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OKTO combines multiple behaviors so one missing signal does not define a person’s entire engagement picture.

Giving can provide a dated, person-level signal when a gift is associated with a member. Useful patterns include recency, frequency, and changes in established behavior. The amount itself should not be treated as a proxy for spiritual health.

Active group membership and group participation can indicate community connection outside a primary worship service. Group data is especially useful when individual Sunday attendance is not captured.

Serving assignments and completed volunteer activity can provide strong evidence that someone is actively participating. A missed assignment may be relevant context, but it should not automatically be interpreted as disengagement without reviewing the pattern.

Email or messaging activity can add context when OKTO has reliable events such as opens, clicks, replies, opt-outs, bounces, or conversation activity. Communication signals are supplemental; they should not dominate a member’s score simply because another channel has less data.

Submitting a connection card, completing a form, or progressing through a Journey can represent intentional participation and should be considered alongside other signals.

If your church records individual check-ins, those events can be used directly. If your church only records an aggregate headcount, OKTO should not infer that every member attended. Instead, use dated person-level activity—such as giving on a service day, group participation, serving, or other explicit activity—as supporting evidence.

No data is not the same as negative data. A member who has never used a particular feature should not be penalized as though they stopped using it.