Methodology & validation

Make each transformation inspectable.

Traceability, timestamp integrity and repeatable testing guide QUARDENCE’s engineering work.

Evidence-state model

Each stage should remain distinguishable and connected to its inputs. This makes it possible to review what the source contained, what the parser produced and what later analysis inferred.

  1. Source record — an item as represented in an acquired or exported source.
  2. Parsed artifact — a deterministic structured representation with parser context.
  3. Recovered or reconstructed item — information derived from incomplete or fragmented structures, with method and uncertainty recorded.
  4. Analytical correlation — a relationship formed by comparing multiple artifacts.
  5. AI-assisted observation — generated text or analysis support, identified as generated and linked to records where practical.
  6. Practitioner-reviewed finding — a technical conclusion recorded after review of supporting material.

Timeline normalization that preserves original time

A normalized timeline is an analytical view. It should retain the original stored value, source field, unit, known timezone or offset, conversion logic, normalized analytical timestamp and event meaning. The source timestamp remains available alongside the normalized view.

SOURCE VALUEStored value + source field
CONVERSIONUnit + offset + rule
ANALYTICAL VIEWNormalized time + context

Validation roadmap

Evaluation work is planned around repeatable inputs, source-level checks and version-aware parser behavior.

Test material

Known-answer datasets, synthetic corpora and authorized anonymized records with a documented scope.

Parser coverage

Version-aware regression tests, schema compatibility checks and cross-checks against source records.

Error classes

Track false positives, false negatives, field interpretation errors and timestamp conversion errors.

Repeatability

Record processing versions, settings, transformation steps and known coverage gaps.

Public reference frameworks

Public guidance informing the engineering approach includes:

These public references provide context for the project’s engineering direction.