I had an app like that back in 2014 and it was just an app on my phone, no device option. On the app you could see your trips and mark “Not driver/Rode as passenger “.
It’s pretty much an honor system which makes me think that they don’t actually register it or use some kind of algorithm to determine if it’s likely to be true or not. Otherwise you could just mark all your bad trips as passenger.
E.g if you have the same route to work everyday but all the ones with brake slams are checked as passenger I doubt they believe it. But if its a rarely made trip perhaps they do. Perhaps they don’t show you the actual rating and sometimes hide some details so the trip looks fine and you leave it but it still reports speeding/ brake slams.
Would be interesting to hear from someone who has worked in the development side of those applications.
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