Predictive Hiring: Forecasting Retention Before Day One

Retention starts before the offer letter

Attrition in remote-distributed teams is rarely random. By the time a hire walks out, the signals were usually visible during screening — they were just ignored.

Three predictive signals we track

1. Stated motivation alignment. Candidates whose stated motivations match the role description tend to stay 1.7x longer.
2. Compensation realism. Wide gaps between stated expectations and market median predict early attrition.
3. Manager-fit interview signal. A 30-minute structured fit interview with the actual hiring manager raises year-one retention measurably.

How we use this

We surface these as a single retention-forecast score on every shortlisted candidate. Hiring managers get the score plus the underlying evidence and decide for themselves.