Transparency

Sources and Methodology

How EV Guide defines fields, ranks EVs, validates source quality, and publishes static audit outputs.

4,079 source rows
Audit status Pass 0 warnings
Visible fields Complete 50 primary trims
Source metadata 4,079 Per-field rows
Canonical compares 1,225 One URL per pair

Source quality tiers

Canonical source rows live in data/source-metadata.csv; generated metadata also includes derived, image, sales, and editorial provenance.

Manufacturer official manufacturer103 rows in the current metadata file
Government official government796 rows in the current metadata file
Configurator dealer or configurator0 rows in the current metadata file
Reference trusted reference2,196 rows in the current metadata file
Derived derived984 rows in the current metadata file

Fallback rules

Official firstManufacturer specs, configurators, press kits, and fueleconomy.gov are preferred.
Reference fallbackEVKX field-level rows are labeled as trusted references and remain auditable by exact value, URL, capture date, and freshness date.
Derived fieldsValue, efficiency conversions, and road-trip scores are calculated from source-backed inputs.
Displayed fieldsConsumer-facing fields render only when source-backed values exist; core shopper fields hard fail.

Current audit warnings

Open JSON
No warningsThe current audit has no warning-level issues.

Deep spec enrichment backlog

Primary visible fields are strict. Populated deep specs require canonical field-level metadata; optional fields without values are omitted from consumer UI.

plug and charge0/50 primary trims populated 0%
preconditioning0/50 primary trims populated 0%
zero to 60 s0/50 primary trims populated 0%
v2h12/50 primary trims populated 24%
v2l17/50 primary trims populated 34%
heat pump39/50 primary trims populated 78%
cargo cuft42/50 primary trims populated 84%
tow lb43/50 primary trims populated 86%

Scoring formulas

Road-trip scoreWeighted blend of range, estimated miles added in 15 minutes, and 10-80% time.
Best valueMSRP divided by rated range, sorted lowest first.
Fastest charging10-80% DC charging time, sorted shortest first.
EfficiencyEnergy use in Wh/mi, sorted lowest first.

Published data files