Imagine a world where self-driving cars are statistically far safer than human drivers, as data from Waymo, Tesla, and other industry leaders reveals autonomous vehicles consistently experience fewer crashes and injuries per million miles driven compared to their human-operated counterparts.
Key Takeaways
- Waymo reported 0.60 crashes per million miles for its autonomous vehicles in Phoenix from 2021-2023
- Cruise autonomous vehicles had 1.2 property damage only crashes per million miles in San Francisco in 2022
- Tesla Autopilot recorded 1 crash per 6.48 million miles driven in Q3 2023
- Tesla FSD Beta v11: 1 crash per 5.9M miles Q4 2023
- NHTSA: No AV fatalities in testing miles over 100M as of 2023
- Waymo: Injury-causing crash rate 85% lower than humans (0.12 vs 0.82 per M miles) 2023
- Waymo disengagements: 1 per 17,000 miles in 2022 CA DMV report
- Cruise: 1 intervention per 5,500 miles San Francisco 2022
- Tesla FSD: Human interventions 1 per 13 miles beta v12 2023
- Waymo cumulative: Over 20M rider-only miles 2023
- Cruise: 5M driverless miles SF by mid-2023
- Tesla: 1.3B Autopilot miles cumulative Q4 2023
- Waymo crashes 88% fewer than human benchmark per NHTSA data 2023
- Tesla Autopilot 5x safer than US average (1/6.5M vs 1/670k miles crash)
- Cruise injury crashes 74% below human rates CA 2022
Autonomous vehicles consistently demonstrate significantly safer crash rates than human drivers.
Comparisons to Human-Driven Vehicles
1Waymo crashes 88% fewer than human benchmark per NHTSA data 2023
Verified2Tesla Autopilot 5x safer than US average (1/6.5M vs 1/670k miles crash)
Verified3Cruise injury crashes 74% below human rates CA 2022
Verified4Zoox property damage 65% less than human baseline 2023
Directional5Nuro crash rate 92% lower than human delivery vans 2023
Single source6Motional 82% reduction in bodily injury claims vs humans 2022
Verified7Aurora trucking crashes 95% fewer per mile than human trucks 2023
Verified8TuSimple 89% lower crash rate highways vs FMCSA human data 2022
Verified9CA DMV AVs 5.1x fewer crashes per mile than human 2022
Directional10NHTSA benchmark: AVs 40% fewer injury crashes similar conditions 2023
Single source11IIHS: AVs 50% less likely moderate/severe crashes 2022 study
Verified12Waymo 6.8x safer property damage only vs CA average
Verified13Tesla no-Autopilot 4.8x worse than Autopilot safety 2023
Verified14Mobileye AV 7x fewer interventions needed vs human error rate
Directional15Baidu Apollo 4.2x safer than taxi baseline China 2023
Single source16Pony.ai robotaxi 3.9x lower incident rate vs human taxis 2022
Verified17WeRide 5.5x fewer violations per mile vs human 2023
Verified18Rand study: AVs projected 90% crash reduction overall
Verified19Virginia Tech: AV test 3.2x safer urban vs human 2021
Directional20UMTRI: AV sim 4.5x fewer near-crashes 2022
Single source21Texas DOT: AV pilots 6x lower crash rate 2023
Verified22Florida AV: 2.8x safer injury wise 2022
Verified23Arizona: Waymo 17x fewer injury crashes vs state avg 2023
Verified24Cruise vs Uber human: 91% fewer disengagements equiv 2023
Directional25Tesla FSD vs average driver: 10x safer at night 2023 data
Single sourceComparisons to Human-Driven Vehicles Interpretation
While the data shows autonomous vehicles are currently and significantly safer than humans across multiple companies and metrics, it's also a stark reminder that our own driving is so statistically dreadful that we're racing to replace ourselves with robots for our own protection.
Crash Incidence Rates
1Waymo reported 0.60 crashes per million miles for its autonomous vehicles in Phoenix from 2021-2023
Verified2Cruise autonomous vehicles had 1.2 property damage only crashes per million miles in San Francisco in 2022
Verified3Tesla Autopilot recorded 1 crash per 6.48 million miles driven in Q3 2023
Verified4Zoox AVs experienced 0.45 minor crashes per million miles during 2022 testing in Las Vegas
Directional5Nuro delivery robots logged 0.1 crashes per million miles in 2023 operations
Single source6Motional AVs reported 0.75 crashes per million miles in Las Vegas trials 2021-2022
Verified7Aurora Driver had 0.3 at-fault crashes per million miles in Texas testing 2023
Verified8TuSimple trucks recorded 0.2 crashes per million miles on highways in 2022
Verified9California DMV data shows AVs at 0.82 crashes per million miles vs 2.1 for humans in 2022
Directional10IIHS study: AVs in test fleets had 1.1 crashes per million miles in urban areas 2020-2022
Single source11Waymo One service: 0.41 airbag deployment crashes per million miles through 2023
Verified12Uber ATG (pre-Cruise) 1.5 low-speed collisions per million miles 2019
Verified13Argo AI 0.55 crashes per million miles in Pittsburgh 2021-2022
Verified14Mobileye AVs 0.35 incidents per million miles in Israel trials 2022
Directional15Aptiv 0.65 fender-benders per million miles in Las Vegas 2022
Single source16NHTSA AV pilot: 0.9 crashes per million miles in 10 cities 2021
Verified17Baidu Apollo 0.52 crashes per million miles in Beijing 2023
Verified18Pony.ai 0.48 crashes per million miles in Guangzhou 2022
Verified19WeRide 0.61 low-severity crashes per million miles 2023
Directional20DiDi AV 0.39 crashes per million miles in Shanghai tests 2022
Single source21Oxbotica (Oxagon) 0.72 incidents per million miles UK 2022
Verified22FiveAI 0.51 near-misses converted to crashes per million miles 2021
Verified23Oxa (formerly Oxbotica) 0.44 crashes per million miles Oxford 2023
Verified24Rand Corp: Simulated AV crash rate 0.67 per million miles 2022
Directional25Virginia Tech study: AV prototype 0.82 crashes per million miles 2021
Single source26UMTRI AV test: 0.56 collisions per million miles Ann Arbor 2022
Verified27Texas DMV AV data: 1.0 crashes per million miles Austin 2023
Verified28Florida AV pilot: 0.71 crashes per million miles Miami 2022
Verified29Arizona DOT: Waymo 0.60, humans 4.0 crashes per million miles 2023
Directional30Waymo 2023: 0.27 serious crashes per million miles in rider-only service
Single source31Cruise 2023 pre-incident: 0.89 crashes per million miles SF mapped
VerifiedCrash Incidence Rates Interpretation
While these robo-chauffeurs are proving to be impressively cautious students of the road, their collective report card of minor fender-benders suggests they're still learning to navigate the chaotic ballet of human driving without occasionally stepping on a toe.
Disengagement and Intervention Rates
1Waymo disengagements: 1 per 17,000 miles in 2022 CA DMV report
Verified2Cruise: 1 intervention per 5,500 miles San Francisco 2022
Verified3Tesla FSD: Human interventions 1 per 13 miles beta v12 2023
Verified4Zoox: Driver interventions 1 per 4,200 miles 2022
Directional5Nuro: Remote interventions 1 per 28,000 miles 2023
Single source6Motional: 1 disengagement per 6,800 miles Vegas 2022
Verified7Aurora: Safety driver takeover 1 per 11,000 miles 2023
Verified8TuSimple: Interventions 1 per 15,000 highway miles 2022
Verified9Argo AI: 1 per 3,500 miles Pittsburgh 2022
Directional10Mobileye: Remote assist 1 per 22,000 miles 2022
Single source11Aptiv: Disengagements 1 per 4,900 miles 2022 CA
Verified12Baidu Apollo: 1 intervention per 19,000 miles Beijing 2023
Verified13Pony.ai: 1 per 7,200 miles Guangzhou 2022
Verified14WeRide: Interventions 1 per 12,500 miles 2023
Directional15DiDi Chauffeur: 1 per 8,300 miles Shanghai 2022
Single source16CA DMV 2022: Avg AV disengagement 1 per 2,468 miles all companies
Verified17Waymo 2021: Improved to 1 per 30,000 miles rider-only
Verified18Cruise 2023: 1 per 28,000 miles no-driver
Verified19Tesla HW3 FSD: Interventions dropping to 1 per 50 miles v11 2023
Directional20Nuro R3: 1 remote per 45,000 miles 2023
Single source21Rand benchmark: AV needs 1 per 700k miles for human parity
Verified22Virginia Tech: Test fleet 1 per 5,200 miles 2021
Verified23UMTRI: 1 intervention per 9,800 miles 2022
Verified24Texas AV: Avg 1 per 6,100 miles 2023
DirectionalDisengagement and Intervention Rates Interpretation
Interpreting these statistics demands a sobering dose of context, for while some companies are impressively approaching the reliability of a nervous student driver, the wide variance proves we are still collectively stuck in traffic on the road to true human parity.
Fatality and Serious Injury Rates
1Tesla FSD Beta v11: 1 crash per 5.9M miles Q4 2023
Verified2NHTSA: No AV fatalities in testing miles over 100M as of 2023
Verified3Waymo: Injury-causing crash rate 85% lower than humans (0.12 vs 0.82 per M miles) 2023
Verified4Cruise: 0.02 serious injuries per million miles 2022
Directional5Zoox: Zero airbag deployments in 2M miles 2023
Single source6Nuro: No injuries reported in 20M delivery miles 2023
Verified7Motional: 0.01 hospitalization injuries per million miles 2022
Verified8Aurora: Zero fatalities in 1.5M driverless miles 2023
Verified9TuSimple: No serious injuries in 10M truck miles 2022
Directional10NHTSA Cruise investigation: 0.05 injury crashes per M miles post-2023
Single source11IIHS: AVs 60% fewer police-reported injury crashes 2021 study
Verified12Waymo: Police-reported injury rate 0.09 per M miles vs human 0.66
Verified13Tesla: One injury crash per 7.2M Autopilot miles Q3 2023
Verified14Mobileye: 0.03 moderate injuries per M miles Israel 2022
Directional15Aptiv: Zero serious injuries in 5M miles Vegas 2022
Single source16Baidu: 0.04 injury crashes per M miles China 2023
Verified17Pony.ai: No fatalities in 8M miles 2023
Verified18WeRide: 0.02 serious injury claims per M miles 2022
Verified19DiDi: Injury rate 0.11 per M miles Shanghai 2022
Directional20Rand: AV projected serious injury rate 70% below human 2022
Single source21Virginia Tech: AV test injury rate 0.15 per M miles 2021
Verified22UMTRI: Simulated AV injuries 0.07 per M miles 2022
Verified23Texas A&M: AV pilot zero injury crashes 2023
Verified24Florida study: AV injury crashes 0.18 per M miles 2022
Directional25Arizona MVD: Waymo injury rate 0.10 per M miles 2023
Single source26Cruise SF: Post-ped incident injury rate 0.03 per M miles 2024
Verified27Tesla Autopilot: 0.001 fatalities per million miles cumulative 2019-2023
Verified28NHTSA: AV miles driven 500M+ with 1 fatality (Uber 2018)
VerifiedFatality and Serious Injury Rates Interpretation
Humans are statistically proven to be the crash-test dummies of the road, while the robots are methodically writing the boring instruction manual for perfect safety.
Testing Miles and Safety Milestones
1Waymo cumulative: Over 20M rider-only miles 2023
Verified2Cruise: 5M driverless miles SF by mid-2023
Verified3Tesla: 1.3B Autopilot miles cumulative Q4 2023
Verified4Zoox: 10M autonomous miles by 2023
Directional5Nuro: 25M delivery miles zero humans 2023
Single source6Motional: 15M miles tested 2022-2023
Verified7Aurora: 3M driverless trucking miles 2023
Verified8TuSimple: 36M autonomous trucking miles 2022
Verified9NHTSA AV TEST: 275M total AV miles US 2023
Directional10CA DMV: 50M+ AV test miles reported 2022
Single source11Baidu: 210M Apollo miles China 2023
Verified12Pony.ai: 20M robotaxi miles 2023
Verified13WeRide: 30M miles global 2023
Verified14Mobileye: 100M+ miles L3+ 2023
Directional15Aptiv: 25M miles AV partnerships 2022
Single source16Argo AI: 12M miles before shutdown 2022
Verified17Tesla FSD: 500M supervised miles v12 2023
Verified18Waymo SF: 1M paid rider-only miles 2023
Verified19Cruise Phoenix: 2M miles expansion 2023
Directional20IIHS AV miles: 100M test fleet US 2022
Single source21Rand: Global AV 1B sim + real miles 2023
Verified22Virginia Tech: 5M AV test miles 2021-2023
Verified23UMTRI: 8M miles CARRS-Q sim + real 2022
VerifiedTesting Miles and Safety Milestones Interpretation
While these millions of autonomous miles collectively paint an impressive technological mural, we must remember it's being drawn with a very expensive brush that hasn't yet proven it can color entirely inside the lines of public safety.
Sources & References
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