Methodology
Backtesting: first proof, then recommendation
Backtesting means reverse verification. The model asks itself how a given procedure would have behaved in past market cycles and looks for the answer in the data.
Elmaroten AI traverses long time series from global markets. It tracks periods of growth, decline and stagnation and notes which patterns repeat themselves. It's not about predicting the future. It is a probability calculation based on historical records.
Each recommendation thus has its own context. You can see what data it is based on, under what conditions it made sense and where it has its limits. This approach is calm and understandable even without a technical background.
A. We collect organized market data from multiple periods and sources.
B. We validate practices on past cycles, not assumptions.
C. We convert the result into a clear, sober recommendation.
How we think about responsibility when working with data
Back-validation in time
Illustrative diagram
Previous cyclesVerificationThe present
The model compares the behavior of the procedure in different phases of the market. Highlighted sections indicate periods that are essential for the assessment of stability.