Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Assistant: claude-code Assistant-Model: opus Assistant-Process: 14913@bnt-lap001 Assistant-Session: add7ef69-b901-4756-9a67-34cf1125d96f
193 lines
8.4 KiB
Markdown
193 lines
8.4 KiB
Markdown
<!--
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Created 2026-10-12 under ASSEMBLY-WP-0004-T07 (INTENT.md next step 7).
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Follows INTENT.md "Metrics Philosophy" and GADM-0.1 § 22: every construct is
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measured by a sensor bundle, and metric disagreement is information.
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-->
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# Metrics Catalog v0.1
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**Status:** exploratory. Indicators are *candidates*: their availability,
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validity and data sources still have to be checked before use.
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Each GADM-0.2 stock gets a **sensor bundle** of four kinds of measure:
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- **O** objective outcome
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- **St** structural
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- **B** behavioral
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- **Su** subjective
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Each stock also gets its main **Goodhart risk**: how optimizing the measure
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could hollow out the construct.
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Rules for using the catalog:
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1. No stock is reported through a single indicator.
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2. When indicators in a bundle disagree, record the disagreement as a
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finding. Do not average it away.
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3. A stock's normalization to [0, 1] in GADM is a modeling convenience. The
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catalog keeps the raw indicators.
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4. Changes to indicators are governed like model changes: versioned, with a
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rationale (WS-11, governance of metrics).
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Concrete sources per jurisdiction for each bundle are listed in
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`checkpoints/IndicatorCatalog.md` (v0.2).
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---
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## H — Human capability
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| Kind | Candidate indicators |
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|---|---|
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| O | healthy life expectancy; adult skills proficiency (literacy, numeracy, problem solving) |
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| St | coverage of education, care and lifelong-learning provision; mentoring and apprenticeship capacity |
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| B | participation in learning after formal education; skill use at work and outside it |
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| Su | self-assessed capability to learn and to act on one's goals |
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**Goodhart risk:** credential inflation. Counting certificates instead of
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usable capability. Organism-assisted performance can mask deskilling (link
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#40), so measure unassisted capability as well.
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## X — Assembly commons
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| Kind | Candidate indicators |
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|---|---|
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| O | reuse rate of open components (dependents per open package, citations of open datasets) |
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| St | share of critical infrastructure under open standards; share of openly licensed publicly funded research and software |
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| B | contribution and maintenance activity in commons projects; maintainer continuity |
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| Su | practitioners' perceived ease of building on existing components |
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**Goodhart risk:** publishing without maintenance. Counting released artifacts
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rather than reusable, maintained ones. Enclosure through dependence on a
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single steward.
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## K_phys / K_Ω — Productive capacity and organism capability
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| Kind | Candidate indicators |
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|---|---|
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| O | sustainable output per unit of physical throughput; task coverage of information organisms |
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| St | installed automation and compute capacity; number of independent organism lineages |
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| B | utilization rates; rate at which organisms are adopted into workflows |
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| Su | users' assessment of organism usefulness and reliability |
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**Goodhart risk:** capacity without access. K can rise while effective
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agency falls (automated-capitalism scenario). Always report K together with B
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(claims breadth) and P.
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## F — Risk capacity
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| Kind | Candidate indicators |
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|---|---|
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| O | business formation rate; survival-adjusted re-entry rate after failure |
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| St | availability of staged finance, insurance and public risk pools; bankruptcy regime leniency |
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| B | share of first-time founders without inherited wealth |
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| Su | perceived personal downside of a failed venture |
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**Goodhart risk:** subsidized waste. Raising experiment counts while
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externalizing harm. Pair with externalized-harm measures (constitutional
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floor in GADM-0.1 § 21).
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## G — Effective agency
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| Kind | Candidate indicators |
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|---|---|
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| O | restartability (time × cost × re-entry restrictions, GADM-0.1 § 12); economic mobility |
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| St | exit options: provider switching costs, data and organism portability, membrane control held by users |
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| B | actual switching, relocation and career-change rates |
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| Su | perceived agency and perceived range of reachable futures |
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**Goodhart risk:** formal options without real reach. Measures of legal
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freedom that ignore material reachability. Organism "access" counted without
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asking who controls the membrane (link #41).
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## N — Diversity & composability
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| Kind | Candidate indicators |
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|---|---|
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| O | diversity of firms, products and lineages (entropy measures); interoperability test pass rates |
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| St | standards coverage; market concentration per component class |
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| B | cross-vendor recombination: products built from components of several sources |
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| Su | developers' and founders' perceived lock-in |
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**Goodhart risk:** fragmentation counted as diversity. Variety without
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composability. Report both halves; GADM treats them jointly for this reason.
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## Q — Epistemic capacity
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| Kind | Candidate indicators |
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|---|---|
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| O | correction latency (time from error to public correction); forecast accuracy; reproducibility rates |
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| St | independent audit coverage; public access to evidence; concentration of information channels |
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| B | share of AI-mediated decisions with retrievable provenance and explanation |
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| Su | trust calibration: does trust track actual reliability? |
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**Goodhart risk:** measuring trust instead of trustworthiness. High trust in
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unreliable sources scores well on naive measures. Use calibration, not
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levels.
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## P — Domination concentration
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| Kind | Candidate indicators |
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|---|---|
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| O | ownership and market concentration (e.g. Herfindahl–Hirschman indices); concentration of lineage ownership |
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| St | infrastructure, discovery and identity dependency; share of membranes controlled by a few operators |
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| B | rate of self-preferencing and exclusion events |
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| Su | perceived ability to contest decisions by dominant actors |
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**Reporting requirement (GADM-0.3):** report domination per channel
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(market, infrastructure, discovery/attention, membrane, lineage,
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political), not only in aggregate. In GADM-0.3, a single dominant channel
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(discovery at 0.80) coexisted with an aggregate P of only 0.32
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(`models/GADM-0.3.md` § 2.6).
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**Goodhart risk:** measuring wealth instead of power. GADM models power
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separately from wealth: control of discovery, membranes and infrastructure can
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be extreme at moderate wealth concentration.
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## E — Ecological headroom
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| Kind | Candidate indicators |
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|---|---|
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| O | position relative to planetary boundaries; material and energy throughput |
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| St | share of circular material flows; energy mix |
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| B | compute energy use per unit of organism output (the metabolic draw of K_Ω) |
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| Su | — (deliberately empty: ecological headroom is not a perception) |
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**Goodhart risk:** monetary decoupling claimed as physical decoupling.
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GADM-0.1 § 14 requires physical throughput, not value, as the basis.
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## S — Social cohesion
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| Kind | Candidate indicators |
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|---|---|
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| O | incidence of violent conflict; legitimacy of institutions in contested decisions |
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| St | channels for voice and appeal; plurality of recognition systems |
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| B | civic participation; peaceful resolution rates |
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| Su | generalized trust; expectation of future participation |
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**Goodhart risk:** suppressed disagreement read as cohesion. GADM defines
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cohesion as continued legitimate participation *under* conflict.
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## A — Attention headroom
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| Kind | Candidate indicators |
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|---|---|
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| O | self-directed time from time-use surveys (time not claimed by work, care obligations or engineered engagement) |
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| St | share of attention-facing services funded by engagement; default notification and interruption regimes |
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| B | interruptions per hour; share of attention spent in self-chosen versus recommended activities |
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| Su | perceived control over one's own attention; reported time scarcity |
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**Goodhart risk (critical):** counting *captured* attention as a resource.
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Engagement metrics measure the opposite of A. Including A in VFAC rewards
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extraction unless A measures **unclaimed, self-directed** attention
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(`models/InformationOrganismsInGADM.md` § 4.1). In GADM-0.2, omitting A
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understates attention harm (`models/GADM-0.2.md`, reading 5).
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---
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## Derived diagnostics
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| Diagnostic | Definition | Caveat |
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| VFAC | geometric mean of H, X, G, N, Q, S, E, 1 − P, A | Research instrument. Equal exponents damp near-collapse of one stock, so it never replaces floor checks. |
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| Claims breadth B | share of output reaching the broad population | Says nothing about agency (dividend-abundance reading). |
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| Floor status | share of periods in which a constitutional floor is violated | Floors are non-tradeable; do not aggregate them into VFAC. |
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