Methodology

Sources

Every fact on the site is traceable to an official source. This page explains where the data comes from, how it is parsed, and how it is verified.

Tier 1 — canonical timing data

Al Kamel Systems (fiawec.alkamelsystems.com) is the official WEC timing partner. Every race weekend they publish entry lists, classification CSVs, lap-by-lap analysis, pit-stop reports and standings PDFs in a deterministic folder tree going back to 2012. This is the spine of the archive: ~6,000 source documents indexed, hashed and parsed into the silver tables.

Note: Al Kamel's noticeboard carries an explicit redistribution warning. We index their PDFs locally for parsing but link out to the originals on the source site — we do not re-host their documents.

Tier 1 — current-season metadata

fiawec.com hosts the current season's round pages, marketing imagery and broadcaster info. Historical race pages on fiawec.com 404, so it's only useful for the current campaign.

Tier 2 — regulations & committee decisions

FIA portal (fia.com) publishes WEC sporting and technical regulations per season, including marked-up versions showing rule deltas. These are scraped, bronze-cached and surfaced via the Regulations page.

Tier 3 — supplemental media & context

Wikidata + Wikipedia provide driver portraits, manufacturer logos, circuit photographs and biographical context. Strict P31/P279* type filtering is used so “Le Mans” resolves to Circuit de la Sarthe rather than the city, and “Viper” to Dodge Viper rather than the snake species. Coverage: ~64% of drivers have portraits, ~80% of manufacturers have logos, 100% of circuits have imagery (track-layout SVG where available, race photo otherwise).

Open-Meteo historical archive provides hourly weather observations for every event, attributed to the nearest session within ±2 hours.

Provenance ledger

Every fact loaded into the silver layer gets a row in fact_provenancepointing to the originating source_object (an immutable, sha256-keyed bronze artifact). The archive currently holds ~1.3 million provenance rows. No fact without a source — and you can always trace any number on the site back to its origin document.

Verification

Spot-checks on each major release compare the silver state to the FIA-published championship tables. Recent example: 2024 Hypercar Manufacturers final standings — Toyota P1 (190), Porsche P2 (188), Ferrari P3 (137). Matches the published table.

What we don't do

  • We do not host live timing or live broadcast streams
  • We do not sell tickets or affiliate-link broadcasters
  • We do not re-host third-party PDFs that carry redistribution restrictions

Spotted an error or missing data? See the contact options on the About page.