GiveWell prioritizes cost-effectiveness above all else, and is admirable in its transparency.

It would be a good thing if more organizations had a prominent page titled Our Mistakes.

They attempt to explain all their reasoning, incentivize being proven wrong, and keep a prominent log of their mistakes.

GiveWell provides an accountable service for directing philanthropy.