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SPDR S&P 500 ETF

6m ahead

Predictive Factors

Causally predictive factors identified as the most influential for the value of the selected instrument at the time point 6m away:

AT&T Inc

2025-01-19T16:18:07.912470 image/svg+xml Matplotlib v3.7.3, https://matplotlib.org/

Bank of America Corp

2025-01-19T16:18:07.932539 image/svg+xml Matplotlib v3.7.3, https://matplotlib.org/

Micron Technology, Inc. Common Stock

2025-01-19T16:18:07.951150 image/svg+xml Matplotlib v3.7.3, https://matplotlib.org/

Eli Lilly and Company

2025-01-19T16:18:07.969768 image/svg+xml Matplotlib v3.7.3, https://matplotlib.org/

Synopsys, Inc. Common Stock

2025-01-19T16:18:07.988361 image/svg+xml Matplotlib v3.7.3, https://matplotlib.org/

as of

Our Probabilistic Prediction

We train models based on the identified causal predictors and run them, with each model predicting a set of possible outcomes for the time point 6m away. The sets of possible outcomes are then aggregated.

2025-01-19T16:18:09.579162 image/svg+xml Matplotlib v3.7.3, https://matplotlib.org/
Goodness of Probabilistic Prediction

Test of hypothesis that a sample of the realised probability level is uniformly distributed between 0 and 1 (whitepaper), using significance level 0.001 for the p-value. The user is free to use another significance level e.g. 0.01, 0.05 for the test.

SPDR S&P 500 ETF

🔴 p-value: 0.0 < 0.001

2025-01-19T16:18:09.724974 image/svg+xml Matplotlib v3.7.3, https://matplotlib.org/

Trades

Each model casts a single vote on the likely direction of change. If a trade is executed, the size, in terms of the number of shares or lots, is proportional to the majority vote, and the trade is kept open for the duration of the forecast horizon, which is 6m. This exercise is repeated every day.

The position for the next day, averaged over the sizes of currently opened trades, is as follows

% Up % Down % Un­de­cided
SPDR S&P 500 ETF 82% 0% 18%

with respect to the time point respectively,

Time Value
SPDR S&P 500 ETF Fri 2025-01-17 UTC 597.58

Performance of Past Trades

The Sharpe ratio is calculated on returns measured as the difference between values rather than in percentage, assuming zero trading cost.

SPDR S&P 500 ETF
Active Buy-and-Hold
Sharpe ratio
(the higher the better)
1.58 1.53
Solvency II Value-at-Risk 99.5%
(the lower the better)
- -
2025-01-19T16:18:10.316723 image/svg+xml Matplotlib v3.7.3, https://matplotlib.org/