[svnt]

This is the root of the misunderstanding, I think. You’re begging the question.

More data does not necessarily mean better data. You can collect many more individual driver experiences, but if they do not have sufficient resolution in the necessary dimensions, they may never provide “better data.” Similarly, even if the magic data is hidden somewhere in there, if the model cannot practically extract the insight because of their sizes/disorganization vs the computational/storage capacity, this too would mean they are not better data.

Of course you can make the argument that some of the sensors are unnecessary, but when one fleet has had millions of vehicles for years and isn’t working, and one started with dozens, has recently grown to one thousand vehicles, and is working, the evidence is not in support of the argument.