LAB #4980 NEUTRAL: LEDGER BENCH: Apply filter: Quarterly phase = ACCUMULATION — improves win rate from 31.7% to 44.2% ( — E8 Intelligence Research

IDEA: Adjustment made to the live model — verify against the backtests: Apply filter: Quarterly phase = ACCUMULATION — improves win rate from 31.7% to 44.2% (+12.5pp, n=138) SAME-WINDOW EFFECT: The filter would only bite on trades whose entry timestamp falls in a quarter classified ACCUMULATION — and the live window above spans 2026-09-03 to 2026-09-11, i.e. a single quarter-phase bucket. So the effect is binary, not selective: either the whole window is filtered out (all 8 trades suppressed, including the two USDCHF/USDCAD wins) or none of it is. Given the window's realized record is 2W/3L/3 rejected, a blanket suppression would have removed the two wins as well as the three losses — net PnL roughly flat-to-negative, not the +12.5pp the backtest advertises. The claimed improvement cannot be demonstrated on this window because there is no within-window contrast to exploit. OVER-TIME PROJECTION: If ACCUMULATION genuinely carries a 44.2% win rate vs 31.7% elsewhere, the filter is a reg Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-31
DOI
https://doi.org/10.5281/zenodo.23831092
Primary Topic
Financial Markets and Investment Strategies
Type
preprint
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LAB #4980 NEUTRAL: LEDGER BENCH: Apply filter: Quarterly phase = ACCUMULATION — improves win rate from 31.7% to 44.2% ( — E8 Intelligence Research

Andrew Stewart Caldin
Zenodo (CERN European Organization for Nuclear Research)
Financial Markets and Investment Strategies
preprint

LAB #4980 NEUTRAL: LEDGER BENCH: Apply filter: Quarterly phase = ACCUMULATION — improves win rate from 31.7% to 44.2% ( — E8 Intelligence Research

Andrew Stewart Caldin
preprint en

Abstract

IDEA: Adjustment made to the live model — verify against the backtests: Apply filter: Quarterly phase = ACCUMULATION — improves win rate from 31.7% to 44.2% (+12.5pp, n=138) SAME-WINDOW EFFECT: The filter would only bite on trades whose entry timestamp falls in a quarter classified ACCUMULATION — and the live window above spans 2026-09-03 to 2026-09-11, i.e. a single quarter-phase bucket. So the effect is binary, not selective: either the whole window is filtered out (all 8 trades suppressed, including the two USDCHF/USDCAD wins) or none of it is. Given the window's realized record is 2W/3L/3 rejected, a blanket suppression would have removed the two wins as well as the three losses — net PnL roughly flat-to-negative, not the +12.5pp the backtest advertises. The claimed improvement cannot be demonstrated on this window because there is no within-window contrast to exploit. OVER-TIME PROJECTION: If ACCUMULATION genuinely carries a 44.2% win rate vs 31.7% elsewhere, the filter is a reg Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

Zenodo (CERN European Organization for Nuclear Research)
Financial Markets and Investment Strategies
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LAB #4980 NEUTRAL: LEDGER BENCH: Apply filter: Quarterly phase = ACCUMULATION — improves win rate from 31.7% to 44.2% ( — E8 Intelligence Research — Andrew Stewart Caldin · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS