Remote assessment integrity is different from candidate performance. One asks whether the expected person remained connected to the journey. The other measures ability. Combining them can create unfair and unexplained hiring decisions.

Imagine a candidate account behaving normally during registration, then starting an assessment from a device linked to several unrelated profiles with a sharply different interaction rhythm. The pattern deserves review, but it should never alter the assessment score.

CrossClassify supports proxy test taker detection and candidate account sharing investigations through device continuity, behavioral biometrics, network context, automation signals, and account relationships. Recruitment platforms decide when to verify, pause, or investigate, while professional evaluation remains separate.

The goal is not constant surveillance. It is risk based assessment continuity that protects integrity without treating every device change as fraud.

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