This strategy could be slightly improved by never tipping.
That's why I like how with services like Uber, it's very unlikely to get the same person who drove you previously. No pressure to have to bribe anyone to do their job.
Heck, if I lived there and were forced to take a cab, I would tip heavily upfront just to protect myself.