Observed data
Information from an identifiable external source. Its origin and date are shown whenever available.
Applied Assessment Notes
How the studies are built
Reconstructed studies, traceable calculations and a clear separation between data, simulation and interpretation.
How to read these notes
Reconstructed studies, traceable calculations.
Each study uses an educational setting designed to examine a concrete question. The setting is reconstructed; the calculations are genuinely run. The key below shows where each piece of information comes from.
Simulated data
A value created for the study from disclosed rules. It supports experimentation and is never presented as an observed fact.
Computed result
A number, table or chart produced by the study code. It can be reproduced with the same data and parameters.
What is still missing
Data, risk analysis or a trial that would be needed before using the conclusion in a real setting.
| Study | Observed data | Reconstructed or simulated portion | Outcome |
|---|---|---|---|
| Compute capacity | No external data | Industrial parameters, price paths and scenarios entirely simulated | REVISE |
| Portfolio optimization | Public market prices frozen at a known date | Portfolio setting, constraints and decisions reconstructed | NO-GO |
| Protocol R7 | No external data | Protocol, network, transactions and incidents entirely simulated | NO-GO |
| High-frequency trading | No external data | Order book, queues, delays and executions entirely simulated | REVISE |
| HELIX-96 | Variant effects from a public source | Experimental organization and artificial-intelligence score reconstructed | CONDITIONAL |
Reproducibility check
On 11 August 2026, all five computation pipelines and their JSON, CSV and 33 chart files were reproduced without an integrity mismatch. This check confirms that the published results can be regenerated; it does not replace a trial on real data.