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Apple Inc.

6m ahead

Predictive Factors

The engine identifies what we call the causally predictive factors: a small set of assets judged to be the most important driving forces behind your selected item's forecast.

Microchip Technology Incorporated Common Stock

2024-07-20T18:56:07.641585 image/svg+xml Matplotlib v3.7.3,

1-Year Treasury Constant Maturity Rate

2024-07-20T18:56:07.661035 image/svg+xml Matplotlib v3.7.3,, Inc. Common Stock

2024-07-20T18:56:07.680617 image/svg+xml Matplotlib v3.7.3,

Medtronic plc

2024-07-20T18:56:07.703403 image/svg+xml Matplotlib v3.7.3,

Take-Two Interactive Software, Inc. Common Stock

2024-07-20T18:56:07.723478 image/svg+xml Matplotlib v3.7.3,

as of

Our Probabilistic Prediction

Based on the predictive features above, we run many models repeatedly, each predicting a set of possible outcomes for the date in 6m and aggregate them.

2024-07-20T18:56:08.373058 image/svg+xml Matplotlib v3.7.3,
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.

Apple Inc.

🟢 p-value: 0.782 > 0.001

2024-07-20T18:56:08.507166 image/svg+xml Matplotlib v3.7.3,

Each model casts a single vote on the likely direction of change. If one actually makes trades, a trade will be opened every day with the size in number of shares/lots proportional to the majority vote and kept open for 6m. The currently open trades result in the position for the next end-of-day time point (when the market is open),

% Up % Down % Un­de­cided
Apple Inc. 84% 0% 16%

with respect to the following time points,

Time Value
Apple Inc. Fri 2024-07-19 UTC 224.31

Performance of Past Trades

The overall profit and loss of the trades opened in the above manner, in contrast to the buy-and-hold strategy of one constant share, would have been as plotted below. The Sharpe ratio is calculated on returns measured as the difference between values rather than in percentage, assuming zero trading cost.

Apple Inc.
Active Buy-and-Hold
Sharpe ratio
(the higher the better)
1.43 1.37
Solvency II Value-at-Risk 99.5%
(the lower the better)
3.15 1.02
2024-07-20T18:56:09.019753 image/svg+xml Matplotlib v3.7.3,