Learning Poverty: Sitting in the Classroom Without Learning Anything

30-second overview: In 2019, the World Bank and UNESCO jointly released a report introducing the term "Learning Poverty."¹ The definition: a 10-year-old child who cannot read and understand a simple age-appropriate passage.¹ The global learning poverty rate for low-income and lower-middle-income countries in 2019 was 53%; after the pandemic in 2022 it rose to approximately 70%; the World Bank's February 2023 update projected that even at current rates of improvement, by 2030 it would only fall to 43%.²³ Taiwan has no official learning poverty statistics, but PISA 2022 gave an awkward two-sided answer:⁴ Taiwan students ranked 3rd globally in math, 5th in reading, 4th in science, and the most disadvantaged 20% of students' math scores of 471 had already caught up with the OECD average of 472, rated by the OECD as an education system with "resilience."⁵ But the same report shows urban students averaged 571 in math, rural students 517, a gap of 54 points (roughly equivalent to one and a half to two years of learning progress).⁶ The Boyo Social Welfare Foundation's 2019 survey of 13 rural middle schools found that in 6 of them, 70% of students scored C in English, and in 5 of them, 70% scored C in math.⁷ PISA 2018's long-term observation: the reading test performance gap between Taiwan's top 10% and bottom 10% of students is approximately 6 years of academic competency.⁸ Taiwan's version of learning poverty is not in the urban averages — it is on the rural CAPSCE report cards, and has not yet been formally measured.

An Awkward Word

Educational research has a long-standing awkwardness: hundreds of millions of children globally go to school every day, but they are not learning anything. Describing this phenomenon as "out-of-school" is wrong, because they are not out of school; describing it as "dropout" is also wrong, because they have not dropped out; describing it as "poor grades" is too light, because this is not a matter of grades — the foundational layer of competency has not been built.

In 2019, the World Bank and UNESCO jointly released a report, Ending Learning Poverty: What Will It Take?, introducing a new term: Learning Poverty.¹

The definition is just one sentence: a child who, by age 10, cannot read and understand a simple age-appropriate passage.¹

Why age 10? Because 10 is a critical threshold. Before that, learning is "learn to read"; after 10, learning is "read to learn."¹ If a child cannot understand a passage at age 10, they are not merely behind — they are excluded from the entire subsequent educational system. Every science class, social studies class, and math class after that assumes you can read the textbook; if you cannot, you are effectively asked to leave the classroom even while your body is still sitting there.

The World Bank used this definition to name the global education crisis. The global learning poverty rate in 2019 was 53%, meaning that in the world's low-income and lower-middle-income countries, more than half of 10-year-olds cannot understand a simple story.² In 2022, after the pandemic, this number rose to approximately 70%.² An entire generation of children lost an already fragile learning foundation in three years. The World Bank's February 2023 update, The State of Learning Poverty, projected that even at current rates of improvement, by 2030 the global learning poverty rate would only fall to 43% — still nearly half of all children in a state of learning poverty.³

This term's advantage is concreteness. It is not the abstract academic language of "structural educational inequality" — it is a specific image: a 10-year-old child holding a book, unable to read it. Any parent, teacher, or policy maker can immediately visualize this image. It can even be measured: simply give a 10-year-old student a passage of text and see if they can read it. This is by the World Bank's deliberate design.

Taiwan Has No Term "Learning Poverty"

If you search for the term "learning poverty" in Taiwan's education policy documents, you will not find many results. As of 2026, this term has not truly entered mainstream public discussion in Taiwan.

But Taiwan has other language that expresses similar concepts: "learning gap", "insufficient basic academic competency", "low-achieving students", "CAPSCE Grade C". Each of these terms refers to a similar phenomenon, but none of them take "reading ability" as the core indicator the way "learning poverty" does, and none can convey the picture in a single sentence.

This is not coincidental. Taiwan's education discourse has long operated within the framework of "urban-rural gap" or "disadvantaged students" — both structural terms pointing to "geographic inequality" or "family inequality" as causes. Learning poverty reverses this: it does not ask about causes, it only asks about outcomes: was anything actually learned? This shift in indicator is important for Taiwan, because structural language tends to make readers feel "that is someone else's problem," while outcome language lets readers see "there is a child right now sitting in the classroom not learning anything."

PISA 2022's Major Turnaround

To understand what makes Taiwan's version of learning poverty so distinctive, one must start with PISA 2022.

In December 2023, the OECD published the PISA 2022 results.⁴ Taiwan's scores were:⁵

• Math 3rd globally (behind only Singapore and Macao)
• Reading 5th globally
• Science 4th globally
• Education system rated as having "resilience"

Most dramatically was disadvantaged student performance: Taiwan students in the most disadvantaged 20% in socioeconomic terms (PISA's definition of "bottom 20% on the Economic, Social and Cultural Status index") achieved a math literacy score of 471, essentially equivalent to the OECD average of 472.⁵ Another indicator: from 2012 to 2022, the percentage of variance in student math performance explained by socioeconomic background fell from 17.9% to 15.7%.⁵ This means the influence of socioeconomic background on student scores is decreasing.

This figure was promoted by Taiwan's Ministry of Education as "the best results in ten years."⁹ Media also largely reported positively: "Taiwan PISA international rankings make a great leap forward,"¹⁰ "Taiwan, Japan, Korea education systems show resilience."⁵ This is real progress and should not be denied. But it is only half the story.

The 54-Point Gap in the Same Report

Opening another section of the PISA 2022 Taiwan report, the term urban-rural gap remains:⁶

• Urban students' average math score: 571
• Rural students' average math score: 517
• Gap: 54 points

In PISA's design, approximately 20–30 points corresponds to one year of learning progress.¹¹ A 54-point gap means urban students have learned nearly two more years of mathematics than rural students. Reading and science show gaps of around 40-plus points as well.⁶

Why was this figure not widely reported? Because it conflicts with the dominant narrative of "Taiwan's major turnaround." The good news from PISA 2022 is "overall ranking rises" and "disadvantaged students catching up with OECD average" — both of these stories are at the level of averages. But the 54-point urban-rural gap does not appear in averages. It is hidden in the comparison between two sub-groups: urban and rural.

A long-term observation from PISA 2018 is also worth noting alongside this: the reading test performance gap between Taiwan's top 10% and bottom 10% of students is approximately 6 years of academic competency.⁸ PISA 2022 did not explicitly update this number, but the 54-point urban-rural gap is a slice of that 6-year gap in 2022.

A middle school math teacher said to media after PISA 2022 results came out: "Data is a quantified result; the relevant numbers can be interpreted very positively, but Taiwan should compare itself to itself. The feeling at the classroom level is not as improved as the numbers suggest."¹⁰ Another teacher was more direct: "Capable families can make their children more excellent; conversely, students from disadvantaged families will appear stagnant or even regressing."¹⁰

These two statements create a contrast with the OECD's "resilience" evaluation of Taiwan. The OECD sees the average improving; what teaching in Taiwan's classrooms sees is the widening gap between disadvantaged children and middle-class children.

CAPSCE Grade C: Dropping Out While Still in a Seat

If PISA is too academic, Taiwan has another indicator closer to the classroom: the Grade C on the Comprehensive Assessment Program for Senior High School Entrance (CAPSCE).

The CAPSCE has used an A/B/C three-tier system since 2014, based on the core competencies of the 108 Curriculum Guidelines:¹²

• Grade A (Proficient): student is highly skilled at the basic competencies of this subject
• Grade B (Basic): student has mastered the basic competencies of this subject
• Grade C (Needs Improvement): student has not yet acquired basic competency in this subject

The meaning of Grade C is unambiguous: this student has not mastered the basic academic competency of this subject after three years of middle school.

A survey by the Boyo Social Welfare Foundation in 2019 (year 108) makes this number concrete. Boyo is an NGO that has long provided after-school tutoring in rural areas and tracks CAPSCE performance at rural middle schools. The results that year were:⁷

• 13 rural middle schools surveyed
• In 6 of them, 70% of students scored C in English
• In 5 of them, 70% of students scored C in math

Putting these two figures together: in those surveyed rural middle schools, 7 out of 10 students had not even achieved basic competency in English or math after three years of middle school.

This is not "they performed poorly" — it is "they left middle school without having mastered the basics of these subjects." Next, they advance to high school or vocational school and continue sitting in classrooms listening to teachers discuss B1 English, mathematical functions, physics and chemistry equations — all of which assume you already have a middle school foundation. Without that foundation, every class is like listening to a foreign language.

This is Taiwan's version of learning poverty. It is not a 10-year-old who cannot read a story — it is a 15-year-old holding a CAPSCE report card with three C's.

The Boyo Foundation's years of field observation reached a conclusion: "What rural children truly lack in learning is still the critical role of long-term, stable companionship and guided learning."¹³ In rural families, the proportion of single-parent, grandparent-headed, and new immigrant families is higher, parents generally have lower educational attainment, and they need to work long hours away from home to support the family. In such environments, children lose family-level support for their learning.

Why Remedial Teaching Cannot Fix It

Taiwan has a complete remedial teaching system. The Ministry of Education has since the 100th academic year (2011) implemented the "Elementary and Middle School Student Learning Assistance Program" (formerly the "Helping Hands Program"), identifying low-achieving disadvantaged students for remedial teaching through standardized assessment to ensure every elementary and middle school student has basic academic competency.¹⁴ The Student Learning Assistance Resource Platform (PRIORI) provides materials, assessment tools, and teacher training resources.¹⁴

The design of this system is sound. The implementation challenges are:

First, most remedial teaching teachers are adjunct. Schools' formal staffing does not include "full-time remedial teaching teachers" — most are taught by current teachers outside class hours or by hourly-wage external teachers. Adjunct means limited time, poor continuity, and insufficient long-term companionship with students.

Second, what remedial teaching can actually accomplish is limited. When a fifth-grade student's reading ability is at second-grade level, two hours of remedial teaching per week cannot truly catch them up. What they need is not "an extra language arts class after school" — it is the entire learning model being torn down and rebuilt. This level of intervention is nearly impossible within the formal school system.

Third, the children most in need of remediation are often the hardest to remediate. Remedial teaching requires students willing to attend class, parents cooperating to supervise, and students themselves still having learning motivation. But when a child has accumulated years of failure experiences in academics, their response to learning tends to be avoidance rather than seeking help. If you tell them to take one more class, they might simply skip it.

This is why some rural schools with resources have begun trying more structural interventions:¹⁴ leveled reading (grouping by actual reading level rather than grade), cross-grade collaborative learning (grouping lagging students from different grades into one class), after-school companionship (combining NGO provision of long-term stable companion figures). These approaches are pedagogically correct, but administratively difficult: Taiwan's schools organize classes by grade, cross-grade curricula require enormous coordination effort, and rural schools already have sparse administrative resources.

The Act for the Development of Education in Remote Area Schools (偏遠地區學校教育發展條例全解, zh only) Article 11 allows rural schools to form mixed-age classes; Article 16 authorizes five-party cooperation. These provisions actually already leave room for structural reform of remedial teaching. But the tools the law provides need someone to use them, and using them requires intensive coordination among schools, education bureaus, NGOs, universities, and parents.

TFT Lists It as Their 2030 Vision

In 2024, TFT (Teach For Taiwan) released its 2030 strategic blueprint, presenting three major transformation visions for the next decade:¹⁵

1. "Transforming educational inequality" becomes a social movement with broad participation
2. "Learning poverty" becomes history
3. "Non-traditional career paths" become "equal options"

"Learning poverty" appearing for the first time in a Taiwanese NGO's long-term strategic vision is a moment worth recording. TFT used this term to rename its decade of rural education work: the previous framing of "educational inequality" looked at things from a social justice angle; now framing it as "learning poverty" looks at what children actually learned. Definitions derived from outcomes are harder to avoid than definitions argued from structure.

TFT's 3A framework¹⁵ (Access / Achievement / Aspiration) places learning poverty within the second A (Achievement). Access is "having the opportunity to attend school"; Achievement is "truly learning key competencies." Learning poverty is the precise description of "Access achieved but Achievement unrealized."

TFT's field observations in rural areas align with those of the Boyo Foundation: what is most needed is not additional teaching materials, but an environment that lets children learn in ways familiar to them.¹⁶ This environment requires not just teacher passion — it requires systemic structural design: stable teaching staff (the problem addressed by the article on Taiwan's teacher training system, 一個教師的誕生：台灣師資培育制度, zh only), complete curricula (the provisions addressed in the Act for the Development of Education in Remote Area Schools, 偏遠地區學校教育發展條例全解, zh only), cross-cultural sensitivity (the challenge in Taiwan Indigenous Education and Language Revival), and family and community support (TFT's concentric circle framework). Every layer must be in place for there to be any real chance of bringing learning poverty rates down.

Why This Term Should Enter Taiwan's Public Discourse

"Learning poverty" is more precise than "educational inequality," more universal than "rural education," and more concrete than "learning gap." It has three advantages:

First, it is outcome-oriented. "Educational inequality" is a structural description; ordinary readers find it difficult to develop a feeling for an abstract structure. "Learning poverty" is an outcome description — ordinary readers can imagine what "a 10-year-old who cannot read a story" looks like, or "a 15-year-old's CAPSCE report card with three C's." The narrative effectiveness differs enormously.

Second, it breaks down the urban-rural binary. "Rural education" makes urban residents feel this is something that happens in the mountains, unrelated to them. But learning poverty does not only happen in rural areas. Disadvantaged families in cities, children of new immigrants, low-income households, and students with special needs can all be in a state of learning poverty. It is a description that transcends geography. PISA 2022's 54-point urban-rural gap is the visible half; learning poverty in new immigrant families, economically disadvantaged families, and newly immigrated communities is the invisible other half.

Third, it can be measured. The World Bank's definition is clear: age 10, able to read, a simple story. If Taiwan conducted a proper survey, it could produce Taiwan's version of the learning poverty rate. This figure would make visible for the first time the problems that have been hiding behind "average PISA scores in the global top 5." The closest existing alternative indicator may be the CAPSCE Grade C proportion — every year there is a fixed proportion of students nationally who score C in three subjects, a proportion far higher in rural middle schools than in urban ones. The Ministry of Education does not publish it as a "learning poverty rate," but the data exists.¹²

Conclusion: Dropping Out While Still in Their Seat

The article on Rural Education in Taiwan (台灣偏鄉教育, zh only) describes a child named A-wei who skipped school to help at his family's bubble tea shop, and after a TFT teacher brought him back, he scored the highest in his class. This is the inspirational version of the story. Learning poverty is another version:

A-wei's classmate never skipped school, arrived on time every day, but graduated middle school with three C's on his CAPSCE.

This classmate will not make the news, will not have a documentary, will not have a teacher write a feature article about his story. His struggle has no drama — he is simply a child who attended school obediently and learned nothing. He is the greatest silence in Taiwan's education system.

The scale of this silence has never been formally measured. Until someone produces "Taiwan's version of the learning poverty rate," our description of Taiwan's education will be incomplete. In the next decade, will this number appear? Who will produce it? Once it exists, will Taiwan's public discourse have anywhere to put it?

TFT has written it into their 2030 strategic vision. The Boyo Foundation has used the CAPSCE Grade C proportion to help us see the rural field situation. The World Bank's Learning Poverty Database provides an internationally comparable methodological framework.¹⁷ At least three organizations are now willing to shoulder this task of measurement and accompaniment. But one NGO, one international organization, and one foundation cannot carry an entire country's learning poverty. This term needs to enter the Ministry of Education, enter county and city education bureaus, enter teacher training systems, enter the everyday conversations of ordinary parents.

The first step is to acknowledge: Taiwan's average PISA scores are real, urban 571 vs. rural 517 is also real, Boyo's finding that 70% of students in 13 rural middle schools score C is also real — and all of this happens within the same education system. Seeing all three at once is the starting point for a genuine conversation.

Further Reading

• Teach For Taiwan (TFT) — TFT's 3A framework places learning poverty in the Achievement A. The 2030 strategic blueprint formally lists "making learning poverty history" as a vision for the next decade — the first time any organization in Taiwan has written this term into a long-term vision.
• Rural Education in Taiwan (台灣偏鄉教育, zh only) — Rural areas are where learning poverty is most concentrated. TFT's concentric circle framework explains why the struggles of rural children cannot be explained by individual effort.
• Taiwan Indigenous Education and Language Revival — Indigenous students' educational experience is one of the most severely affected subgroups for learning poverty. The interaction of language transition, geographic distance, and social expectations means that children who are fluent in their indigenous language appear weaker on mainstream academic competency indicators.
• Act for the Development of Education in Remote Area Schools (偏遠地區學校教育發展條例全解, zh only) — The institutional tools the Act provides (mixed-age teaching, transportation subsidies, five-party cooperation) all address the upstream conditions of learning poverty at the structural level. News of 18 elementary schools closing in the 113th academic year proves the Act cannot withstand population gravity.
• Taiwan's Teacher Training System (一個教師的誕生：台灣師資培育制度, zh only) — If the teacher training system does not teach "differentiated and remedial teaching competencies," schools will have no capacity to address already-occurring learning poverty. New teachers self-report these three competencies as exactly what they most lack.
• Taiwan's Declining Birthrate Crisis (台灣少子化危機, zh only) — Learning poverty and the declining birthrate are not the same problem, but they simultaneously occur in rural areas: as student numbers fall, schools shrink, and resources concentrate, the proportion of learning poverty among those who remain actually rises.
• Education System and Admissions Culture — Taiwan's culture of treating college entrance as the only path leaves children experiencing learning poverty with almost no other options within the system.

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