's outcome by itself tells you nothing about what US will do.

06 Structural up-bias

P(EU CONFIRM | Asia direction):

Asia directionnP(EU CONFIRM)95% CIp-value
LONG15571.6%64.1–78.1< 0.0001
SHORT14052.1%43.9–60.20.67

The asymmetry is sharp: Asia LONG continues into EU 71.6% of the time (highly significant), while Asia SHORT is indistinguishable from random. This is the signature of a structurally bullish market over the 2024–2026 period — overnight long biases tend to roll through European hours; overnight short biases get shaken off by European participants nearly half the time.

Research implication: any symmetric long/short framing of "Asia direction → EU outcome" on this dataset is unfounded. The long-side cell is highly significant; the short-side cell is statistically random. Comparing the two cells in isolation gives an inflated impression of edge. A different period (e.g. 2022 bear market) or instrument (NQ, RTY) would be needed to test whether the asymmetry is structural to ES 2024–2026 or to long/short carries in general.

07 Limits of the study

  1. Bull-skewed dataset. 2024–2026 is structurally bullish on ES. The LONG/SHORT asymmetry described in §6 may be a regime artifact. To separate regime-effect from intrinsic edge, the study should be replicated on 2022 (bear market) or on a longer multi-cycle window.
  2. Defense computed only on EU-CONFIRM days. The current CSV does not populate asia_defense on EU-DISCONFIRM days. This blocks the symmetric question "when EU disconfirms Asia, does price still come back to the level?" Lightweight refactor planned.
  3. Small samples on the mirror cells. Asia SHORT × HOLD (n=14) and both UNTESTED cells (n=8 and n=7) are directionally coherent with the unified rule but cannot be claimed as statistical findings. To be revisited with a longer dataset.
  4. ~37% of days are "mixed." The price-consolidation criterion is strict by design — 172 days out of 467 don't consolidate enough on either side. All statistics in the article are computed on the 295 classifiable days.
  5. Directional resolution rate, not P&L. The percentages reported are "% of days where the pattern resolved in the predicted direction by US close." Whether such a directional edge would translate into a profitable trading rule depends on assumptions (commissions, slippage, holding window, position sizing) that are outside the scope of this descriptive study.

08 Methodology & reproducibility

Session windows (Rome)

Asia 00:00–09:00, EU 09:00–14:00, US 15:30–22:00. Bars before Asia open or after US close belong to no window and are excluded from classification.

Direction labels

For each session, the direction is derived from the change in that session's cumulative AVWAP between session open and session close. Below a ±1 ES point threshold the session is labeled FLAT and excluded from the conditional cells.

Confirm / disconfirm criterion

The current default is price-consolidation: for each bar of the later session (EU or US), after skipping the first hour, take sign(close − anchor_avwap). If ≥80% of those signs are on one side, label the session CONFIRM (matching anchor direction) or DISCONFIRM (opposite). Otherwise the day is "mixed" and outcome is None.

The legacy AVWAP-cross sign-flip criterion (used in earlier studies and accessible via the --legacy flag) tracked when the later AVWAP crossed the anchor AVWAP and stayed crossed for ≥30 minutes. It is less robust to coincidental touches and produced inflated rates on certain setups (e.g. the "Asia-Reversal Long" myth in §5).

Defense categorization

Only computed when EU outcome is CONFIRM and Asia direction is non-FLAT. During US, the price is checked against the cumulative Asia AVWAP:

  • UNTESTED: US price never touches the Asia AVWAP line.
  • HOLD: price touches the line and the US close is on the Asia-direction side of it.
  • BREAK: price touches the line and the US close is on the opposite side.

Statistics

All confidence intervals use the Wilson score method (robust at small n and at extreme proportions). P-values are two-sided binomial tests against H₀ p=0.5 with continuity correction (normal approximation, fine for n ≥ 15). A setup is called robust when the Wilson 95% lower bound of the dominant side clears 50%.

Reproducibility

The analysis is fully reproducible. Data file: terminal/public/dev_history/ES_history.json (127,584 5m bars, ETH). Scripts: tools/audit/avwap_eu_asia_alignment.py (per-day classification), tools/audit/avwap_factorial_stats.py (factorial breakdown), tools/audit/avwap_eu_asia_sweep.py (criterion sensitivity sweep). Stdlib only — no external dependencies.

Study version: 1.0 · published 2026-05-20
Author: TLADe Research · contact
Related on TLADe: the PA + GEX framework guide describes how the Anchored VWAP layer relates to the broader Gamma Exposure (GEX) framework — dealer positioning, Zero Gamma, walls and magnets — surfaced in the TLADe terminal. Statistically, the HOLD / BREAK distribution observed on Asia AVWAP overlaps in time with proximity to GEX walls and Zero Gamma; quantifying the conditional probability is a natural follow-up.
More research: see the TLADe Stats index.

This is educational research on historical statistics, not financial advice. Past patterns do not guarantee future returns.