Claims

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 · design r1 · 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

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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