WalkSelf โ€” Decode the version of you that's becoming.
Methodology

How the screening actually works.

Real math under poetic language. Calibrated honesty over false certainty.

Three independent signals

One signal is opinion. Three signals, agreeing, become a pattern. We triangulate across what you tell us, what your body carries, and the configuration you were born under โ€” then surface only the few directions where they line up.

1. Your answers (25% weight)

12 questions โ€” open reflections, a life-satisfaction scale, and choice items. The choice items map your leanings onto 8 archetype dimensions (Creator, Healer, Sage, Sovereign, Bridge, Mystic, Warrior, Keeper). It is deliberately not a clinical personality test โ€” it is the context the hands and chart are read against.

2. Your natal chart (45% weight)

Date, time, and place are translated by Swiss Ephemeris into planetary positions, houses, and major aspects. Each configuration is mapped, via a fixed lookup table, to the same 8 archetype dimensions used by the quiz.

3. Your hands (30% weight)

Your hand geometry is read on-device โ€” the silhouette gives proportions like finger spread, width-to-length, and thumb opening. With your consent the photo is sent once to an AI for a brief palmist reading; the image is discarded immediately and never stored. Only a small numeric vector and that text ever leave your device.

Ensemble scoring

The three layers are weighted (answers 25%, chart 45%, hands 30%) into a score across the 8 archetypes; if a layer is missing, its weight shifts to your answers. Your archetype vector is then matched to career directions, and the strongest is shown as a calibrated estimate โ€” a resonance metric, not a prediction. The more complete and honest your inputs, the higher the confidence band.

Confidence calibration

The confidence band on your certificate reflects data completeness:

What we don't claim

We don't give a 100% guarantee. All numbers are alignment/resonance โ€” measures of statistical match with our archetype models โ€” not predictions of life outcome. We don't promise career success, income, or happiness. The math is real; the choice of what to do with it is still yours.

The more honestly you answer the questions, the higher our precision.