Households pay substantial recurring sums for private supplementary language education, with Korea at 29.2 trillion won in 2024 and English the leading subject¶
Claim · All claims
Evidence · 1 study · designr1·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person · recheck by 2031: baselines and conditions change
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? South Korea's official national survey put private supplementary education at 29.2 trillion won in 2024, with 80% participation and English the largest subject at 248,000 won per month per participating student in 2023. → Guo 2026
Evidence¶
Guo 2026¶
Guo, Q., Tang, J., Huang, X., Lin, H.-Y., Zhong, Y., & Zhuang, X. (2026). LLMersion: A Local-First AI Agent Framework for Low-Cost Home Language Learning toward Educational Equity. https://arxiv.org/abs/2609.29672 doi:10.48550/arxiv.2609.29672
q2 · i? · design · r1
The article reports official national survey figures from Statistics Korea and the Ministry of Education, citing them as an anchor for household spending on shadow education. Figures are descriptive expenditures; no effect size is printed, so impact is null.
"private supplementary education at 29.2 trillion won in 2024, with 80% of students participating and English the single largest subject at 248,000 won per month per participating student in 2023"
Discussion¶
Related Claims¶
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Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
shadow-education-household-spending-scale |
title |
Households pay substantial recurring sums for private supplementary language education, with Korea at 29.2 trillion won in 2024 and English the leading subject |
description |
Households pay substantial recurring sums for private supplementary language education, with Korea at 29.2 trillion won in 2024 and English the leading subject |
status |
review |
evidence_strength |
weak |
newest_evidence |
2026 |
recheck_by |
2031 |
generated |
by process:wiki-ingest on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — guo-2026 |
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