Single digit drop out for PhD programs does not sound right, I've believe the stat is closer to 50%:
https://www.chronicle.com/article/PhD-Attrition-How-Much-Is/...
https://www.chronicle.com/article/PhD-Attrition-How-Much-Is/...
I would guess that students who are funded by their advisor are much more likely to be exploited compared to the self-funded student because of the monetary exchange going on. But funded students are also less likely to quit because they have a relatively comfy job for five years that protects them from the "real world".