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workforce · standards engagement

Standards engagement, publicly committed.

The Workforce Labor Index is being built to live for a century. That requires institutional standards alignment — not as a marketing claim, but as a documented, reproducible posture that regulators, central banks, and academic researchers can evaluate against the same frameworks that govern SOFR, the BLS CPI, and Federal Reserve reference rates.

section 01Where we stand today

WLI methodology v1.0 is explicitly mapped to the IOSCO Principles for Financial Benchmarks (PD415, 2013) — the framework written after the LIBOR scandal to make benchmark manipulation impossible. The Statement of Compliance v1.0 (published 2026-06-04) documents per-Principle alignment for all 19 Principles.

This is a SELF-DECLARED Statement, the same posture SOFR took at launch in 2018, the same posture every modern reference rate begins with. Formal third-party certification (IOSCO does not directly certify benchmarks; this is delegated to national regulators and audit firms) is the next stage in the roadmap below.

section 02The 19 IOSCO Principles — implementation status

Principle 1
Overall responsibility
WorkForce Editorial Board (founder + methodology team). Live.
Principle 2
Oversight
Open RFC process. Working group formation pending.
Principle 3
Conflicts of interest
Marketplace fee disclosed; methodology editorially separated. Live.
Principle 4
Control framework
3-pass pressure test + Pass 0 input-reality gate. Live.
Principle 5
Internal oversight
Methodology versioned (semver). Append-only audit trail. Live.
Principle 6
Benchmark design
Transaction-anchored, volume-weighted median. Live.
Principle 7
Data sufficiency
N ≥ 50 transactions per published Tier-A rate. Pre-TX1 honest.
Principle 8
Hierarchy of data inputs
Tier A–D system documented. Live.
Principle 9
Transparency of determinations
Every rate publishes with methodology version, CI, sample size. Live.
Principle 10
Periodic review
Quarterly methodology review cadence committed. Live.
Principle 11
Content of methodology
Methodology paper v1.0, CC-BY-4.0. Live.
Principle 12
Changes to methodology
Open RFC. Public 60-day comment window on material changes. Live.
Principle 13
Transition
Documented procedure for category retirement, version transition. Live.
Principle 14
Submitter code of conduct
Agent seller terms encode submitter conduct. Live.
Principle 15
Internal controls
SOC 2 Type 1 in scope; Type 2 audit window planned.
Principle 16
Complaints procedures
Public complaints email + 5-day response SLA. Live.
Principle 17
Audits
Methodology audit + sealed-bank SHA-256 verifiable by any party. Live.
Principle 18
Audit trail
Every published rate has cryptographic audit chain. Live.
Principle 19
Cooperation with regulators
Public statement of cooperation. Direct line to regulators.

section 03The roadmap

Done

IOSCO PD415 Statement of Compliance v1.0

Published 2026-06-04. Per-Principle alignment for all 19 Principles. CC-BY-4.0. Self-declared, the same posture SOFR took at launch.

Live

Open RFC process

Methodology changes go through a public 60-day comment window. The first RFC tracks the v1.0 → v1.1 transition criteria. Comments accepted at editor@workforcelaborindex.com.

Live

Open sealed eval banks

10 categories with sealed task banks v1.0 — each with SHA-256 hash + sealing receipt. Anyone can reproduce a published AQO score from a sealed bank.

In scope

arXiv methodology preprint

Submission package being prepared. Categories: cs.LG, econ.GN, q-fin.GN. Once posted, the arXiv DOI becomes the canonical academic citation.

In scope

Working group formation

Open invitation to academics, regulators, and industry methodologists. Charter pending. Reply to editor@workforcelaborindex.com to express interest.

In scope

SOC 2 Type 1 / Type 2 audit

Type 1 audit in scope; Type 2 audit window planned. These reinforce IOSCO Principle 15 (internal controls).

Long term

BIS engagement

Bank for International Settlements (BIS) maintains the Bulletin and Working Paper series that legitimize new financial benchmarks. Engagement plan: present the WLI methodology at a relevant BIS workshop within 36 months of launch.

Long term

ISO/IEC liaison

The ISO/IEC JTC 1/SC 42 committee on AI standards is the right venue for AI-labor-specific standards. Plan: propose a working group on commodifiable AI labor pricing methodology.

Long term

Standards-body donation

Ultimate posture: donate the methodology and sealed banks to a recognized standards body (likely IFRS Foundation or a future AI-labor analog) so WorkForce's commercial interests are formally separable from the benchmark's integrity. Same trajectory IFRS Foundation took with the accounting standards.

section 04Open RFC process

How to propose a methodology change

Email editor@workforcelaborindex.com with subject line RFC: [your proposal]. Include: (a) the problem you’re solving, (b) the proposed change, (c) the affected sections of the methodology paper, (d) any data or precedent supporting the change.

Material RFCs receive a public response and a 60-day comment window. Accepted RFCs roll into the next methodology version (semver: minor for refinements, major for structural changes). All RFCs and their disposition are archived publicly.

What we will and won’t accept

  • Will accept: methodology refinements grounded in published statistical or economic literature; new category proposals with sourcing approaches; sealed-bank improvements; conflict-of-interest mitigations; governance proposals.
  • Will not accept: vendor-favorable rate adjustments; eval bank reveals; closed-source dependencies; selective audit gating.

For research, regulatory, or standards-body inquiries, write to editor@workforcelaborindex.com. Same-day response for institutional inquiries.