Modern learning….

A learner completes a lesson delivered through a learning management system, considers formative feedback, practises trigonometry using a school-authorised app and passes an end-of-unit assessment. Each tool has supported a successful learning experience.

But what does the education system learn?

Does the evidence help the teacher decide what comes next? Can the school identify where additional support is needed? Does the ministry gain information that helps it allocate resources or assess which investments are useful?

I opened my presentation at the EdTech Asia Summit in Tokyo on 23 October 2026 with this question. It points to a gap that deserves greater attention: the distance between successful uses of technology and lasting change in how education systems work.

Digital transformation happens when technology - and the data it generates - becomes an integral part of how institutions make decisions, deliver services and learn from results.

Connecting tools to the education system

Learning platforms, assessment tools and education apps can make valuable contributions. Yet when their records and the data generated through everyday learning activities remain separate from the systems used to support learners, manage schools and plan education services, much of their wider value remains unrealised.

The learner may progress, while the institution learns very little about how to support the next learner. A school may generate useful evidence without having a routine for acting on it. A ministry may receive reports without being able to connect those reports to the decisions facing teachers and school leaders.

Closing this gap requires more than exchanging data between applications. Evidence needs to reach someone with the responsibility, time and resources to act. The action and its results must then inform the next decision.

This is where three foundations matter: a strong vision for the use of data framed through a data governance framework, data system anchored with a robust education management information system, and standards and protocols for integration.

Governance establishes responsibility. It determines who may use information, for what purpose, with what safeguards and with what obligation to respond.

EMIS provides a shared information foundation. Reliable records about learners, teachers and institutions help place evidence in context and connect it across levels of the system.

Integration brings that evidence together and one can imagine an AI solution to provide for real time insights to inform decisions and services. Its value becomes visible when connected information changes what a teacher, school leader or ministry official can do.

Evidence must lead to support

Consider a class whose collective attendance is becoming irregular and whose assessment results are declining, especially during the hot season. Bringing these data together could help a schools design contingency plans to ensure learners are comfortable and ready to learn.  Understanding the circumstances still requires professional judgement and a conversation with the learner and family.

The school needs a way to coordinate the response, provide support and review whether it helped. Across schools, patterns may indicate a need for adjustment to the school calendar, enhancement to school facilities or changes to services.

This illustrates why the relationship between schools and ministries must work in both directions. Schools contribute information about needs, activities and results. Ministries use that evidence to guide policy, budgets and resource allocation. Resources and support must then return to schools in ways that address the needs identified.

When this relationship works, reporting becomes part of a continuing process of improvement. Teachers can see a purpose in the information they record. School leaders can connect identified needs to action. Ministries can review whether their decisions are making a difference.

The practical test is straightforward: what changed for the learner, and what will the system do differently for the next one?

The role of CSF and OpenEMIS

At Community Systems Foundation, this is the purpose we bring to our work with governments and partners through OpenEMIS: helping countries build sustainable information systems that they can govern, adapt and use to support education.

OpenEMIS is an open-source platform designed to support education data management. Its Education Digital Public Infrastructure approach places shared records for schools, learners and staff alongside data exchange, analytics and reporting services. These provide a foundation for connecting applications within a national education ecosystem.

For us, the important implementation questions concern how that foundation is used. Which decisions need better evidence? Who is responsible for responding? How will staff be supported? How will the country maintain the system and review its value over time?

Software can support these arrangements, but institutions must establish and sustain them. National ownership includes the ability to set priorities, govern access to data and shape the system as needs change. CSF’s contribution should be judged by how our support helps strengthen those arrangements and the people who make them work.

AI needs the same foundations with bigger opportunities

AI adds urgency to these questions. Its potential to identify patterns and suggest responses depends on the quality, relevance and governance of the evidence available.

An AI-generated insight becomes useful when an authorised person can review it, understand its limitations and decide whether action is appropriate. Validated insights should return to the records and services that teachers, schools and ministries use, where subsequent actions and results can be reviewed.

The same foundations therefore apply: clear responsibility, reliable information and integration into institutional practice. Investing in them strengthens a country’s ability to assess and use AI on its own terms.

Stepping forward, led by decision-makers

A practical starting point is to choose one issue: responding to persistent absence, organising learner support, identifying teacher development needs or allocating staff.

Identify the evidence required. Connect it appropriately. Assign responsibility for the response. Provide the resources to act. Review what happened and use the result to improve the next decision.

CSF welcomes dialogue with ministries, education partners and technology providers working to make these connections through OpenEMIS and the wider education ecosystem.

The system learns when evidence changes what happens next.