Ending Learning Poverty

    An estimated seven in ten 10-year-olds in low- and middle-income countries cannot read and understand a short, simple text, even though most of them are enrolled in school.

    Updated 9 min read6 sources

    Written from the sources listed below, not independently peer-reviewed.

    Take a guess first

    Officials in 35 low- and middle-income countries estimated that 47% of children in their country could read a simple text by the end of primary school. What was the actual average?

    About 70%

    10-year-olds in learning poverty in low- and middle-income countries

    Simulated estimate for 2022, up from 57% in 2019, based on pre-pandemic assessments and the length of school closures. No newer global estimate has been published.

    Data year 2022. Source: World Bank, UNESCO, UNICEF, FCDO, USAID and Bill & Melinda Gates Foundation, 2022

    58%

    Pupils worldwide reaching minimum reading proficiency at the end of primary school

    Latest available global estimate, which refers to 2019; the other 42% fall short of the minimum level.

    Data year 2019. Source: United Nations Statistics Division, 2026

    680 million

    Children whose learning levels are not counted

    UNESCO Institute for Statistics estimate, reflecting countries that do not report learning outcomes to the SDG database.

    Data year 2024. Source: UNESCO Institute for Statistics, World Education Blog, 2024

    The numbers

    Share of 10-year-olds in low- and middle-income countries who cannot read a simple text
    0%25%50%75%100%53%201557%201970%2022

    World Bank and UNESCO estimates of learning poverty. The 2015 and 2019 values are based on learning assessments covering most of the school-age population of these countries; the 2022 value is a simulation of the effect of pandemic school closures, made before new comparable test data were available.

    Far from the 2030 goal

    When learning poverty was launched in 2019, the World Bank aimed to halve the 2015 rate of 53% to about 26% by 2030. Countries' own national targets, added together, would bring it down to 42% by 2030, still far from the SDG 4.1 aim that all children learn. Even that would require cutting the estimated 2022 level of about 70% nearly in half within eight years.

    Who is left behind

    Where it hits hardest

    Each country is shaded by its latest available value, so you can see where the gap is widest. Hover or tap a country, search for one, or open the full table.

    Children who cannot read a simple text by the end of primary school

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    Learning poverty: the share of children at the end of primary school age who are out of school or read below the minimum proficiency level. Latest year available per country since 2011, so years differ (most values are from 2019 or 2021, before or during pandemic disruption). Countries use different national, regional and international assessments, and many low-income countries have no recent data, so blank countries are not problem-free.

    Source: World Bank and UNESCO Institute for Statistics, via World Bank Open Data. Latest year available per country; years differ.

    Values load from World Bank Open Data. Simplified Natural Earth borders; they imply no position on disputed territories.

    Are we making progress?

    Instead of one “percent solved” score, DO GOOD rates three separate dimensions. A problem can have mature solutions that still reach too few people. These ratings are an editorial reading of the sources on this page, not a measured index.

    Solution maturity

    How mature and validated are the available solutions?

    High

    Structured pedagogy and teaching at the right level are rated among the most cost-effective education investments, and a national evaluation in Zambia shows that teaching basics by level works when run by government teachers. Results still depend on how well programmes are implemented.

    Confidence in the data

    Low

    The most recent global estimate is a simulation, the latest comparable global reading figure refers to 2019, and UNESCO estimates that the learning levels of 680 million children are not counted.

    Current trajectory

    Worsening

    Learning poverty was already creeping up before 2020 and is estimated to have risen sharply with school closures; no global data yet show a recovery to pre-pandemic levels.

    Why this matters

    Learning to read with understanding by about age 10 is the foundation for almost everything a child learns later in school. The World Bank and UNESCO call the failure to reach this milestone learning poverty. Before the COVID-19 pandemic, 57% of 10-year-olds in low- and middle-income countries were already in learning poverty, and simulations suggest the share rose to about 70% in 2022 after long school closures. Many of these children are in school: the problem is not only that some are absent but that the years others spend in class do not teach them the basics. This page focuses on what children learn; whether they get into school at all is covered on the education access page, and the supply of qualified teachers on the teacher shortage page.

    The burden falls hardest on the poorest countries. About nine in ten children in low-income countries were in learning poverty in 2019, and in sub-Saharan Africa the estimated share was close to nine in ten in 2022. Children who do not learn to read early tend to fall further behind each year, repeat grades and leave school early, because later lessons assume they can read. The World Bank estimates that the learning lost during the pandemic alone could cost today's students US$21 trillion in lifetime earnings. Because many countries rarely or never test early reading, the problem often stays hidden from the officials who could act on it.

    How learning poverty is measured

    SDG target 4.1 asks that all girls and boys complete primary and secondary school with relevant and effective learning outcomes. Learning poverty, developed by the World Bank and the UNESCO Institute for Statistics, condenses this into one indicator for the end of primary school:

    • Learning deprivation

      The share of pupils at the end of primary school who read below the minimum proficiency level set for SDG indicator 4.1.1, as measured by national, regional or international assessments.

    • Schooling deprivation

      The share of children of primary school age who are not in school. All of them are assumed not to read at the minimum level.

    • Combining the two

      Learning poverty equals the out-of-school share plus the share of enrolled children below minimum proficiency, weighted by the share in school. The result approximates the share of 10-year-olds who cannot read and understand a short, age-appropriate text.

    • Related SDG measures

      SDG indicator 4.1.1 tracks the share of pupils reaching minimum proficiency in reading and mathematics in grades 2 or 3, at the end of primary and at the end of lower secondary school. Data for the early grades are the scarcest.

    What already works, and its limits

    Structured pedagogy

    What works

    Teachers receive a coherent package of daily lesson plans, matching reading and maths materials for pupils, and regular coaching. An evidence panel convened by the World Bank, the UK government and UNICEF rates it as a top cost-effective way to raise foundational learning in low- and middle-income countries.

    Limits

    It works only if materials arrive on time, lessons are taught in a language children understand, and coaching continues after donor projects end.

    Teaching at the right level

    What works

    Children are assessed with a simple test and grouped by what they can do rather than by grade for part of the school day. In Zambia the Catch Up programme reaches more than one million pupils a year in over 5,000 schools; a randomised evaluation in more than 1,100 schools found gains in basic literacy and maths and better results on national exams at the end of primary school.

    Limits

    Short-run gains were limited to the skills taught, and adding teacher training to the Zambian programme doubled the cost per pupil without extra learning gains. It needs protected time in the timetable and backing from education authorities.

    Explicit, systematic reading instruction

    What works

    A 2025 review of about 120 studies covering more than 170 languages finds that children learn to read best when teachers teach core skills step by step, including systematic phonics (the link between letters and sounds), and give pupils enough time to practise reading and access to books.

    Limits

    Teachers need structured guidance, easy-to-use materials and ongoing professional development to teach this way, which takes sustained funding. Decoding skills are a starting point; understanding what is read needs continued attention in later grades.

    Teaching in a language children understand

    What works

    The 2025 reading review recommends choosing languages of instruction that suit the children in the classroom and giving them explicit support to learn to read in each language they are taught in.

    Limits

    In countries with many home languages, producing books, training teachers and planning the transition to a national or international language takes time, money and political agreement.

    Regular measurement of foundational learning

    What works

    Assessing learning regularly is one of the five elements of the World Bank's framework for learning recovery, because it shows governments and teachers how many children can actually read. In one survey, officials in 35 low- and middle-income countries estimated that 47% of children could read, while the actual average was 25%.

    Limits

    Measurement only helps if results reach teachers and lead to changes in teaching. Large-scale assessments cost money, and comparisons between national and international tests are not always straightforward.

    Innovations to watch

    Promising, but not proven at scale. The stage shows how far each approach has come; it is not a recommendation.

    Pilots

    Adaptive learning software

    Software that adjusts exercises to each child's level has shown large effects in some rigorous studies. The evidence panel classes it as promising but notes that evidence on cost-effectiveness and on use at scale is lacking, and that it only makes sense where devices already exist in schools.

    Pilots

    Learning support by mobile phone

    Tutoring and learning messages delivered to families by phone have been tested in several countries. The evidence panel rates mobile phones for learning as promising, with limited evidence so far.

    Early deployment

    Leaner versions of proven programmes

    Results from Zambia suggest that a simple focus on basic skills, without costly extra training, can deliver most of the gains. Simpler designs are cheaper to run nationally, but which elements can safely be dropped in other countries is not yet known.

    Pilots

    Using national exam data to track long-term effects

    Researchers in Zambia analysed 4.4 million national exam scores over 12 years to measure long-term effects, showing that short tests of targeted skills can understate or overstate a programme's value. The approach depends on reliable administrative data, which many countries lack.

    What is holding progress back

    Knowledge gap:
    Cause or mechanism not understood. Needs basic research.
    Coordination gap:
    Actors are not aligned. Needs standards, partnerships and better incentives.
    Implementation gap:
    Solutions work but reach too few people. Needs infrastructure, funding and organisation.
    Technology gap:
    Principle known, not yet workable in practice. Needs applied research.
    • Knowledge gap

      Learning goes unmeasured

      UNESCO estimates that the learning levels of 680 million children are not counted. Since 2015, no reading results at the end of primary or lower secondary school have been reported for 93% of children in Central and Southern Asia and 62% in sub-Saharan Africa and Eastern and South-Eastern Asia.

    • Coordination gap

      A hidden crisis

      In a survey of policymakers in 35 low- and middle-income countries, 81% agreed there was a learning crisis, but they greatly overestimated how many children could read in their own country, which weakens the pressure to act.

    • Implementation gap

      Teaching methods not based on evidence

      The 2025 reading review names the failure to use evidence-based reading instruction as a main cause of the crisis. Teacher training and textbooks often do not teach reading explicitly and step by step.

    • Implementation gap

      Spending on inputs that do not raise learning

      Extra textbooks, classrooms, smaller classes or grants alone, without changes in teaching, have repeatedly been shown not to be cost-effective for improving learning, because they leave the way children are taught unchanged.

    • Technology gap

      Hardware without pedagogy

      Buying laptops, tablets or computers on their own is classed as a poor investment by the evidence panel, while software that adapts to a child's level is still unproven at scale and only an option where schools already have devices.

    • Coordination gap

      Curricula that move too fast

      When lessons follow the grade curriculum regardless of what children have learned, pupils who miss the basics can fall further behind each year. Changing curricula, exams and timetables to make room for catch-up requires agreement across many parts of an education system.

    Questions nobody has answered yet

    Unresolved questions, not vetted breakthroughs. Answering any of them would change what is possible.

    How much has learning recovered since the pandemic?

    The 2022 estimate of about 70% is a simulation. New comparable assessments are needed to show how far children have actually fallen behind or caught up, and in which countries.

    What keeps gains going at scale?

    Which elements of structured pedagogy and teaching at the right level are essential when governments run them for every school, and which can be dropped to lower cost without losing results?

    How to teach reading across many languages

    How should countries with many home languages sequence reading instruction and the move to a national or international language, and how can good reading materials be produced cheaply in each language?

    Cheap, comparable measurement

    How can countries assess early reading regularly and cheaply while keeping results comparable across countries and over time, especially in the early grades where data are scarcest?

    What you can do

    • Support programmes that report learning, not just enrolment

      When donating to education, choose organisations that measure whether children can read and do basic maths and publish those results, ideally working with public schools.

    • Read with children

      Reading aloud with children and giving them access to books in a language they understand helps build early reading skills. Volunteer reading or tutoring programmes run by schools or libraries welcome help.

    • Ask what your aid budget funds

      Ask your elected representatives whether education aid from your country goes to approaches with strong evidence, such as structured teaching and regular learning assessment.

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    Sources

    1. [1]The State of Global Learning Poverty: 2022 Update (conference edition)

      World Bank, UNESCO, UNICEF, FCDO, USAID and Bill & Melinda Gates Foundation, published 2022

      Most recent global learning poverty estimate. Source of the 53% (2015), 57% (2019) and simulated 70% (2022) rates for low- and middle-income countries, regional values, the 9 in 10 in low-income countries, the 42% implied by national targets, the US$21 trillion earnings loss, the survey of officials in 35 countries, and the indicator definition.

    2. [2]The Sustainable Development Goals Extended Report 2026: Goal 4, Quality Education

      United Nations Statistics Division (data from the UNESCO Institute for Statistics), published 2026

      Official SDG progress report. Source of the latest global estimate of 58% of pupils reaching minimum reading proficiency at the end of primary school (2019), gender parity in reading, and gaps in early-grade learning data.

    3. [3]New report offers evidence-based solutions to address global literacy crisis among children (Effective Reading Instruction in Low- and Middle-Income Countries: What the Evidence Shows)

      World Bank press release on a Global Education Evidence Advisory Panel report (FCDO, UNICEF, World Bank), 30 October 2025, published 2025

      Review of about 120 studies in more than 170 languages on how to teach reading. Source of the early grade reading results for more than 500,000 pupils in 48 countries and the recommendations on explicit instruction, phonics, language of instruction, practice time and books.

    4. [4]2023 Cost-Effective Approaches to Improve Global Learning: What does recent evidence tell us are "Smart Buys" for improving learning in low- and middle-income countries?

      Global Education Evidence Advisory Panel (World Bank, FCDO, UNICEF Innocenti, USAID), published 2023

      Expert review of more than 550 evaluations ranking education investments. Source of structured pedagogy and teaching by learning level as Great Buys, adaptive software and mobile phones as promising, and hardware or inputs alone as Bad Buys.

    5. [5]National study in Zambia finds a focus on teaching the basics leads to broad learning gains over time

      J-PAL (Abdul Latif Jameel Poverty Action Lab), 18 March 2026, published 2026

      First randomised evaluation of a national scale-up of teaching at the right level (Catch Up, Zambia): more than 1,100 schools, over 5,000 schools and one million pupils a year reached, long-term effects from 4.4 million exam scores, and costs of added teacher training.

    6. [6]Learning levels unknown for over half a billion children. A new education data ecosystem is needed

      UNESCO Institute for Statistics, World Education Blog (GEM Report), 7 February 2024, published 2024

      Source of the estimate that the learning levels of 680 million children are not counted, and of regional gaps in reported reading assessments since 2015.

    Cite this page

    DO GOOD International (2026). Ending Learning Poverty. Global Challenges. Updated October 15, 2026. https://www.dogood.world/challenges/learning-poverty

    For figures, please cite the original sources listed above.

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