Algorithms

Every matching algorithm encodes a value judgement. The question is not whether the system is neutral — no system is — but whether its values are explicit, accountable, and fair.

An algorithm is only as accountable as the institution that deploys it. Without governance frameworks, algorithmic systems replicate existing biases at scale and speed.