By Paul Chiwaya, Louiss Saddick, Halima Twabi, and Esme Kadzamira
Invisible evidence and inaccessible data undermining the progress of foundational learning in Malawi. What will it take to make evidence visible and data accessible?
Introduction

In this blog, we explore gaps in evidence availability and data accessibility that hinder informed decision-making on foundational learning in Malawi, and discuss the key actions needed to make evidence visible and data accessible. We conducted a country situational analysis to map data and evidence on foundational learning since 2010. The findings reveal that despite increasing recognition of the importance of foundational skills such as literacy, numeracy, and socio-emotional competencies, progress is held back by high internal inefficiencies, poor learning outcomes, and an underutilised evidence base that remains sparse, fragmented, and often inaccessible (⇡Kadzamira et al., 2025; ⇡Asim & Gera, 2024).
The state of Foundational Learning in Malawi
Malawi’s education system has long struggled with chronic resource constraints, inadequate infrastructure, high repetition rates, and high pupil-teacher ratios—factors that continue to undermine the delivery of quality foundational education. These systemic challenges have made it difficult to ensure that all children acquire basic literacy and numeracy skills. Despite concerted efforts by the government and development partners, learning outcomes at the foundational level remain alarmingly low.
National assessments conducted since the early 2000s, such as the Early Grade Reading Assessment (EGRA) and Early Grade Mathematics Assessment (EGMA), reveal that a significant proportion of Malawian learners in the early grades are not meeting the expected benchmarks for reading and numeracy (⇡Pouezevara et al., 2012; ⇡Brombacher, 2019). These challenges are particularly acute in rural areas, where shortages of qualified teachers and adequate learning materials are most severe (⇡Asim & Gera, 2024).
To help turn the tide, international organisations like Save the Children, USAID, and the World Bank have stepped in with programs to boost foundational learning in Malawi. These programs have introduced early literacy and numeracy interventions, teacher training, and community engagement initiatives. But there’s a catch—without reliable data to track progress, it’s difficult to determine their effectiveness, identify what works and what doesn’t, and sustainability build on any gains made.
Data gaps and inaccessibility: A major barrier to progress
A significant obstacle to improving foundational learning in Malawi is the lack of accessible and reliable data. Accurate data collection is crucial for understanding the state of learning in the country, identifying improvement areas, and measuring the effectiveness. One of the key issues is the sheer inaccessibility of data. Much of the data on foundational learning is collected through large-scale assessments, national surveys, and international evaluations. Yet, this information is not always publicly available or easily accessible to stakeholders who need it most. While government ministries, international organisations, and research institutions may collect valuable data, the lack of a centralised database or platform to share and access this data presents a major barrier to progress.
Data is often siloed, either within government agencies or within the organisations that commissioned the studies. These restrictions limit collaboration and hinder the use of data to inform national policies and programming. Without clear, open, and transparent data systems, stakeholders such as educators, policymakers, and civil society organisations struggle to make data-driven decisions to improve foundational learning.
Furthermore, limited access to education data in Malawi hinders efforts to identify gaps and inconsistencies in the data system, making it difficult to gain a clear understanding of the challenges learners face in acquiring foundational skills. For instance, while assessments like EGRA and EGMA provide some insight into literacy and numeracy learning outcomes, far less information is available about socio-emotional learning. Data on the learning environment, including teacher-student interactions, the quality of instructional materials, and the role of parental involvement, is also scarce. This incomplete picture means that interventions may only address a portion of the problem, inadvertently leaving critical areas overlooked.
The invisibility of evidence: A hindrance to effective policy
The problem of invisible evidence is closely tied to the issue of data gaps. Even when data is collected, it is often not synthesised into actionable evidence that can inform policy, programs, and decision-making. As a result, foundational learning interventions in Malawi are sometimes based on assumptions rather than robust evidence, reducing their overall effectiveness.
Another aspect of this challenge is the limited analysis of students’ progress over time. Although our mapping exercise revealed the existence of longitudinal datasets that can be used to analyse students’ progress over time, these datasets have not been analysed. As a result, it is difficult to determine whether interventions aimed at improving foundational learning have sustained effects on learners’ outcomes. Furthermore, limited research exists on the specific needs of different regions, such as rural versus urban areas, which can result in one-size-fits-all solutions that may not address the unique challenges faced by various communities.
Addressing the gaps: Steps toward improvement
While the challenges related to data and evidence are significant, they are not insurmountable. Several key actions can be taken to address these issues and increase the use and users of foundational learning data in Malawi:
- Strengthening data systems through co-creation of a centralised data portal: One critical step is strengthening Malawi’s education data systems. This should involve creating a centralised platform where data from different sources—government assessments, donor programs, and independent studies—can be housed and accessed by all stakeholders. Such a platform should prioritise openness, accessibility, and transparency, allowing for real-time data sharing and breaking down existing data silos.
- Improving data collection: There is a vital need to improve the quality and scope of data collection efforts. Beyond literacy and numeracy, data should also capture socio-emotional skills, teacher quality, classroom environments, and parental involvement. To ensure inclusivity and relevance for targeted interventions, data must be disaggregated by region, gender, socioeconomic status, and disability. Furthermore, regular feedback sessions are essential for identifying gaps in data collection methods and tools and for continuously improving data systems.
- Transforming data into actionable evidence: Collecting data is only the first step. Malawi must invest in systems and processes that transform raw data into actionable evidence. This includes establishing well-resourced national and sub-national data analysis units capable of synthesising complex datasets into clear, evidence-based policy recommendations. At the sub-national level, tools like dashboards enable rapid data visualisation and support timely, informed decision-making. These tools also play a critical role in identifying data gaps and improving data collection methods and tools.
- Engaging stakeholders: Addressing the foundational learning crisis requires a collective effort from all stakeholders involved in the education sector. This includes the Ministry of Education, development partners, civil society organisations, and local communities. Regular stakeholder engagement will ensure that on-the-ground realities inform interventions and address the unique needs of different regions and groups, moving away from potentially ineffective one-size-fits-all approaches.
- Fostering a culture of transparency and accountability: Finally, there needs to be a greater emphasis on transparency and accountability on data within the education sector. This can be done by, among other things, revising data-sharing policies to allow ethical sharing and access to important education data and creating agreements between the Ministry of Education and stakeholders to support evidence-based planning. By making data and evidence publicly available, the government can foster a culture of transparency and accountability. This, in turn, will encourage education stakeholders to utilise data-driven approaches in designing, implementing, and evaluating foundational learning programs, ultimately leading to more effective and sustainable outcomes.
The promise of foundational learning in Malawi cannot be realised without addressing the critical gaps in data and evidence. Strengthening data systems, improving the accessibility of information, and turning data into actionable evidence are essential to building an education system that provides every Malawian child with the skills they need to succeed in life. By confronting these challenges head-on, Malawi can ensure its foundational learning programs are effective, equitable, and sustainable, laying the groundwork for a brighter future for all.
References
- Asim, S., & Gera, R. (2024). What Matters for Learning in Malawi? Evidence from the Malawi Longitudinal School Survey. World Bank. https://openknowledge.worldbank.org/bitstreams/b8bd283b-3ec2-468c-ad62-c6d8891f776a/download
- Brombacher, A. (2019). Research to Investigate Low Learning Achievement in Early Grade Numeracy (Standards 1–4) in Malawi: The victory of form over substance. HEART. https://docs.edtechhub.org/lib/AIUSUUNA
- Kadzamira, E., Saddick, L., Twabi, H., & Chiwaya, P. (2025). Exploring the Foundational Learning Data and Knowledge Ecosystem in Sub-Saharan Africa: Malawi’s Situational Analysis. Unlocking Data. https://doi.org/10.53832/unlockingdata.1019
- Pouezevara, S., Costello, M., & Banda, O. (2012). Malawi National Early Grade Reading Assessment (EGRA)—Final report | SharEd. Creative Associates International. https://ierc-publicfiles.s3.amazonaws.com/public/resources/Malawi%20intervention%20report.pdf