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How we de-identify your data

This explainer covers optional research processing, what gets removed before analysis, and why benchmark exports stay off until legal review clears them.

Methodology

DecideNorth groups questions into eight dimensions drawn from the relationship research tradition cited throughout the product: communication, conflict, finances, intimacy, commitment, emotional closeness, shared values, and roles. We use that structure to organize the conversation, not to hand couples a clinical label.

The methodology prioritizes relationship-specific self-report and perceived-partner signals over personality typing. That choice follows the current research base: these measures are useful for describing today's pattern, but they are not a reliable crystal ball for how a marriage will unfold.

Citations & references

Core references include Joel et al. 2020 in PNAS, which pooled 43 longitudinal couple datasets; published Gottman-era research on interaction patterns such as turning toward, conflict, and repair; PREPARE/ENRICH literature on premarital assessment domains; and Markman/Stanley premarital communication research.

We also follow the Heyman and Slep cross-validation critique by avoiding divorce-prediction percentages. DecideNorth uses research constructs as conversation scaffolding, not as a calibrated prediction engine.