EV Fleet Carbon Intensity Benchmark
This dataset provides detailed operational and sustainability metrics for electric vehicle fleets, including carbon intensity, energy consumption, and renewable energy usage. It enables logistics and transportation managers to benchmark fleet performance, support ESG reporting, and optimize vehicle assignments for reduced environmental impact. The dataset is ideal for comparative analysis across fleets, regions, and time periods.
Sample rows
preview · 8 of 122 rows · all 19 columns| fleet_idstring | vehicle_typestring | number_of_tripsinteger | manufacturerstring | vehicle_idstring | modelstring | yearinteger | registration_numberstring | fleet_operatorstring | regionstring | total_distance_kmfloat | total_energy_consumed_kwhfloat | carbon_intensity_gco2_per_kmfloat | reporting_period_startdate | reporting_period_enddate | renewable_energy_percentagefloat | average_load_factorfloat | esg_compliance_scorefloat | notesstring |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FLEET001 | car | 308 | Tesla | EV-00001 | Model 3 Long Range | 2023 | TES23-M3LR | EcoTrans Logistics | New York, USA | 4550.8 | 820.5 | 17.2 | 2024-01-01 | 2024-03-01 | 96.8 | 38.3 | 97.6 | Brand new vehicle, high renewables, urban deliveries |
| FLEET002 | van | 134 | Renault | EV-00002 | Kangoo ZE Maxi | 2025 | REN25-KGZE | GreenFleet Europe | London, UK | 3120.1 | 365.2 | 32.9 | 2024-02-01 | 2024-04-30 | 68.1 | 62.7 | 82.5 | Standard city courier, moderate load, mixed renewables |
| FLEET003 | truck | 98 | Volvo | EV-00003 | FH Electric | 2022 | VOL22-FHELEC | Nordic Cargo | Stockholm, Sweden | 1850.3 | 788.7 | 61.2 | 2024-01-15 | 2024-04-15 | 21.4 | 87.2 | 54.9 | High load, moderate CI, industrial routes |
| FLEET004 | bus | 1822 | BYD | EV-00004 | K9 | 2018 | BYD18-K9BUS | MetroTransit Asia | Beijing, China | 184500 | 49800 | 101.3 | 2023-10-01 | 2024-03-01 | 13.6 | 88.7 | 29.6 | Longest running bus, low renewables, high mileage |
| FLEET005 | other | 0 | Arcimoto | EV-00005 | FUV | 2100 | ARC2100-FUV | Future Mobility Labs | Tokyo, Japan | 0 | 0 | 0 | 2024-04-01 | 2024-04-01 | 100 | blank | 100 | Prototype unit, zero emissions, newly delivered |
| FLEET006 | car | 243 | Nissan | EV-00006 | Leaf e+ | 2020 | NIS20-LEAFE | Urban EV Mobility | Amsterdam, Netherlands | 3250.7 | 397.9 | 22.1 | 2024-01-10 | 2024-02-28 | 74.3 | 41.9 | 85.4 | Majority night rides, moderate renewables |
| FLEET007 | truck | 155 | Freightliner | EV-00007 | eCascadia | 2021 | FRG21-ECASC | AmeriFreight EV | Denver, USA | 2550.2 | 1020.6 | 52.3 | 2024-02-05 | 2024-05-05 | 19.2 | 94.1 | 47.7 | Industrial; very low renewable mix |
| FLEET008 | van | 97 | Peugeot | EV-00008 | e-Expert Pro | 2024 | PEU24-EEXPT | EuroCourier | Paris, France | 2202.4 | 341.2 | 28.4 | 2024-03-01 | 2024-04-30 | 85.7 | 72.9 | 89.2 | Consistent route-based usage, high load factor |
| FLEET009 | bus | 1755 | Proterra | EV-00009 | Catalyst E2 | 2024 | PRO24-CATE2 | Northwestern Transit | Portland, USA | 167200 | 33410 | 12.3 | 2023-11-01 | 2024-04-01 | 98.9 | 91.2 | 92.7 | Newest bus, high renewables, heavy usage |
| FLEET010 | car | 183 | Hyundai | EV-00010 | Ioniq 5 | 2022 | HYU22-ION5 | AsiaEV Mobility | Singapore | 2190.3 | 346.8 | 19.8 | 2024-02-01 | 2024-03-29 | 86.4 | 29.4 | 91.9 | Fleet veteran, urban mobility, high renewables |
| FLEET011 | van | 78 | Fiat | EV-00011 | E-Ducato Maxi | 2026 | FIA26-EDMAX | ItaliaExpress | Rome, Italy | 1480.9 | 212.8 | 24.6 | 2024-04-01 | 2024-06-01 | 79.9 | 67.8 | 84.1 | Standard city courier, future delivery fleet |
| FLEET012 | truck | 291 | Mercedes-Benz | EV-00012 | eActros | 2023 | MER23-EACTR | Munich Logistics EV | Munich, Germany | 3390.7 | 982.2 | 97.8 | 2024-03-01 | 2024-05-31 | 8.2 | 94.9 | 19.2 | Cold-chain vehicle, lowest renewables |
| FLEET013 | bus | 1593 | Yutong | EV-00013 | E12 | 2021 | YUT21-E12BUS | AsiaBus Group | Singapore | 145700 | 30210 | 61.4 | 2023-12-01 | 2024-04-30 | 34.1 | 85.6 | 43.8 | Mixed energy sourcing, high ridership |
| FLEET014 | car | 161 | Chevrolet | EV-00014 | Bolt EV | 2017 | CHE17-BOLTEV | WestCoast EVs | San Jose, USA | 1680.2 | 199.5 | 25.8 | 2024-02-10 | 2024-03-15 | 58.3 | 40.7 | 79.7 | Fleet veteran, daily commutes, moderate renewables |
| FLEET015 | van | 199 | Ford | EV-00015 | E-Transit XL | 2022 | FOR22-ETRXL | Madrid Cargo EV | Madrid, Spain | 5430.6 | 609.1 | 40.2 | 2024-01-01 | 2024-04-01 | 57.3 | 85.2 | 78.1 | Consistent route-based usage, high mileage |
| FLEET016 | other | 12 | Polaris | EV-00016 | GEM e2 | 2018 | POL18-GEME2 | Campus Mobility Services | Austin, USA | 97.6 | 16.1 | 14.7 | 2024-04-01 | 2024-04-15 | 17.2 | 6.2 | 31.8 | Micro urban fleet, low energy sourcing |
| FLEET017 | bus | 1208 | Solaris | EV-00017 | Urbino Electric | 2020 | SOL20-URBEL | Central Europe Transit | Warsaw, Poland | 112800 | 17600 | 15.6 | 2023-09-01 | 2024-02-01 | 94.2 | 76.4 | 91.4 | High renewables, moderate mileage |
| FLEET018 | truck | 57 | Rivian | EV-00018 | R1T | 2023 | RIV23-R1TTRK | Rocky Mountain EVs | Denver, USA | 1240.5 | 640.9 | 39.8 | 2024-03-01 | 2024-04-30 | 52.6 | 92.1 | 71.8 | High load, moderate renewables |
| FLEET019 | car | 587 | Volkswagen | EV-00019 | ID.4 Pro | 2024 | VWG24-ID4PRO | UrbanEV Delivery | Toronto, Canada | 6050.6 | 1120.3 | 13.7 | 2024-01-01 | 2024-02-28 | 98.4 | 46.2 | 99.1 | Brand new vehicle, high ESG, urban |
| FLEET020 | van | 163 | Renault | EV-00020 | Master ZE | 2022 | REN22-MAZE | GreenFleet Europe | London, UK | 4120.9 | 519.8 | 42.1 | 2024-02-01 | 2024-03-31 | 54.2 | 79.4 | 75.2 | Consistent route-based usage, moderate renewables |
What the 122 rows show
from the 122-row sampleBus (vehicle type) stands out: mean number_
- 149median number_
of_ trips - 2,876median total_
distance_ km - 530.5median total_
energy_ consumed_ kwh - 31.0median carbon_
intensity_ gco2_ per_ km - 67.8median renewable_
energy_ percentage - 69.1median average_
load_ factor
Median 149, from 0 to 2,000.
- string 9
- integer 2
- float 6
- date 2
Columns
19 columns in three groups| column | type | description | example |
|---|---|---|---|
| Text 9 columns | |||
fleet_id | string | Unique identifier for the EV fleet.unique | FLEET001 |
vehicle_id | string | Unique identifier for each electric vehicle within the fleet.unique | EV-00001 |
vehicle_type | string | Type or category of the vehicle (e.g., van, truck, car).van · truck · car · bus · other | car |
manufacturer | string | Manufacturer of the electric vehicle. | Tesla |
model | string | Model name or number of the electric vehicle. | Model 3 Long Range |
registration_number | string | Official registration number or license plate of the vehicle.unique | TES23-M3LR |
fleet_operator | string | Name of the company or organization operating the fleet. | EcoTrans Logistics |
region | string | Geographic region or area where the fleet operates. | New York, USA |
notes | string | Additional notes or comments about the vehicle or reporting period.optional | Urban fleet, moderate CI |
| Numbers 8 columns | |||
year | integer | Year the vehicle was manufactured.2,000 to 2,100 | 2023 |
total_distance_km | float | Total distance traveled by the vehicle in kilometers during the reporting period.0 or more | 4550.8 |
total_energy_consumed_kwh | float | Total electrical energy consumed by the vehicle in kilowatt-hours during the reporting period.0 or more | 820.5 |
carbon_intensity_gco2_per_km | float | Carbon intensity in grams of CO2 equivalent per kilometer for the vehicle.0 or more | 17.2 |
renewable_energy_percentage | float | Percentage of energy sourced from renewables for vehicle charging during the reporting period.0 to 100 | 96.8 |
number_of_trips | integer | Total number of trips completed by the vehicle during the reporting period.0 or more | 308 |
average_load_factor | float | Average load factor (percentage of vehicle capacity utilized) during trips.0 to 100 · optional | 38.3 |
esg_compliance_score | float | Environmental, Social, and Governance (ESG) compliance score for the vehicle or fleet during the reporting period.0 to 100 · optional | 97.6 |
| Dates and times 2 columns | |||
reporting_period_start | date | Start date of the reporting period for operational and sustainability metrics. | 2024-01-01 |
reporting_period_end | date | End date of the reporting period for operational and sustainability metrics. | 2024-03-01 |
Use it for
A logistics dashboard
Number_
of_ trips by vehicle_ type and a breakdown of manufacturer. Excel, Power BI or Tableau. Why do the 24 bus rows have a mean number_
of_ trips of 1,481? A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
- Fleets122FLEET001308carFLEET002134vanFLEET00398truck
A software demo
Believable fleets with vehicle_
id, vehicle_ type and manufacturer to fill a screen in front of a buyer.
This dataset122 rows19 columns
Yours1,000 rows19 columnsregion: UK only
blueprint · ev-fleet-carbon-intensity-benchmark
Behind this dataset
Same schema. As many rows as you need.
These 122 rows came out of a blueprint — 19 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.
Rules it was built with
- Each fleet record must include total distance traveled, energy consumed, and carbon intensity score.
- Carbon intensity is calculated per trip using energy source emission factors.
- Fleet vehicles are grouped by type (van, truck, car) and operational region.
- Charging events must specify the energy source (renewable, grid, mixed).
- Include monthly benchmarking periods for comparative analysis.
Open the blueprint in Data Factory
1 credit per row. Preview 20 rows free. Buy rows for the full run.
- Exports
- CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
- Licence
- yours to use, including commercially
- API slug
- ev-fleet-carbon-intensity-benchmark