QQQ Macro Risk Analysis Spot: $716.92

S.O.T.A LOG-LINEAR REGRESSION ENGINE

Logarithmic

UPDATED: 2026-09-19 00:11 UTC

Max Capitulation Floor

$150.26

Fair Value Compounding

$420.40

Premium / Discount

+70.53%

Peak Euphoria Ceiling

$960.66

S.O.T.A Risk Methodology

This plot models the historical compounding trajectory of QQQ on a logarithmic scale, plotting a degree-1 linear regression fair-value trendline with standard deviation extremities.

Statistical Upgrades (Z-Score)

Basic models evaluate price deviation against static all-time maximums (e.g., the 2000 Dot-Com Bubble for QQQ or 2008 Financial Crisis for SPY). This deeply flaws the output by compressing modern market activity.

This upgraded engine utilizes a Rolling Z-Score passed through a Sigmoid activation function. This frames "High Risk (1.0)" or "Low Risk (0.0)" relative to the exact macro volatility of the current business cycle, not decades-old anomalies.

Risk Table Interpolation

The matrix on the right linearly maps the 0-1 risk scale to the absolute dollar distance between the Capitulation and Peak Euphoria bounds. A risk level of 0 represents an absolute crisis floor, while 1.0 represents macro blow-off euphoria.

NOT FINANCIAL ADVICE. FOR EDUCATIONAL PURPOSES ONLY.

Risk Level Pricing Matrix

Risk Level Price
0.00 $142.75
0.05 $186.05
0.10 $229.34
0.15 $272.64
0.20 $315.94
0.25 $359.24
0.30 $402.53
0.35 $445.83
0.40 $489.13
0.45 $532.43
0.50 $575.72
0.55 $619.02
0.60 $662.32
0.65 $705.62
0.70 $748.91
0.75 $792.21
0.80 $835.51
0.85 $878.80
0.90 $922.10
0.95 $965.40
1.00 $1,008.70