[infecto]

I hate the warning myself and I use the app the parent is from. I also suspect I am an outlier in not having an accident in 20 years.

It’s this obnoxious audio warning that tells me I had a hard breaking and it’s 9/10 because I stopped at a red light that I would not have made on yellow. And then it sends me tips and reminders about reducing hard breaking events and it’s annoying. I know they have done the analysis but it detects moderate hard breaking which is frustrating. One of those things that I am sure in net is positive but perhaps slices of the population it does not benefit.

[amanaplanacanal]

The lights should be timed so that you don't have to do that if you are driving the posted speed, but I know that's not always true.

[infecto]

No doubt but I think it’s two fold. Lights stink in that so many are setup not for safety so they rip through the yellow quick as possible. Second, I don’t think of these as hard breaking even but I am sure from a data perspective the cutoff is probably correct. Hard invokes a vision of an emergency brake event. These apps really capture any medium to hard brake event.

[jeffbee]

It is not possible to time lights that way over any significant distance in a multi-way fabric of traffic.