qqq-45cal-market-probability-1.0
PRODUCTION

The regime
model.

A regularized logistic model estimates the probability that QQQ will have a positive return 45 calendar days ahead. The probability is translated into a score from −100 to +100.

716 training rows378 OOS validationsL2 regularizedFrozen daily scorer

Analysis date

October 1, 2026

45 CAL DAYS
89.94%
positive probability
Bullish
+79.89
score = 200 × 0.8994 − 100
10%
floor
90%
ceiling
0.1709
OOS Brier
Discuss this dated regime result

Regime score & QQQ close

Daily regime score 5-observation smoothed regime QQQ close49 observationsNeutral: −9 to +9
Current regime score
+79.89
Current QQQ close
$737.65
Oct 01

Gold line: trailing five-observation average · Jul 06–Aug 07: frozen-model backfill · Aug 10–Oct 01: production history

Four factors enter the logit.

Each current value is standardized against the frozen training sample, multiplied by its coefficient, and added to the intercept.

High-yield OAS
Credit stress · BAMLH0A0HYM2 · FRED
3.12%
-0.137σ
-0.247
VIX term structure
VIX3M − VIX · 18.95 − 17.14
1.81
-0.010σ
+0.005
RSP / SPY breadth
20-session change · Equal weight vs cap weight
-4.23%
-1.863σ
-0.031
QQQ 200-day slope
Annualized trend · Long-horizon price trend
21.22%
-0.309σ
+0.720
How to read the scores and calculationsExpand

Current value is the latest observed input. Standardized value (σ) is (current − training mean) ÷ training standard deviation; positive is above the frozen training average and negative is below it.

Logit contribution, shown at the right of each bar, is standardized value × frozen coefficient. A positive contribution raises the model’s estimated probability; a negative contribution lowers it. Magnitude shows influence on the current calculation, not causal importance.

High-yield OAS

Lowers current probability · -0.247

The option-adjusted spread on below-investment-grade debt. It measures the extra yield demanded over comparable Treasuries and serves here as a credit-stress input.

Current 3.12%Training mean 3.18%Training σ 0.44 ppCoefficient +1.803

VIX term structure

Raises current probability · +0.005

The three-month VIX level minus spot VIX. It describes the shape of the implied-volatility term structure rather than the absolute level of volatility.

Current 1.81Training mean 1.82Training σ 1.42Coefficient -0.569

RSP / SPY breadth

Lowers current probability · -0.031

The 20-session change in equal-weight S&P 500 performance relative to the capitalization-weighted S&P 500. It measures whether participation is broadening or narrowing.

Current -4.23%Training mean -0.48%Training σ 2.01 ppCoefficient +0.016

QQQ 200-day slope

Raises current probability · +0.720

The annualized rate of change of QQQ’s 200-session moving average. It represents the direction and pace of the long-horizon price trend.

Current 21.22%Training mean 24.30%Training σ 9.95 ppCoefficient -2.325

From factor contributions to today’s regime score

Logit = 1.7437 − 0.247 + 0.005 − 0.031 + 0.720 = 2.1909

Probability = 1 ÷ (1 + e−logit) = 89.94%

Regime score = 200 × 0.8994 − 100 = +79.89

Probabilities are bounded from 10% to 90%, so the score ranges from −80 to +80. Display bands are: bearish below −50, moderately bearish from −50 to −9, neutral from −9 to +9, moderately bullish from +9 to +50, and bullish above +50. These labels summarize model output; they do not prescribe an action.

Regime score versus realized 45-day QQQ return

Each point pairs a historical score on its origin date with QQQ’s subsequently realized 45-calendar-day return. Only observations with complete outcomes are included.

Completed outcome Historical linear fit63 observations

Historical descriptive sample: Mar 26, 2026–Jun 23, 2026 origin dates · Pearson r = 0.90 · latest completed endpoint 2026-08-07

At the current score, the fitted historical average subsequent 45-day QQQ return is +15.98%. Historical relationship only—not a forecast or investment recommendation.

The best model wins ticker by ticker.

For each supported ticker, purged walk-forward Brier score chooses among three candidates. A direct refit controls production only when it beats both simpler benchmarks out of sample.

The direct four-factor score is always retained for audit—even when a benchmark is selected.

Explore all ticker regimes

Production universe

139 published tickers

132 MODELED · 6 UNAVAILABLE · QQQ SEPARATE
Historical baseline73 · 55.3%
Market identity32 · 24.2%
Direct four-factor refit27 · 20.5%
39
moderately bullish
25
bullish
1
earnings windows

What the model does—and does not do.

Frozen specification

Daily scoring never refits the model. Retraining requires an explicit research action.

Walk-forward evidence

Validation is purged and out of sample; the production QQQ Brier score is 0.1709 across 378 predictions.

Probability, not prophecy

The output estimates the chance of a positive 45-day QQQ return. It is not a short-term trend forecast.