Enabling RBF4Ed by making education outcomes finance-grade at continental scale
For decades, Results-Based Finance (RBF) has flowed at scale to Africa's health systems. Clear outcome standards and auditable data streams enabled Development Partners to disburse grant-like financing tied to verified improvements—without loans, without repayment, and without exposure to national budgets.
Africa's education systems have not had access to comparable flows of results-based finance because education outcomes have not been produced through standardized, auditable, and certifiable measurement pipelines suitable for independent capital allocation.
Africa's EdTech Breakthrough System (the "Breakthrough System") addresses this constraint directly. This suite of essays describes the proposed standards, certifications, and auditing processes that will make RBF4Ed possible at scale — initially in Africa, then in the other LMIC-dense regions, then globally.
Readers are encouraged to start by reading Essay 7, Making Education Outcomes Finance-Grade and the RBF4Ed Project Plan.
GEOS Organization Charter — founding charter of the GEOS Organization.
GEOS Plan — from founding to finance-grade education outcome standards.
GEOS — Frequently Asked Questions (FAQ) — common questions about GEOS, answered.
GEOS-CORE-001 — Roles, Authorities, and System Boundaries — who does what, who decides what, and where the boundaries lie.
Foundational Numeracy is the first subject domain to receive a complete GEOS standards stack. Foundational Literacy is expected to follow as the second domain, with additional domains added as the GEOS Organization matures. The Data Pipeline standards (below) are domain-independent and apply across all subject domains.
GEOS-FN-000 — Foundational Numeracy Document Overview — roadmap to the Foundational Numeracy document set.
GEOS-FN-001 — Foundational Numeracy Outcomes Framework — the outcome domains and proficiency levels for foundational numeracy.
GEOS-FN-002 — Foundational Numeracy Outcome Domain Taxonomy — hierarchical classification of numeracy outcome domains.
GEOS-FN-003 — Sentinel Signal Families for Foundational Numeracy — the signal families that make numeracy outcomes observable and auditable.
GEOS-FN-004 — Signal Construction & Transformation Rules — how raw data becomes finance-grade outcome signals.
GEOS-FN-005 — Auditability & Evidence Requirements — what auditors need to see, and why.
GEOS-FN-006 — Contestability & Re-Assessment Procedures — how outcome signals can be challenged and re-evaluated.
GEOS-FN-007 — Metadata & Disclosure Requirements — transparency requirements for outcome data.
GEOS-FN-008 — GEOSor™ Certification Body of Knowledge — what a certified GEOSor™ must know.
GEOS-FN-009 — Illustrative Azania Conformance Profile — a worked example showing how a fictional country conforms to GEOS standards.
GEOS-FN-010 — End-to-End Walkthrough — from DPI-Ed data to RBF4Ed disbursement, step by step.
GEOS-DP-001 — Data Pipeline Conceptual Model — how education data flows from classroom to finance-grade signal.
GEOS-DP-002 — Data Pipeline Certification Criteria — what a data pipeline must demonstrate to be certified.
GEOS-DP-003 — Data Pipeline Conformity Assessment Procedures — how pipeline certification assessments are conducted.
GEOS-DP-004 — Data Pipeline Entry Specification — what data enters the pipeline, and in what form.
GEOS-DP-005 — Data Pipeline Exit Specification — what the pipeline produces, and to what standard.
GEOS-DP-006 — Data Pipeline Traceability & Lineage Requirements — tracking data from origin to outcome signal.
GEOS-DP-007 — Data Pipeline Integrity & Tamper Resistance Requirements — protecting the pipeline against manipulation.
GEOS-DP-008 — Data Pipeline Versioning & Evolution Rules — how the pipeline specification changes over time.
GEOS-DP-009 — Data Pipeline Disclosure & Transparency Profile — what must be disclosed about pipeline operations.
GEOS-DP-010 — Data Pipeline Relationship to Outcome Signal Portfolios (GeOSP) — how pipelines feed into GeOSP portfolios.
GEOS-DP-011 — Data Pipeline Non-Requirements (Explicit Exclusions) — what the pipeline specification deliberately excludes.
GEOS-DP-012 — Data Pipeline Certification Artifacts & Registry Schema — the artifacts produced by certification, and how they are registered.
GEOS-EX-001 — Explanatory Note — supplementary explanation of GEOS concepts.
GEOS-EX-002 — Failure Modes in Results-Based Funding: Lessons from Health — what education can learn from health-sector RBF failures.