Elixir and Python on the Same Data

Last verified Aug 27, 2026 | Evidence standard 1.0

What the evidence supports

Two public repositories, dated run records, immutable revisions, generated figures, and a machine-readable manifest expose the first paired BLS experiment.

Claim boundary

The artifacts demonstrate matching aggregate run summaries for one small descriptive clustering workload; they do not establish identical month-level assignments, universal language performance, production adoption, causal economic regimes, forecasts, or customer outcomes.

Role

Researched | Implemented | Authored

Observed outcome

The preserved 2006-2025 Elixir and Python run records report matching profile counts, centroids, inertia, and conclusions after matching arbitrary cluster labels.

Basis: public-evidence | As of Aug 16, 2026

Remaining unknowns

• The paired repositories do not yet contain a controlled large-data performance and memory benchmark.
• The latest Elixir 2006-2026 run is not yet paired with a matching Python execution.
• Operational behavior under continuous retrieval, retries, and partial source failure remains untested across both stacks.

Public evidence

• Read the paired comparison (case-study)
• Inspect the Elixir source (source)
• Inspect the Python source (source)
• Inspect the result manifest (documentation)

Read the public evidence standard | Back to Selected Work