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Tesla rolls out latest Safety Score update—Here’s what’s new

Tesla’s latest Safety Score update drops one highly criticized factor, while adding weight to pieces like speeding, follow distance, and more.

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Credit: Tesla

Tesla has officially started rolling out a new version of its insurance program’s Safety Scores beta, improving upon a few different metrics that make up the index.

As detailed on the Tesla Insurance web page, the company has updated its Safety Scores to beta version 2.2 from the previous version 2.1. The update primarily includes improvements to how Excessive Speeding is measured, along with the removal of Forward Collision Warnings (FCW) from the formula.

In addition, Tesla has slightly increased the values of related factors such as Hard Braking and Unsafe Following Time in the v2.2 formula, perhaps in an attempt to help accommodate some of the situations previously covered by the FCW rating.

READ MORE ON TESLA INSURANCE: Tesla launches insurance discount for FSD users in these two states

Tesla’s Safety Scores are used to determine premium rates for buyers of the company’s in-house insurance program, except in California, where privacy laws prohibit the use of real-time driving data to determine premiums. The company also says that its latest formula for Safety Scores were generated using over 22 billion miles of fleet data from its cars, while the company plans to continue improving the formula as more data comes in.

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At this time, Tesla Insurance is available in the following 12 states, though Safety Scores aren’t available in California for the aforementioned reason:

  • Arizona
  • California
  • Colorado
  • Illinois
  • Maryland
  • Minnesota
  • Nevada
  • Ohio
  • Oregon
  • Texas
  • Utah
  • Virginia

 

You can see the factors that make up Tesla’s Insurance Safety Scores below or on its website here, along with the specific formula that makes up a drivers’ 0 to 100 Safety Score.

Hard Braking

Credit: Tesla

Hard braking is defined as backward acceleration, measured by your Tesla vehicle, in excess of 0.3g. This is the same as a decrease in the vehicle’s speed larger than 6.7 mph, in one second. Hard braking is introduced into the Safety Score Beta formula as the proportion of time where the vehicle experiences backward acceleration greater than 0.3g as a percentage of the proportion of time the vehicle experiences backward acceleration greater than 0.1g (2.2 mph in one second). Hard braking while on Autopilot is not factored into the Safety Score Beta formula. For vehicles with Autopilot computer 3.0 or greater, braking while the vehicle detects yellow traffic lights is also not factored into the Safety Score Beta formula. If the vehicle is unable to detect a yellow traffic light at the time of the hard braking, the event will impact your Safety Score. The percentage shown in the app is the proportion of time spent braking done with excessive force when driving and Autopilot is not engaged. The value is capped at 5.2 percent in the Safety Score Beta formula.

Aggressive Turning

Credit: Tesla

Aggressive turning is defined as left/right acceleration, measured by your Tesla vehicle, in excess of 0.4g. This is the same as an increase in the vehicle’s speed to the left/right larger than 8.9 mph, in one second. Aggressive turning is introduced into the Safety Score Beta formula as the proportion of time the vehicle experiences left or right acceleration greater than 0.4g as a percentage of the proportion of time the vehicle experiences left or right acceleration greater than 0.2g (4.5 mph in one second). Aggressive turning while on Autopilot is not factored into the Safety Score Beta formula. The percentage shown in the Tesla app is the proportion of time spent turning with excessive force when driving and Autopilot is not engaged. The value is capped at 13.2 percent in the Safety Score Beta formula.

Unsafe Following

Credit: Tesla

Your Tesla vehicle measures its own speed, the speed of the vehicle in front and the distance between the two vehicles. Based on these measurements, your vehicle calculates the number of seconds you would have to react and stop if the vehicle in front of you came to a sudden stop. This measurement is called “headway.” Unsafe following is the proportion of time where your vehicle’s headway is less than 1.0 seconds relative to the time that your vehicle’s headway is less than 3.0 seconds. Unsafe following is only measured when your vehicle is traveling at least 50 mph and is incorporated into the Safety Score Beta formula as a percentage. Unsafe following while on Autopilot is not factored into the Safety Score Beta formula. The percentage shown in the Tesla app is the percentage of unsafe following when driving and Autopilot is not engaged. The value is capped at 63.2 percent in the Safety Score Beta formula.

Excessive Speeding

Credit: Tesla

Excessive Speeding is defined as the proportion of time spent driving in excess of 85 mph or driving 20% faster than the vehicle in front of you, when that vehicle is going over 25 mph and is within 100 meters of your vehicle. This value is expressed as a percentage of total driving time and is capped at 10.0% in the Safety Score Beta formula. Speeding while on Autopilot is not factored into the Safety Score Beta formula.

Late-Night Driving

Credit: Tesla

Late-Night Driving is defined as the number of seconds you spend driving at night (11 PM – 4 AM) divided by the number of seconds you spend driving total during the day and night. Due to the variable risk level associated with driving during each late-night hour, each hour is weighed differently, and driving at each hour will affect your Safety Score differently. For example, driving at 11 PM will not affect your Safety Score as heavily as driving at 2 AM. Drive sessions that span two days will apply to the day the trip ends. Late-Night Driving includes all driving at night (11 PM – 4 AM) including any driving done on Autopilot. The value is capped at 14.2 percent in the Safety Score Beta formula.

Forced Autopilot Disengagement

Credit: Tesla

The Autopilot system disengages for the remainder of a trip after the driver has received three audio and visual warnings. These warnings occur when your Tesla vehicle has determined that the driver has not applied sufficient resistance to the steering wheel or has become inattentive. Forced Autopilot Disengagement is introduced into the Safety Score Beta formula as a 1 or 0 indicator. The value is 1 if the Autopilot system is forcibly disengaged during a trip, and 0 otherwise.

Unbuckled Driving

Credit: Tesla

Unbuckled Driving is defined as the proportion of time spent driving above 10 mph without fastening the driver’s seatbelt in a Tesla vehicle, as a percentage of time spent driving above 10 mph. The value shown in the Tesla app is the proportion of time driven at a speed over 10 mph, without buckling the driver’s seatbelt, as a percentage of time spent driving over 10 mph. The value is capped at 31.7 percent in the Safety Score Beta formula.

Tesla’s formula for Safety Score beta v2.2

Tesla takes the formula pictured below, dubbed its Predicted Collision Frequency (PCF), and converts it into the 0 to 100 version 2.2 Safety Score it assigns based on driver behavior. The 2.1 Safety Score formula can also be seen on the Tesla Insurance page, though the below formula is for the newly launched version 2.2.

Credit: Tesla

Tesla posts Q4 2024 vehicle safety report

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Zach is a renewable energy reporter who has been covering electric vehicles since 2020. He grew up in Fremont, California, and he currently lives in Colorado. His work has appeared in the Chicago Tribune, KRON4 San Francisco, FOX31 Denver, InsideEVs, CleanTechnica, and many other publications. When he isn't covering Tesla or other EV companies, you can find him writing and performing music, drinking a good cup of coffee, or hanging out with his cats, Banks and Freddie. Reach out at zach@teslarati.com, find him on X at @zacharyvisconti, or send us tips at tips@teslarati.com.

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Tesla lands permission to test Full Self-Driving in new country

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tesla showroom
(Credit: NicklasNilsso14)

Tesla has landed permission to begin testing its Full Self-Driving suite in a new country: Sweden.

Tesla has been working to expand its Full Self-Driving suite across the world. Currently, it is available in seven countries: the United States, Canada, Mexico, Puerto Rico, Australia, New Zealand, and China, where it is referred to as “City Autopilot.”

Capabilities of the Full Self-Driving suite differ in each region based on the approvals given to Tesla by regulatory agencies.

In Europe, Tesla has been attempting for a long time to launch FSD in various countries, but regulatory red tape has been prolonging the company’s ability to launch the suite.

However, Sweden appears to be ready to allow Tesla to test FSD in some passenger and public locations, according to the country’s Transport Agency.

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On X, a Swedish Tesla owner named Alexander Kristensen, says he received direct confirmation from the Transport Agency that Tesla has “received permission to test automated vehicles.”

The full email said:

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“Tesla received permission to test automated vehicles last week. This includes three vehicles and all state highways and expressways in Sweden.”

Tesla has already been working with the Swedish Transport Agency on the first steps of Full Self-Driving’s approval. The company and the Transport Agency spent two weeks assessing data gathered during a Formal Site Assessment Test, or SAT.

Based on the communication from the Transport Agency to Kristensen, it appears the company has passed the SAT and will now be able to perform its own testing within the market.

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This approval seems similar to the approval Tesla received in U.S. states for Robotaxi operation. Nevada and Arizona have both given Tesla approval for Robotaxi testing, but passengers are not allowed in the vehicles quite yet.

Instead, company employees perform the testing, which is likely what will go on in Sweden until the Transport Agency gives the company a green light to roll FSD software out to customers.

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My Tesla did this on FSD (Supervised) v14.1 and the internet went crazy

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My Tesla did something on Full Self-Driving (Supervised) v14.1, and it garnered quite the response from the internet.

I received access to Tesla’s FSD v14.1 on Tuesday night, and by Wednesday, I was already using it and seeing all the progress the company had made from v13.2.9.

Tesla Full Self-Driving v14.1 first impressions: Robotaxi-like features arrive

However, there was one thing that it did during the drive that I shared on our social media accounts, and it really got a lot of interesting reactions from people from all corners of the world.

I’ll give some background about the situation: I was driving on Main Street in Dallastown, PA, and the route was about to take me left onto Pleasant Avenue. It is a tight and usually very congested intersection; Main Street is a popular route for many construction vehicles and even some tractor-trailers.

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It is a pretty tight intersection for full-size trucks and larger passenger vehicles. It is not super tight for my Model Y, but it gets to feel congested at times, including with what happened yesterday.

The light when I approached the intersection was a green yield; there was also a solid green arrow at the beginning of my light cycle, but I had arrived after that had already turned into the green yield. Oncoming traffic had a green light.

My Model Y got out into the middle of the intersection, and the light turned yellow, then red. Most people, including myself, would have probably made the left turn after the light turned red since the car was already out in the intersection.

The Tesla, using FSD v14.1, did not. Instead, it chose to back up to the “Stop Here on Red” line, which is further back due to the tight turn the perpendicular traffic has:

As I mentioned, I would have probably taken the left turn. However, I believe the Tesla did not see the traffic that sat to the left, and because of this, it weighed the turn as a higher probability of an accident than if it were to just back up to the line.

If you look at these two screenshots from when the light was yellow and red, Tesla’s driver visualization does not have any idea what traffic is to the left on Pleasant Avenue:

I believe that, since FSD could not tell what traffic was down to the left, it chose to reverse.

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People had some polarizing opinions on it:

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As far as the legality of the move, it does not seem to be against Pennsylvania law to go through or choose to back up. I have seen many cars do both things over the course of my life of driving in this state, and neither has ever gotten anyone a ticket.

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I think FSD just did what it felt was the safer option here.

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NHTSA probes 2.9 million Tesla vehicles over reports of FSD traffic violations

The agency said FSD may have “induced vehicle behavior that violated traffic safety laws.”

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Credit: Whole Mars Catalog/YouTube

The U.S. National Highway Traffic Safety Administration (NHTSA) has opened an investigation into nearly 2.9 million Tesla vehicles over potential traffic-safety violations linked to the use of the company’s Full Self-Driving (FSD) system.

The agency said FSD may have “induced vehicle behavior that violated traffic safety laws,” citing reports of Teslas running red lights or traveling in the wrong direction during lane changes.

As per the NHTSA, it has six reports in which a Tesla with FSD engaged “approached an intersection with a red traffic signal, continued to travel into the intersection against the red light and was subsequently involved in a crash with other motor vehicles in the intersection.” Four of these crashes reportedly resulted in one or more major injuries. 

The agency also listed 18 complaints and one media report which alleged that a Tesla operating with FSD engaged “failed to remain stopped for the duration of a red traffic signal, failed to stop fully, or failed to accurately detect and display the correct traffic signal state in the vehicle interface.”

Some complainants also alleged that FSD “did not provide warnings of the system’s intended behavior as the vehicle was approaching a red traffic signal,” as noted in a Reuters report.

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Tesla has not commented on the investigation, which remains in the preliminary phase. However, any potential recall could prove complicated since the reported incidents likely involved the use of older FSD (Supervised) versions that have already been updated. 

Tesla’s recent FSD (Supervised) V14.1 update, which is currently rolling out to drivers, is expected to feature significantly improved lane management, intersection handling, and overall driving accuracy, reducing the chances of similar violations. It should also be noted that Tesla maintains that FSD is a supervised system for now, and thus, is not autonomous yet.

While autonomous systems face scrutiny, NHTSA’s own data highlights a much larger danger on the road from human error. The agency recorded 3,275 deaths in 2023 caused by distracted driving due to activities like texting, talking, or adjusting navigation while operating a vehicle manually. It is also widely believed that a good number of traffic violations are unreported due to their frequency and ubiquity.

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