In short, you make half of your users send you fake data. For individual users it adds privacy, because you can't know which bits of data are real and which are

In short, you make half of your users send you fake data. For individual users it adds privacy, because you can't know which bits of data are real and which are fake. But overall you can adjust your algorithms to filter out the noise, so you still get some useful signal in aggregate.