CarWhere Research · Study
The Recall Burden Index: A Decade of Vehicle Recalls, Ranked
We analyzed every NHTSA vehicle recall campaign filed since 2016 — 4,129 campaigns covering 352.7 million vehicles, more units than there are cars on American roads. Ford leads every brand with 648 recalls — more than Toyota, Honda, and Nissan combined — and the Ford F-150 is the most-recalled model (105 campaigns, roughly one every five weeks). The quiet revolution: the share of recalls fixed by software has climbed from 12.1% in 2016 to 31.8% in 2025.
By Sam Reynolds, Lead Researcher, CarWhere · Generated 2026-09-27 · Source: NHTSA recall campaign database (2016-01-01 through 2026-09) · methodology · Press & dataset requests: [email protected]
One in three recalls is now a software fix
As cars became computers, the recall changed with them. A recall that once meant a dealer visit and a parts order increasingly means a reflash — often delivered over the air while the car sits in the driveway. The software share of new recall campaigns has nearly tripled in a decade:
| Filing year | Campaigns | Software-remedy share |
|---|---|---|
| 2016 | 338 | 12.1% |
| 2017 | 331 | 12.7% |
| 2018 | 342 | 14% |
| 2019 | 392 | 13% |
| 2020 | 344 | 14.5% |
| 2021 | 421 | 16.6% |
| 2022 | 382 | 22.5% |
| 2023 | 409 | 23.5% |
| 2024 | 425 | 26.8% |
| 2025 | 456 | 31.8% |
| 2026 (partial) | 289 | 30.4% |
Recall campaigns by brand, 2016–2026
| Brand | Campaigns | Units recalled* | Do-not-drive | Park-outside | Software share |
|---|---|---|---|---|---|
| Ford | 648 | 40.7M | 18 | 3 | 22.1% |
| Mercedes-Benz | 470 | 9.3M | 7 | 4 | 17.4% |
| BMW | 275 | 8.7M | 14 | 3 | 12.7% |
| Chevrolet | 266 | 2.5M | 2 | 9 | 18.8% |
| Toyota | 198 | 15.8M | 2 | 1 | 14.6% |
| Jeep | 181 | 7.3M | 3 | 4 | 27.6% |
| Lincoln | 176 | 866k | 4 | 3 | 24.4% |
| Honda | 175 | 15.5M | — | — | 11.4% |
| Hyundai | 166 | 14.9M | — | 20 | 19.3% |
| Volkswagen | 165 | 5.4M | 5 | 3 | 17.6% |
| Audi | 159 | 5.6M | 1 | — | 14.5% |
| RAM | 159 | 13.8M | 3 | 2 | 25.8% |
| GMC | 156 | 925k | 2 | 2 | 18.6% |
| Nissan | 150 | 11.4M | 1 | 3 | 15.3% |
| Kia | 148 | 13.0M | 2 | 14 | 21.6% |
| Volvo | 133 | 2.8M | 5 | 1 | 21.8% |
| Dodge | 96 | 2.2M | 4 | 1 | 19.8% |
| Porsche | 96 | 1.2M | 4 | — | 22.9% |
| Land Rover | 94 | 1.2M | — | 1 | 23.4% |
| Tesla | 89 | 13.4M | — | — | 37.1% |
| Subaru | 88 | 8.9M | 4 | 2 | 14.8% |
| Cadillac | 87 | 607k | 3 | — | 26.4% |
| Mazda | 83 | 5.1M | 18 | — | 20.5% |
| Chrysler | 74 | 1.4M | 4 | 5 | 24.3% |
| Lexus | 61 | 347k | — | — | 19.7% |
| Acura | 60 | 642k | — | — | 10% |
| Jaguar | 59 | 152k | — | 4 | 33.9% |
| Buick | 48 | 113k | — | — | 16.7% |
| Mitsubishi | 43 | 2.8M | 1 | — | 23.3% |
| Infiniti | 42 | 153k | — | 2 | 28.6% |
| Genesis | 33 | 401k | — | 3 | 24.2% |
| Alfa Romeo | 31 | 251k | — | 1 | 19.4% |
| Rivian | 24 | 278k | — | — | 25% |
| MINI | 23 | 146k | — | — | 8.7% |
| Lucid | 22 | 102k | — | 1 | 59.1% |
*Units counted only for campaigns limited to a single brand; recalls shared across sibling brands (e.g. Ford/Lincoln, Chrysler/Dodge/Jeep/RAM) count toward each brand’s campaign total but not its unit total, so unit figures understate shared-platform brands. Raw counts also reflect model-line breadth and sales scale — a high count is not by itself a reliability verdict.
The 15 most-recalled models
| Model | Recall campaigns since 2016 |
|---|---|
| Ford F-150 | 105 |
| Ford Explorer | 90 |
| Mercedes-Benz Sprinter | 89 |
| RAM 1500 | 80 |
| BMW X5 | 67 |
| Ford F-350 Super Duty | 61 |
| Ford Transit | 60 |
| Jeep Grand Cherokee | 60 |
| Ford F-250 Super Duty | 60 |
| Ford Escape | 58 |
| RAM 2500 | 55 |
| Ford Ranger | 55 |
| BMW X3 | 54 |
| Ford Mustang | 53 |
| Jeep Wrangler | 53 |
A campaign counts toward a model if any model year of that nameplate is included. High-volume vehicles accumulate more campaigns partly because more are on the road — the F-150 is also America’s best-selling vehicle.
The fire lists: do-not-drive and park-outside advisories
Since 2016, 87 campaigns carried a do-not-drive advisory and 82 carried a park-outside (fire risk while parked) advisory. The park-outside list is dominated by Hyundai (20) and Kia (14) — mostly ABS-module and electrical fire risks — while Ford (18) and Mazda (18) lead do-not-drive advisories, Mazda’s driven largely by aging Takata airbag inflators. If you own or are buying any used car, these advisories attach to the VIN — check before you drive it home.
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Methodology & honest limits
- • Source: NHTSA’s public recall campaign database (Part 573 reports), vehicle campaigns only, filed 2016-01-01 through 2026-09. Campaigns are deduplicated by NHTSA campaign number; a campaign spanning several models or brands counts once per brand/model it touches.
- • “Software-remedy share” = campaigns whose corrective action describes a software, firmware, or over-the-air update (it may accompany a hardware fix). 2026 is a partial year.
- • Consumer light-vehicle brands only (RV, trailer, and commercial-truck makers excluded); brands shown at 20+ campaigns. Potentially-affected unit counts are manufacturer estimates filed with NHTSA.
- • A recall is a fix, not just a defect: manufacturers with proactive safety cultures sometimes recall smaller issues voluntarily. Read this alongside owner-complaint rates — see the Complaint Census — before judging a brand.
- • Reuse: cite “CarWhere Recall Burden Index, 2026” with a link. Dataset available to journalists: [email protected].
Related: free VIN recall check · the Complaint Census · the Discount Reality Index
Frequently asked questions
Which car brand has the most recalls?
Ford, with 648 NHTSA recall campaigns filed since 2016 — more than Toyota, Honda, and Nissan combined in this dataset. Raw campaign counts partly reflect scale and model-line breadth, and some manufacturers recall proactively for smaller defects, so pair this table with per-vehicle measures like our Complaint Census before judging a brand.
What percentage of car recalls are fixed with a software update?
20.1% of campaigns across the full decade — but the trend is the story: 12.1% of recalls filed in 2016 involved a software remedy versus 31.8% in 2025. Roughly one in three new recalls is now fixed by reflashing or updating software, many over the air with no dealer visit.
What is a do-not-drive or park-outside recall?
The most serious consumer advisories NHTSA attaches to a recall. A do-not-drive advisory means the defect is dangerous enough that owners should stop driving until repair (87 campaigns since 2016). A park-outside advisory means the vehicle can catch fire while parked, so it should be kept away from buildings (82 campaigns). Hyundai and Kia account for 34 of the park-outside advisories in this window.
Which vehicle model has the most recalls?
The Ford F-150: 105 separate recall campaigns since 2016 — roughly one every five weeks for a decade. It is also America's best-selling vehicle, and more units on the road means more defect reports, so volume is part of the explanation.
How do I check if a specific car has open recalls?
Recalls attach to the VIN, not the model. Run the VIN through a recall check — CarWhere's free recall lookup covers open NHTSA campaigns, and our full vehicle history report includes recall status alongside title and auction records.