Avant Atlas

Atlas › How scoring works

How scoring works

Every venue gets a 0–100 commitment score. It measures how much a room exists to present free jazz, free improvisation and avant-garde music — not how good it is, not how good the music is. And it is always explainable: open any venue page and read the seven signals and the evidence behind each one.

The seven signals

A human (or, provisionally, a crawler) rates each signal 0–5. Points are (value / 5) × weight, summed and rounded.

SignalWeight
Dedicated series / mission
Is there a named, recurring series, festival, or curatorial line explicitly for free / improvised / experimental music? Or is that music the venue's stated reason to exist? (5 = the venue IS this music; 0 = no dedicated programming at all.)
25
Frequency of relevant shows
How often does genuinely free/avant/improvised music happen here? (5 = multiple such shows every week; 3 = a regular monthly series; 1 = a handful a year; 0 = essentially never.)
20
Artist roster
What share of the booked artists are recognized improvisers / experimental musicians (touring the creative-music circuit, on relevant labels)? (5 = almost all; 0 = none.)
20
Self-description
Does the venue describe itself with words like experimental, improvised, adventurous, creative music, avant-garde, new music? (5 = that language is central; 0 = describes itself as a bar / tourist spot / general-purpose room.)
12
Operating model
Is it artist-run / DIY collective / nonprofit built to serve the music (higher), or a commercial/tourist business that books it (lower)? (5 = artist-run or mission-driven nonprofit; 0 = commercial/tourist.)
10
Community reputation
Do scene participants, press, wikis, and scene lists name this as a home for the music? (5 = widely cited as a cornerstone; 0 = never mentioned in that context.)
8
Listening-room intent
Is the room programmed as an attentive listening experience (seated, quiet, music is the point) vs. background music in a bar? (5 = pure listening room; 0 = background music while people drink/talk.)
5
Total100

Tiers

TierRangeMeaning
Cornerstone85–100Exists to present this music. A pilgrimage venue.
Committed65–84A real, regular home for the music; strong dedicated programming.
Supportive45–64Books it meaningfully, but as part of a broader program.
Occasional25–44The music appears here now and then; not a scene anchor.
Incidental0–24Mostly other music; free/avant is rare or accidental.

Calibration anchors

The rubric is pinned to four venues chosen because they are obviously different from each other. If a change to the weights moves these, the change is wrong. These anchors are enforced by the test suite.

VenueScoreTier
IBeam Brooklyn98Cornerstone
Dissonant Works94Cornerstone
Crosstown Arts47Supportive
Arthur's Tavern10Incidental

Score is not confidence

Score answers how committed is this venue? Confidence (0–1) answers how sure are we? A room we cannot verify gets a low confidence, never an invented score. Entries flagged for human review say so on the page, in a box you cannot miss. We would rather show you an honest question mark than a confident wrong number.

What the rubric cannot do yet

Two of the heaviest signals — frequency of relevant shows (20 points) and artist roster (20 points) — are currently human estimates, because the Atlas does not yet ingest event calendars. That is the next thing being built: once shows are in, those two signals become measurements instead of judgements, and a room that stops programming will drift down on its own.

Current distribution

Worth knowing: the corpus was seeded by looking for good venues, so it skews high. That is a real limitation of the collection, not a claim that most music rooms are committed to this music.

TierVenues
Cornerstone61
Committed118
Supportive75
Occasional8
Incidental1