Translate selected customer interactions into transparent scores that support prioritization, balancing recent activity with explicit rules and regular review rather than equating engagement with purchase certainty.
Give teams a shared basis for reviewing engagement priorities.
Explicit Criteria
Choose meaningful engagement events and assign documented weights so teams can understand why a customer receives a score.
Choose interactions that relate to the decision the score will support and document why each one adds or removes points. Separate engagement from profile fit so teams can inspect both. Consider caps on repeated events to stop high activity volume from dominating the score without adding proportionate evidence of a useful next action.
Recency Matters
Reduce the influence of older activity using supported decay rules, keeping current engagement distinct from historical interaction volume.
Specify how older interactions lose influence and check whether the platform applies decay to each event or to another unit. Review the effect on historical activity as well as new events. An expired interaction can stop contributing to a score without erasing the underlying customer record or changing the person's messaging preferences.
Actionable Thresholds
Review score distributions and outcomes before setting operational thresholds, then monitor whether prioritization remains useful as behavior changes.
Inspect representative records and the score distribution before setting operational thresholds. Agree what the team should do when a record crosses a boundary, then compare that decision with subsequent outcomes. Recheck dependent audiences and workflows when rules change, because a revised score can alter eligibility even without any new customer activity.
Engagement scoring makes selected interactions easier to compare when its rules are understandable. Scores should support a defined decision, reflect recency and avoid confusing customer activity with fit, permission, purchase certainty or an objective measure of personal value.