Alpha Report
Nasdaq-100
Composite Signal
2022–2026

Market SectorEquity IndexModelPythia-v0.12.0SignalComposite
Date FromJan 03 2022Date ToSep 28 2026
Published Oct 13, 2026

1. Executive Summary

CategoryValue
MARKET SECTOREquity Index
SIGNALNasdaq-100
MODELNASDAQ100_DTC v17: composite
SIGNAL DEFINITIONSingle Contract Mid-Price Trend [Now, now + 5 min] [15:55, 16:00] ET
DATA INPUT WINDOW40 days of history, 1-minute Level II order-book bars, 09:30–16:00 ET each day
SIGNAL GENERATION WINDOWEvery 5 minutes, 09:45–15:25 ET (69 decisions per day)

Signal Coverage: Nasdaq-100

Asset ClassTrading SymbolName
FuturesNQE-mini Nasdaq-100
FuturesMNQMicro E-mini Nasdaq-100
ETFQQQInvesco QQQ Trust

Nasdaq-100 Macro Review:

  • 2022: The Nasdaq-100 futures fell about 34%, the worst of the major indices, as rising rates hit long-duration growth stocks hardest. The index fell in every quarter, from its high on 3 January to a low in late December, as the Fed tightened at the fastest pace in four decades.
  • 2023: A rebound of about 56% from a January low to a late-December high, led by the AI rally in the largest technology names. The March bank failures barely interrupted it, and a fall in yields in Q4 on expected rate cuts carried it close to its previous record.
  • 2024: About +28%, with AI and semiconductor leadership intact and the Fed beginning to cut in September. The summer rotation and the August yen carry-trade unwind caused brief drawdowns, but the index ended near its mid-December high.
  • 2025: About +20%. The early-April tariff shock produced the year's low on 8 April; technology then led a strong recovery to record highs in late October, with AI capital spending the main driver.
  • 2026 (to 28 Sep): About +20%, most of it in Q2 (+26%). The Iran conflict and the oil spike drove the March sell-off to a 30 March low; semiconductors then posted a record quarter, and the index reached new highs in September despite a sharp chip sell-off in early June.

Signal Performance Overview:

  • 2022: +4.1% (Sharpe 0.45) in a −34% market, with gains split evenly between longs and shorts, a 51% hit rate and a −7.4% drawdown. Modest, but positive in a year the index lost a third of its value.
  • 2023: +5.6% (Sharpe 1.01), the most active year (50% participation) with a 58% hit rate. Gains came from the long side (+7.3%), following the rally, while shorts were roughly flat.
  • 2024: −2.3% (Sharpe −0.67): neither side made money (longs −1.1%, shorts −0.2%) while the index rose 28%, so the signal did not capture the trend.
  • 2025: +3.6% (Sharpe 0.38), long-driven (+5.6%), with the best stretch in the post-April recovery; shorts gave back about 1%.
  • 2026 (F1, to 28 Sep): +6.2% (Sharpe 1.98), its best year of the walk-forward, with a shallow −2.8% drawdown and a 55% hit rate on fewer, more selective trades (34% participation). Both sides contributed.

2. Trading Strategy

In order to produce the metrics below we use the signal in combination with the trading strategy below:

  • Entry positions: every 5 minutes between 09:45 and 15:25 ET (69 possible openings per day) we take a long, short or no position. Each position is split into 5 parts, executed on each minute of the 5 minutes after the decision. No sizing adjustment.
  • Exit positions: each decision's position is closed between 15:55 and 16:00 ET, its five parts over the five minutes.
  • Costs: 0.50 bp per side, 1.0 bp round trip (NQ). Extra exchange/clearing fees not included.
  • Contract series & roll: Front month quarterly contract (Mar, Jun, Sep, Dec). Switch at the open 5 trading days before expiration (the third Friday of the contract month): stop trading the expiring contract and start trading the next.

3. Model Training Data and Timeframe

CategoryValue
Model FamilyPythia-v0.12.0: committee of models voting per decision
VersionNASDAQ100_DTC v17
ExchangeCME Globex
DataLevel II Limit Order Book (10 levels)

Each year of Section 4 is scored by the committee of its own walk-forward fold, trained and validated only on data before that year:

YearFoldTrainingValidationVote
2026F12020-01-01 → 2024-10-032025-01-01 → 2025-12-315/5
2025F22019-01-01 → 2023-10-032024-01-01 → 2024-12-314/4
2024F32019-01-01 → 2022-10-032023-01-01 → 2023-12-316/6
2023F42018-01-01 → 2021-10-032022-01-01 → 2022-12-313/3
2022F52017-01-01 → 2020-10-032021-01-01 → 2021-12-318/8

4. Performance Metrics: walk-forward, 2022 – 2026

4.1 Return and Risk Metrics

Quarterly and annual return, risk-adjusted performance and drawdown for the trading strategy defined in Section 2. Sharpe is per session on fixed capital. 2026 runs to 2026-09-28.

Table 1: Quarterly and Annual Metrics

QuarterFoldReturn %SharpeWin %CalmarAnn. Vol %MDD %
2026F16.2351.97954.0012.9144.390-2.836
26Q3F11.1211.41953.8761.7013.261-2.639
26Q2F14.0553.33957.5268.8875.506-1.906
26Q1F11.0590.95948.6042.0314.540-2.085
2025F23.5540.37949.7930.4689.765-7.379
25Q4F2-0.442-0.67945.518-1.0902.485-1.562
25Q3F2-1.182-2.00348.984-2.4662.166-1.799
25Q2F25.4121.20054.9343.43522.778-6.714
25Q1F2-0.235-0.27348.027-0.3973.379-2.317
2024F3-2.281-0.67050.445-0.4833.251-4.596
24Q4F3-2.426-3.31842.240-2.5122.582-3.616
24Q3F31.1041.22753.7771.5993.529-2.678
24Q2F30.4340.42856.1341.0543.989-1.605
24Q1F3-1.392-1.90350.120-2.6132.774-2.087
2023F45.6101.01557.4150.9595.748-5.731
23Q4F42.5633.20758.95111.1883.441-0.937
23Q3F42.9582.65062.9198.9544.780-1.336
23Q2F42.5572.50657.7716.0084.339-1.739
23Q1F4-2.468-1.13650.614-1.6357.890-5.731
2022F54.1050.45050.4580.5399.065-7.439
22Q4F5-0.129-0.05647.564-0.0839.266-6.058
22Q3F50.8640.60249.6931.5115.612-2.210
22Q2F52.2990.79152.0311.92212.276-4.872
22Q1F51.0700.47152.0541.0229.232-4.188

Figure 1: Cumulative equity from $1,000,000, quarterly returns compounded from 22Q1 (out-of-sample)

$1,000,000 to $1,182,463 (+18.2%)

The curve compounds the quarterly returns from $1,000,000 for illustration. The strategy metrics in this report assume fixed capital, so the ending value is not the sum of the quarterly returns.

4.2 Participation, Recall and Effective Leverage

Quarterly and annual view of how often the signal trades, how many of the realised moves it captures, and how much of the notional capital is deployed on average.

Table 2: Quarterly and Annual Participation, Recall and Effective Leverage

QuarterFoldParticipation %Recall %Hit rate %Effective Leverage (x)
2026F134.4255.0555.320.187
26Q3F132.7654.5354.070.177
26Q2F143.7354.7458.030.233
26Q1F126.6752.7352.390.150
2025F244.3649.7450.940.232
25Q4F244.3246.3246.280.236
25Q3F239.4547.6849.890.200
25Q2F256.8755.8055.310.297
25Q1F236.6548.1850.960.195
2024F336.0650.6451.140.193
24Q4F339.3342.5342.900.217
24Q3F327.7455.5654.900.146
24Q2F342.5651.9556.520.223
24Q1F334.6152.7750.730.188
2023F449.7856.9957.490.261
23Q4F447.3557.9259.050.237
23Q3F444.5863.8962.820.229
23Q2F457.1857.6957.800.310
23Q1F450.0249.4050.890.268
2022F538.9251.2850.910.204
22Q4F538.4650.2747.530.205
22Q3F531.9349.0350.800.167
22Q2F546.9152.2352.590.244
22Q1F538.5651.9652.290.202
MetricDefinitionCalculation
Participation %Share of the available decision points at which the signal takes a position (long or short) rather than staying flat.(long + short decisions) / total decision points × 100; 69 decision points per trading day.
Recall %Share of the available decision points at which the signal took a position and the price moved in the direction taken.correct decisions / total decision points × 100 = Participation × Hit rate.
Hit rate %Share of the positions taken that moved in the direction taken.correct decisions / (long + short decisions) × 100.
Effective Leverage (x)Average gross notional exposure carried by the strategy relative to its capital.Time-weighted average, over the trading window (09:45–16:00 ET, first entry to last exit), of gross open notional (sum of absolute long and short positions) divided by start-of-day equity; averaged across all trading days in the period.

5. Next Steps

Download historical predictions using the Client API and confirm performance in your own test harness:

6. Contact

Please reach out with any questions or comments at: info[at]quantumsignals.ai

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