The Twelvefold framework makes a claim that deserves empirical scrutiny: that pattern literacy produces measurable changes in decision quality, pattern recurrence rate, and life-area outcomes over time. We are building the infrastructure to test this.

Active

Longitudinal outcome tracking

Do people who complete pattern readings report fewer recurrences of the same pattern six months later? Data collection underway with the first practitioner cohort.

Seeking partners

Cross-cultural validity

Do the 12-phase patterns manifest consistently across cultures? Seeking research partnerships with universities in West Africa, East Asia, and Europe.

Planned

Practitioner efficacy study

Comparing outcomes between self-directed framework use and practitioner-guided readings. Design phase.

Research partnerships

If you are a researcher, graduate student, or institutional partner interested in studying pattern literacy outcomes, we want to hear from you.

Get in touch →

Pattern Literacy is an educational and reflective framework. It is not therapy, medical care, diagnosis, financial advice, or a substitute for professional support.