Measuring Participatory Value: A Research Framework

A category becomes serious when it can be measured. This paper outlines an early, deliberately falsifiable framework for quantifying the value audiences contribute — the Participation Value Index (PVI). We publish it not as a finished standard but as an invitation to pressure-test.

Three dimensions

PVI scores a community across reach contribution (the demand a participant generates for others), signal contribution (the quality of their discovery and curation), and durability contribution (how much they improve retention and trust over time).

• Reach contribution — referrals, invitations, and amplification that expand the base.
• Signal contribution — early, accurate discovery and high-quality curation.
• Durability contribution — measurable lift in retention, trust, and lifetime participation.

Why a falsifiable index matters

Vanity metrics persist because they cannot be disproven. A rigorous index invites challenge: if PVI does not predict retention or monetization lift, it should be revised or discarded. That is the standard a legitimate category should hold itself to.

“The goal is not a perfect number. The goal is a number honest enough to be argued with.”

Full methodology, datasets, and replication notes will be released alongside our forthcoming white paper. We welcome collaborators.