Version: 0.01
The GEOS Organization should issue version 1.0 within 12 months of first funding. The standards will evolve rapidly, with frequent — probably annual — version changes. The 0.x numbering indicates pre-funded draft status.
Date: 18 Jan 2026
(Azania is a fictional country commonly used in development literature to illustrate institutional design without reference to any specific nation.)
Type: Governance Audience: Founding Members, Governments, Funders
Establishes The GEOS Organization as a specialized standards utility. It defines:
The purpose: To define outcome standards (Def) and assess conformity (Assess) to enable Results-Based Funding.
The constraints: The GEOS Organization shall not control student data, dictate policy, or allocate capital.
The governance model: A polycentric, multi-stakeholder institution modeled on Gavi and FATF.
The separation of powers: Distinguishes between standard-setting (The GEOS Organization), verification (Auditors), and funding (Finance Facilities).
GEOS Plan: From Founding to Finance-Grade ——————————————--
Type: Strategic Roadmap Audience: Stakeholders, Partners
Outlines the phased development of the utility:
Phase 1-3: Founding, scope lock (Foundational Numeracy), and publication of v0.1 standards.
Phase 4: Pilot application and external evaluation.
Financial Model: Proposes a \"sub-linear\" growth model where standards architecture is reused across subjects to keep the secretariat small.
Goal: To move \"fast enough to matter, but slow enough to be trusted\",,.
Type: Normative Core Standard Audience: All GEOS participants
Defines the canonical actors within the ecosystem to prevent authority creep:
School System: The producer of outcomes (retaining full sovereignty).
Data Source Operator: The technical operator of data infrastructure (neutral regarding technology).
GEOSor™: The independent professional conducting conformity assessment.
Finance Facility: The entity that holds capital and risk (e.g., IFFEd).
GeOSP™: The certified artifact (Outcome Signal Portfolio), distinct from the institution producing it,,.
GEOS-FN-001 — Foundational Numeracy Outcomes Framewor ———————————————————--
Type: Definition (Def) Audience: Ministries of Education, Data Source Operators, Funders
The conceptual anchor for Foundational Numeracy certification. It defines:
Scope: Kindergarten through Grade 3.
Neutrality: Applies to any School System (public or non-state) and any delivery mode (digital or analog).
Portfolio Primacy: Mandates the use of a \"Sentinel Signal Portfolio\" rather than single metrics to resist gaming.
Status & Progress: Treats attainment and learning gains as co-equal signals,,.
GEOS-FN-002 — Foundational Numeracy Outcome Domain Taxonom —————————————————————-
Type: Definition (Def) Audience: Assessment designers, Data Source Operators, GEOSors™
Defines the formal taxonomy of outcome domains suitable for finance-grade measurement:
Number Sense and Quantity.
Numerical Operations.
Numerical Representation and Symbolization.
Foundational Mathematical Reasoning. Translates educational concepts into audit-readable domain definitions independent of specific national curricula,.
GEOS-FN-003 — Sentinel Signal Families for Foundational Numerac ———————————————————————
Type: Definition (Def) Audience: Funders, School Systems, Auditors
Operationalizes the \"anti-gaming by construction\" principle. It defines:
Permitted Families: Attainment Distributions, Learning Progressions, Item-Level Patterns, etc.
Forbidden Forms: Single composite indices or opaque scores that hide underlying variance.
Completeness: Requires portfolios to include signals from multiple families to ensure a holistic view of performance,,.
GEOS-FN-004 — Signal Construction & Transformation Rule ————————————————————-
Type: Definition (Def) Audience: System Architects, Data Engineers, GEOSors™
The algorithmic bridge between raw data and finance. It specifies:
Layer A (Raw): Personal data, never disclosed.
Layer B (Internal): Depersonalized aggregates, reproducible under audit.
Layer C (Signals): The funding-facing artifacts eligible for certification.
Transformations: Permitted rules for aggregation, normalization, and handling missing data,,.
GEOS-FN-005 — Auditability & Evidence Requirements (Foundational Numeracy ——————————————————————————-
Type: Standards Conformity Assessment (Assess) Audience: Auditors, GEOSors™, Funders
Defines the evidence required to demonstrate \"finance-grade\" reliability:
Principles: Reproducibility, Traceability, and Determinism.
Artifacts: Data lineage documentation and transformation specifications.
Red Flags: Conditions (e.g., extreme volatility) that trigger enhanced scrutiny during assessment,,.
GEOS-FN-006 — Contestability & Re-Assessment Procedure ————————————————————
Type: Standards Conformity Assessment (Assess) Audience: School Leaders, Finance Facilities
Establishes that disputes are resolved through process, not discretion. It defines:
Triggers: Procedural non-conformity, material error, or artifact changes.
Remedies: Independent re-assessment by a separate GEOSor™ Certified Partner™.
Outcomes: Confirmation, Modification, Suspension, or Revocation of certification,,.
GEOS-FN-007 — Metadata & Disclosure Requirement ——————————————————
Type: Standards Conformity Assessment (Assess) Audience: GEOSors™, School Systems
Defines the metadata required for a portfolio to be certified as a GeOSP™:
Scope: Jurisdictional coverage and data provenance declarations.
Transparency: Required declarations of volatility and temporal definitions.
Constraint: Does not require public disclosure of raw data, only the metadata necessary for interpretability and audit,.
GEOS-FN-008 — GEOSor™ Certification Body of Knowledge (Foundational Numeracy ———————————————————————————--
Type: Institutional Enablement Audience: Prospective GEOSors™, Training Providers
Defines the competency requirements for individual professionals to become certified assessors:
Domains: GEOS architecture, numeracy measurement, data pipelines, and audit ethics.
Independence: Strict conflict-of-interest rules separating assessment from implementation.
Role: Enables scale by distributing verification capacity to accredited professionals rather than centralizing it.
Type: Non-Normative Application Profile Audience: Ministries of Education, Evaluators
A concrete illustration of how the fictional country of Azania maps data from its Data Sources to GEOS standards. It demonstrates:
How Layer A data is transformed into a certifiable Outcome Signal Portfolio.
How certification interfaces with Finance Facilities like IFFEd.
Explicitly labeled illustrative, showing that GEOS governs artifacts, not institutions,.
GEOS-FN-010 — End-to-End Walkthrough: From Data to Disbursemen ———————————————————————
Type: Explanatory Essay Audience: General / Cross-Stakeholder
Walks through the full cycle:
Generation: Digital & traditional tools generate raw data (Layer A).
Aggregation: Data is transformed into internal statistics (Layer B).
Construction: Finance-facing signals (Layer C) are derived.
Certification: A GEOSor™ audits conformity and certifies the portfolio.
Reliance: A Finance Facility independently decides whether to fund based on the certified signals. Demonstrates how funding flows strictly by rule, without The GEOS Organization allocating capital or accessing student data.