Insights

Insights

Technical write-ups drawn from real engineering work. Articles are published only once reviewed; the topics below are in preparation.

§ 01

In preparation

  • Making data lineage verifiable: Merkle certificates for an ETL pipeline

    Why a declared lineage is not enough, and how RFC 6962 hashing lets a third party check that a dashboard figure comes from a given source line.

  • Better reconstruction is not better targeting: an autoencoder against FAMD

    An honest evaluation of unsupervised anomaly detection on procurement data, with DeLong tests and criteria fixed before computation.

  • When not to show a year-on-year change: comparability rules in a semantic model

    Minimum volumes and ratio rules that stop a dashboard from announcing +200 % on three records.