Cascade Indicators · validation study, waves 1–2 · ES, ZB & NQ futures · Nov 2024 – May 2025

The detectors work. The predictions don't.
And the events mark calm — not action.

Two indicators (EQH/EQL and ORB + CVD) were rebuilt in Python and tested on three futures markets. Wave 1 tested direction ("which way?"). Wave 2 tested salience ("does anything happen at all?") and ran the ORB logic on true order-flow data to see whether better data would rescue it. Every claim had a pass/fail line written down before results were seen.

✗ CVD = real order flow — FAIL ✗ Confirmations select better trades — FAIL (2 markets × 2 data engines) ✗ Regime dial predicts — FAIL ◑ ZB fade — real but sub-tick ↓ "Pay attention" — INVERTED: events mark quiet ✓ Experiment resolved: it's the concept, not the data

How to read this page. Returns are in bp — basis points; 1 bp = 0.01% ($10 on a $100k position). Whisker lines show the range of plausible truth after accounting for luck: if a whisker touches the reference line, we cannot claim an effect. Dashed vertical lines are the pre-registered pass gates.

Wave 2 headline — "Does this event mean the market is about to move?"

Movement in the next 30 minutes after an event, compared to ordinary bars at the same time of day. 1.0 = normal.

INVERTED — EVENTS MARK QUIET

The directional tests failed, so the fallback claim was salience: even if the signals don't say which way, maybe they say "pay attention now." Pass gate: movement ≥ 1.25× normal. The answer came back below 1× almost everywhere — several with the whole whisker below normal:

In plain words We asked if these moments were louder than ordinary ones. They're quieter — and the effect is strongest exactly where the product implied the opposite: after a ×3+ multi-tested pool resolves, the market moves about 40% less than normal. In hindsight it's obvious: equal highs and lows only form when price keeps returning to the same spot — that is a trading range — and quiet markets tend to stay quiet. The indicator isn't a fire alarm. It's a map of the consolidation you're standing in — and wave 2b showed that map is a 1-minute phenomenon: the calm signature decays smoothly as the timeframe grows (ES all-events: 0.79x @ 1m → 0.91x @ 5m → 1.01x @ 15m) and is gone by 15m. Liquidity-pool behavior is not scale-invariant. At 5m, only sweeps on the index futures stay reliably quiet (ES 0.75x, NQ 0.79x — both whiskers below 1.0).

Honesty notes: the baseline-matching exclusion knob biases toward flattering the events, so the 1m inversion is, if anything, stronger than shown (narrow-exclusion re-run still queued). ZB at 5m leaned the other way — movement after breaks was mildly elevated (1.28x at 15 min) — but that cell was not pre-registered and failed the 30m gate, so like the +14bp before it, it goes to the hypothesis list, not the product. NQ ORB (0.98x) stays the neutral case: breakouts there are simply ordinary.

Wave 2 experiment — "Would perfect data fix the confirmations?"

Same 41 sessions of NQ, same breakouts, run twice: once on the indicator's guessed order flow, once on the real thing.

RESOLVED: IT'S THE CONCEPT, NOT THE DATA

Wave 1 showed the indicator's volume-delta guess only ~70% matches true order flow, leaving an escape route: "with real data, the confirmations would work." The NQ trades file records the true aggressor on every trade, so we ran the identical ORB logic on both:

Guessed flow (production proxy)

−1.4 bp

confirmed minus unconfirmed breakouts, 30 min

True aggressor flow (perfect data)

−1.9 bp

same breakouts, same logic, real order flow

In plain words Giving the confirmation logic perfect information made it no better — marginally worse, in fact. The idea of confirming a breakout with same-moment delta direction is what's empty, not the measurement of delta. This closes the "better data would fix it" escape route for good, and it means the wave-1 data-quality failure barely matters for this product.

Caveat: the NQ trades file covers 41 sessions (a ~2-month subset), one market regime. But the proxy-vs-true comparison is internally controlled — identical breakout set — so the exoneration conclusion doesn't depend on the window.

Claim 1 — CVD measures real buying & selling

"When the indicator says buyers are in control, is that actually true?"

FAIL

The indicator guesses trade direction from each second's price tick. Compared against NQ data that records the real aggressor (57,006 minutes):

Correlation with true order flowgate: 0.95

Direction agreement (per minute)gate: 90%

In plain words Right about 3 minutes out of 4 — a decent estimate of the tape. Product pages can say "volume-delta estimate"; they cannot say "institutional order flow." Wave 2's experiment above showed this gap doesn't drive the confirmation failure — but it still governs what the CVD display can honestly claim to be.

Measurement caveat: this benchmark predates the front-month filter fix, so contract mixing biased it downward; the corrected number is queued and can only be higher.

Claim 2 — The two confirmation checks earn their place

"Do breakouts that pass the CVD + composite checks make more money than ones that don't?"

FAIL — NOW ON TWO MARKETS

Part A — are they different checks? PASS

The two checks genuinely measure different things — agreement correlation ≈ 0.46–0.50 on ES and NQ (redundancy gate was 0.80).

Part B — does passing them pay? FAIL

ES, 30 minutes after breakout, by which checks fired. Every whisker touches zero; "neither" did best. NQ replicated the null on both data engines.

In plain words Two independent gauges that select nothing, on two markets, with both guessed and perfect data. Average ES breakout: +1.1 bp — under the cost of trading it. v2.4 direction is data-dictated: confirmations become optional-off; CVD repositions as telemetry, not gatekeeper.

REFUTED IN WAVE 2 The tempting number, resolved: wave 1's "+14 bp CVD-only" subgroup — flagged then as one of ten scratched lottery tickets — came back −22.5 bp (opposite sign) on the NQ re-test. The quarantine worked exactly as designed: it was luck, and it never touched the product.

Claim 3 — The regime dial predicts what works next

"When the dial says 'Reversion', do sweep-fades actually pay better than when it says 'Trend'?"

FAIL

Pass condition: fading sweeps in Reversion beats Trend with separated whiskers on 1m and 5m. Measured on ES:

ES 1m — sweep-fade return, next 30 min

ES 5m — sweep-fade return, next 30 min

In plain words Everything hugs zero; on 1m the ordering is even backwards. The dial truthfully describes the recent past and predicts nothing. In the product it should be labelled a description ("recent resolution mix"), never a forecast. Wave 2 reframes what it's for: combined with the consolidation finding, pool activity is a live chop gauge — a natural input to the CCRD product line.

Claim 4 — The one "significant" wave-1 result

"ZB breaks fade with p = 0.000 — isn't that the edge?"

REAL, BUT SMALLER THAN ONE TICK

On 30-year Treasury futures, break-continuations lost with near-certain statistics (27% winners at 5 min). But the whole effect fits inside the instrument's minimum price step:

In plain words The effect (−1.3 to −1.5 bp) lives inside half of one tick (±2.6 bp) — a bar closing upward through a level closes near the ask, and prices settle back half a step. Market plumbing, not a signal: like measuring a doorway with a ruler marked only in feet.

What survives, what's bounded, what's next

The validated product claim that emerged: these events map consolidation.

Working as designed: pool detection, sweep/break/gap classification, tolerance engines on fine and coarse grids, self-adapting roll handling (it discovered on its own that Treasuries roll a month before stock-index futures), reset-discontinuity fixes, chunked trades processing.
Validated (CI excludes normal): at the 1-minute scale, resolved pools — especially ×3+ — mark below-normal subsequent movement; at 5m the signature survives only for sweeps on index futures; by 15m it is gone. The honest, correctly-scoped claim: "1m pools bracket a consolidation — expect quiet while they hold." Ties EQH/EQL into the CCRD chop-detection line, and the scale decay is itself a finding: liquidity-pool behavior is not fractal.
Failed: every directional claim; every "pay attention" claim; confirmation-as-selection on two markets and two data engines; the regime dial as forecast; the +14 bp subgroup (refuted, opposite sign).
Honest limits: one Nov-2024–May-2025 window (ES/ZB; NQ trades = 41-session subset); fixed exit horizons — the indicators' own exit logic was never simulated; no trading costs (which only weaken the weak positives further); ORB counted every re-cross, over-weighting chop days.
Queued: attention robustness at a narrower exclusion zone · corrected front-month proxy benchmark · first-crossover-only ORB cut · next-window hypothesis list (pre-registered now, tested on future data): ES 5m "both confirms, hold to close" +12.0bp p=0.006 — the study's strongest post-hoc cell, but contradicted by the same cell on NQ (−18 to −22bp, also "significant"), which is why it waits · ZB 5m break elevation (1.28x @ 15 min) · NQ 5m break @ 60 min (1.33x).

Bottom line for the product pages: sell structure detection, consolidation mapping, alerting, and honest telemetry. Do not sell edge or urgency — this study is the receipt either way, and the recorded negatives are what make the one positive claim credible.