Deterministic
Same candidate plus same job equals the same score, every time. Score it today, score it next year, score it after a system migration — identical result. No model drift, no retraining surprises, no “why is the score different now?”.
Reproducibility is non-negotiable when a candidate asks “why was I not shortlisted?”.