Patterns of Choice research stage

A mirror for the values you live by, alongside the ones you say you live by.

An instrument for measuring the gap between two channels of ethical preference — the values someone states they hold, and the values revealed by their everyday choices over weeks. Pre-registered measurement validation in progress.

Try it yourself → Methodology The H8 hypothesis
Three short pieces of the instrument — the card sort, the quick-fire, and the H8 illustration — each about two minutes, nothing recorded. The full instrument is a 4-week daily practice (~5 min/session).

Try it yourself

Three short, self-contained pieces of the instrument — each a couple of minutes, nothing recorded, nothing sent anywhere. Together they map to the instrument's three moving parts.

The card sort · stated channel

Keep five of twenty values; see how they fall across the four domains. This is what you'd say you value.

Sort the cards →

The quick-fire · revealed channel

Predict how honestly you'll answer, then make six timed choices and see the gap. This is what your choices reveal.

Take the quick-fire →

The Weight of a Name · the H8 mechanism

Make one choice in the abstract, then again about someone you've come to know. Notice what moves — and why that's ambiguous.

Feel the H8 effect →

Why

Existing ethics instruments measure one of two channels:

Neither systematically compares the two within-person over time. The gap is where growth becomes concrete — not "be more honest," but "your aspirational layer ranks honesty third; your everyday choices reveal it operates more like sixth."

The instrument is positioned as a contemplative practice with research-grade measurement underneath, not a personality quiz and not a self-improvement app. Three operating constraints are load-bearing:

How it works

Four ethical domains

Drawn from a synthesis of Moral Foundations Theory (Haidt), HEXACO Honesty-Humility, and behavioral-ethics literature. Each domain is probed across three scenario types: quick-fire repeated low-stakes (8-second timer), branching narratives with multi-decision arcs, and cost-of-virtue probes with stake ladders.

Truth-telling under cost — what you reach for when honesty is inconvenient
Resource allocation — what you do when something is yours to divide
In-group / out-group — where your circle begins and ends
Reciprocity / cooperation — how you respond to others' moves over time

Stated-values inventory

Three layers: current self, aspirational self, and admired other. Forced-choice format throughout (no Likert scales). Bradley-Terry scoring on pairwise comparisons. Same 20-value deck used across all three layers so within-person divergence is interpretable.

Try the card sort → — a 2-minute reduction of the stated channel: keep five of twenty values, then see how they fall across the four domains.

Validation plan

n=10 pilot → n=200 main study. Pre-registered at OSF before data collection; published regardless of outcome (negative results included).

Eight hypotheses, three primary (gate-criterion for instrument validation), five secondary:

The H8 hypothesis

A novel methodological claim being pre-registered alongside the standard validation hypotheses:

Narrative-embedding with recurring-character attachment functions as a measure-debiasing mechanism against social-desirability response — AND as a stake-grounding mechanism for high-stakes attachment-laden choices. The instrument's narrative format is therefore a load-bearing measurement choice, not an aesthetic one.

Standard psychometric instruments treat narrative-embedding as either cosmetic ("makes items more interesting") or a confounding source of variance to be minimized. H8 inverts this: it claims narrative-embedding-with-attachment is a feature on a specific, named, falsifiable measurement-quality dimension.

If a participant has interacted with a recurring character across multiple sessions and developed measurable parasocial attachment to them, their response to a high-stakes choice involving that character's welfare is grounded in something the abstract version of the same dilemma cannot replicate. It's easy to say you'll save a handful of humans over a dog. When the dog is a character you've come to know across many sessions, the trade-off becomes grounded in real-feeling stakes.

Theoretical anchors: narrative transportation theory (Green & Brock 2000), parasocial attachment (Horton & Wohl 1956; Tukachinsky 2010 PSR-PRD scale). Tested via within-subject paired narrative-vs-abstract probes; sub-hypotheses H8a (debiasing) and H8b (attachment-grounding) both required for the combined claim.

See the idea on yourself. A two-minute interactive illustration: make one choice in the abstract, then make the same choice about someone you've come to know. Notice what moves — and read the honest caveat about why a shift could be either debiasing or manipulation.

The Weight of a Name — try the H8 demo →

Current state

What's missing before pilot launch: co-PI commitment, IRB approval, production runtime engineering. The research-side spec work is substantially complete; the partnership and engineering steps are the remaining critical path.