About GEFRI

A tool for education futures readiness

The Global Education Futures Readiness Index (GEFRI) is an open, interactive tool for comparing how prepared education systems are for emerging social, technological, institutional, and economic change.

GEFRI brings together international indicators across five dimensions: innovation, infrastructure, human capital, governance, and school access and gender parity. Each country receives a composite score from 0 to 100, supported by dimension scores that show where readiness is stronger or weaker.

GEFRI is designed for comparison, reflection, and inquiry. It does not prescribe rankings or solutions. Instead, it helps users identify patterns, ask better questions, and decide where deeper country-level analysis may be needed.

GEFRI is built for policymakers, education leaders, researchers, international agencies, advocates, journalists, and the public who need accessible, comparable evidence on education futures readiness.

How to read a GEFRI score

A GEFRI score summarizes a country's overall education futures readiness on a 0–100 scale. Higher scores indicate stronger system conditions for adapting to future challenges. The composite score should always be read alongside dimension scores, data flags, and local context.

Critically unprepared

≤30

Foundational conditions for future readiness are deeply constrained.

Severely underprepared

31–44

Core readiness conditions are present but fragile, uneven, or incomplete.

Emerging readiness

45–59

The system shows partial readiness, with important gaps still limiting progress.

Progressing readiness

60–74

The system has stronger readiness foundations but remains below advanced readiness.

Advanced readiness

75–89

The system shows strong future readiness across several dimensions.

Target achieved

90–100

The system has reached the GEFRI target threshold and shows strong readiness across core dimensions.

GEFRI is a comparative benchmark, not an absolute judgment of education quality. A score can help identify where to look, but it should not replace national data, local expertise, or detailed system diagnostics.

Microstates, defined here as countries or territories with fewer than 300,000 people, are excluded from the regional and global rankings to avoid distortions from extremely small populations.

Global distribution of GEFRI scores

The distribution shows that GEFRI is not only a story about the highest and lowest performers. Most countries sit below advanced readiness, where targeted improvements could move systems toward stronger future readiness.

Critically unpreparedSeverely underpreparedEmerging readinessProgressing readinessAdvanced readinessTarget achieved

Loading the latest GEFRI score distribution...

How policymakers can use GEFRI

For policymakers and education leaders, GEFRI is most useful as a starting point for prioritization. It helps users move from comparison to diagnosis: where a system stands, which conditions may be holding it back, and where deeper analysis or support may be needed.

Locate the system

Find the country's score, readiness band, rank, and peer context.

Find the bottleneck

Use dimension scores to see which readiness conditions are holding the system back.

Estimate exposure

Look at population-weighted gaps to see where low readiness affects the most people.

Plan the next question

Use GEFRI to guide deeper analysis, not to replace local evidence.

GEFRI is most useful when it is read across levels. The composite score shows the overall position, while the dimension scores show why a system is placed there.

Use the index to identify where to look next: which peer systems to compare, which readiness conditions need attention, and where local evidence should be brought into the discussion.

For a more detailed view of regional and dimensional patterns, use the advanced map explorer to compare scores across GEFRI dimensions. Open advanced map explorer.

For current global patterns, regional comparisons, and fragility analysis, visit the Insights dashboard.

What GEFRI measures

GEFRI looks beyond a single score by examining five dimensions that shape whether education systems can adapt, include learners, and prepare for change.

Innovation

Innovation captures whether a system has the research capacity, technical production, and knowledge infrastructure needed to adapt to change. Education systems with stronger innovation capacity are better positioned to respond to new technologies, labor-market shifts, climate pressures, and emerging forms of learning.

Infrastructure

Infrastructure captures whether learners, schools, and institutions have the physical and digital foundations needed for modern education. Without reliable electricity, connectivity, secure digital services, and mobile access, even strong policies or curricula may not reach learners consistently or equitably.

Human Capital

Human Capital captures the education, literacy, and participation foundations that shape a society’s capacity to learn, adapt, and build new skills. Future readiness depends on people who can continue learning, apply knowledge, and participate in changing economic and civic life.

Governance

Governance captures whether public institutions have the capacity, accountability, and regulatory quality needed to support long-term education improvement. Readiness is difficult to sustain without institutions that can coordinate policy, manage resources, and earn public trust.

School Access and Gender Parity

School Access and Gender Parity captures whether children and young people can participate in education equitably. Education futures readiness cannot be built on exclusion; systems with large access gaps or gender disparities leave too much human potential undeveloped.

GEFRI relies on open, regularly updated global indicators, with primary data sources including the World Bank, UNESCO UIS, and other international agencies. Methodology, imputation strategies, and technical documentation are available on the methodology page.

How GEFRI works

GEFRI normalizes internationally recognized indicators so countries can be compared on a common 0-100 scale. The methodology is transparent and documented, and the index is updated as better data become available. When data are missing, GEFRI uses documented imputation methods and flags those values so results can be interpreted carefully.

Comparable scores: Indicators are normalized onto a shared 0–100 scale so countries can be compared across dimensions.

Documented methods: The methodology, indicator choices, weighting, and imputation rules are openly documented.

Flagged data gaps: Missing or estimated values are flagged so users can judge where results require extra caution.

GEFRI is updated each month as new data becomes available and methods improve.

How GEFRI should and should not be used

GEFRI is a comparative benchmarking tool. It is best used to identify broad patterns, guide questions, and support high-level monitoring.

Use GEFRI for

  • Comparative benchmarking
  • Strategic policy discussion
  • International monitoring
  • Research, advocacy, and public communication
  • Identifying areas for deeper investigation

Do not use GEFRI for

  • Ranking schools, regions, or individuals
  • Replacing national data or system diagnostics
  • Making high-stakes decisions without contextual evidence
  • Claiming definitive measures of education quality or outcomes

GEFRI relies on the best available international data, but some values are imputed or estimated where official figures are missing.

Some indicators are backfilled by reporting agencies, which can create a delay between real-world changes and their appearance in GEFRI scores. Historical data for the previous four years is recalculated each year on July 15.

Use GEFRI as a starting point for inquiry, and consult local data and expertise for policy and planning.

Who built GEFRI?

GEFRI is developed and maintained by Education Futures LLC, using a methodology and core design created by Dr. John Moravec.

Want to use GEFRI data in your own app?

GEFRI offers a simple, open API for developers and researchers to access index data programmatically. The API is free to use and designed for dashboards, custom analytics, visualizations, and research projects. See the API documentation.

How can I use or cite GEFRI?

GEFRI data is open and free to use for research, teaching, policy analysis, and advocacy. Please cite Education Futures and link to gefri.educationfutures.com.

Contact and feedback

For feedback, technical questions, or partnership inquiries, please email [email protected].

Credits and attribution

Major global education indicators are sourced from the World Bank and UNESCO UIS. Country map topology is derived from Natural Earth. Open-source tools used include Next.js, D3, Tailwind CSS, and Recharts. The project is developed and maintained by Education Futures.