H|ψ⟩ Quantum Finance
Stock & Options Analytics for AI Agents

Decision support before a trade

SPY Pre-Trade Risk Scan

SPDR S&P 500 ETF Trust: review downside, sizing, concentration and correlation before adding exposure.

Market data: · Computed:

The short version

No position check flagged SPY. That is not a reason to buy; size it to your own limits.

SPY: all 4 position checks passed. No risk limit was crossed.

  • fail 0
  • warn 0
  • pass 4

Main risks

  • Model downside: 5% of simulated paths ended below -3.54%.

Next step

Passing only means no limit was crossed. Check the fit with your own watchlist.

Demo portfolio (QQQ, NVDA, TSLA, RKLB), not your holdings.

Not a buy signal: a bull regime, a positive expected outcome or PASS only describe risk.

Position sizing checks

Each check compares one risk number with a fixed limit. FAIL and WARN come first.

Volatility

pass

Annualized volatility 13% (warn >40%, fail >70%)

Drawdown Risk

pass

Max drawdown 9% over 1Y (warn >25%, fail >45%)

Market Exposure

pass

Beta 1.00 vs SPY (warn >1.3, fail >2.0)

Liquidity

pass

Avg daily turnover $32.5B (warn <$5M, fail <$0.5M)

SPY risk snapshot

Market regime
Bull (uptrend)
A model label for the recent price trend (bull = uptrend, bear = downtrend, chop = sideways). It describes the past and is not a buy or sell signal.
Regime confidence
80%
How strongly the model's inputs agree on that label. Not the probability of a rise.
Expected outcome
0.59%
Average return across the model's simulated paths. A positive number is not a forecast, a target or a reason to buy.
90% range low
-3.54%
5% of simulated paths ended below this return.
90% range high
4.88%
5% of simulated paths ended above this return.
Break-even line
0%
The 0% line: below it is a loss, above it a gain.
Concentration
pass
Whether adding the stock pushes one stock or sector past the concentration limit.
Assumed weight: 20%; each treated as an equal weight.
Average correlation
0.68
How closely daily moves track the other stocks: 1 = in lockstep, 0 = unrelated. Not portfolio risk by itself.
Compared with: the demo portfolio (QQQ, NVDA, TSLA, RKLB).

Outcome distribution

90% modeled range · 10 trading days

0%
Low -3.54%
High 4.88%
Mean 0.59%
Sizing controlsPosition check summary
4Pass
0Warn
0Fail
Average correlation0.68

SPY vs SPY: standalone risk comparison

What these numbers mean

Annualized Volatility
How widely the price swings, scaled to one year. Higher means a bumpier ride.
Beta (vs SPY)
How much the stock has tended to move when SPY moves 1%. SPY itself is 1.0; above 1 means bigger moves than the market, up or down.Benchmark: SPY.
1-Day VaR (95%)
A bad-day loss size: on about 1 trading day in 20, the one-day loss can be larger than this.1 trading day, 95% confidence.
Max Drawdown (1Y)
The largest fall from a peak to a later low.Past 1 year.
SPY on its own compared with the SPY benchmark, as of 2026-10-14. This is not the risk of a portfolio after adding SPY. Volatility, VaR and max drawdown are risk measures: higher values usually mean more risk.
MetricSPY benchmarkSPY stockSPY − SPY
Annualized Volatility12.72%12.72%0 pp
Beta (vs SPY)110
1-Day VaR (95%)1.37%1.37%0 pp
Max Drawdown (1Y)9.13%9.13%0 pp
SPY Pre-Trade Risk Scan: Position Size & Risk | HPSILab