China: Three Corrections

This page accompanies Education Is the Cause. All completion rates are from WCDE v3, cohort reconstruction, 20–24 age group. Life expectancy and TFR from World Bank WDI.

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China crossed the development threshold in 1994. Three corrections to the standard narrative.

1. The "educational catastrophe" was the largest educational expansion in Chinese history

The standard framing conflates the disruption of university education — affecting 2–3% of the population — with the overall trajectory. For rural China — 80% of the population — the Cultural Revolution era produced the largest lower secondary gains in the WCDE 1870–2015 record.

The data

Five-year gains by level

The CR cohorts — those whose schooling overlapped 1966–1976 — show a split: Community schools (民办学校) brought secondary education to villages that had none (Pepper 1996; Unger 1982; Gao 2008). The college disruption — the "lost generation" — affected 2–3% of the population. The lower secondary expansion benefited the rural 80%.

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2. The barefoot doctors are misidentified as the cause

Drèze & Sen (1989, Table 10.6) show China's under-5 mortality at 32% of what GNP predicted — the largest deviation in their sample — and attribute it to "support-led security": barefoot doctors (赤脚医生), direct provision. But Sen regressed on income and found a residual. That residual is education.

The peer comparison (mean years of schooling)

When life expectancy and U5MR are matched on mean years of schooling (age 20–24, ±0.5 years) rather than GNP, China's advantage reverses:

• 1965: China LE 53.0, peers 59.9 → 6.3 years below (famine aftermath)
• 1980: China LE 64.2, peers 66.7 → 2.4 years below (still underperforming)
• 1991: China LE 68.6, peers 68.6 → convergence
• 1992: China LE 69.1, peers 68.9 → crossover (China above peers from here)
• 2000: China LE 72.3, peers 69.8 → +2.5 above

China's U5MR was above education-matched peers until 2000. The barefoot doctors were not producing exceptional outcomes; China was underperforming what its education level predicted.

The dismantling test

The barefoot doctors and the community school teachers came from the same CR-era rural mobilisation. When Deng dismantled the barefoot doctor system after 1980, the LE convergence rate was statistically unchanged: +0.28 years/year before 1981, +0.29 after (β₃ = +0.007, p = 0.78). LE continued to rise — from 64 to 69.8 by 1994 — because the educational baseline built into rural households did not leave with the doctors.

Drèze & Sen (1989, pp. 215–221) document the resulting health crises and rising rural medical costs, but these crises left no detectable mark on the trajectory.

China crossed to above education-predicted LE in 1992 and to below education-predicted U5MR around 2000 — two decades after the barefoot doctors were gone. Mean years of schooling rose from 5.9 (1965) to 8.0 (1980) to 9.6 (2000), tracking both outcomes across both eras. Sen measured the effect of education on mortality and called it provision.

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3. Fertility crossed the threshold five years before the one-child policy

The TFR threshold (3.65) was crossed in 1975. The one-child policy began in 1980.

The 晚稀少 campaign ("Later, Longer, Fewer"), implemented from 1971 under Zhou Enlai, reduced TFR from 6.28 to 3.02 — a decline of 3.26 children per woman — before any coercive policy was in place. This was one of the most effective voluntary fertility transitions in history.

China's fertility trajectory mirrors South Korea's and Thailand's, both of which achieved equivalent TFRs without compulsory policy (Cai 2010; Miller et al. 2018). The most famous population policy in human history was unnecessary for this threshold: fertility had already crossed the line five years before coercion began.

The mechanism: rising female lower secondary completion. The gender gap closed steadily through the entire period:

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China and India

Both countries started at approximately 10% lower secondary completion in 1950. China expanded to 75% in 40 years (1950–1990) at 1.6 pp/yr — under Mao, the Cultural Revolution, and the Great Leap Forward. India expanded from 10% to 37% in the same 40 years at 0.7 pp/yr — with every institutional advantage the literature claims to matter: democracy, rule of law, free press, independent judiciary.

India's institutions did not accelerate education. China's absence of them did not prevent it.

China crossed the 50% threshold at the 1980 cohort — born approximately 1958, secondary school age approximately 1970–1973, right at the onset of the Cultural Revolution. The expansion that carried China past 50% happened before Deng.

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The intergenerational chain

The Deng-era cohorts were children of Mao-era parents whose primary literacy was built during the 1950s campaigns and whose lower secondary access expanded during the CR via community schools.

A rural peasantry at 15% primary completion (China's level in 1950) cannot absorb foreign direct investment into export manufacturing. A rural workforce at 86% primary and 62% lower secondary (the level when Deng's reforms began) can. The Deng economic miracle needed the educational foundation that the pre-reform period laid.

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What the data says

The Cultural Revolution damaged the top of the educational pyramid. It widened the base.

The standard narrative is not wrong. It is just not about China. It is about the 2–3% who aspired to university. For the 80% who were rural, the CR era was one of the fastest periods of educational expansion, life expectancy improvement, and fertility transition in Chinese history.

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Data and references

• All completion rates: WCDE v3, cohort reconstruction (age 20–24)
• Life expectancy and TFR: World Bank WDI
• Gao Mobo (2008). The Battle for China's Past. London: Pluto Press.
• Pepper, S. (1996). Radicalism and Education Reform in Twentieth-Century China. Cambridge University Press.
• Unger, J. (1982). Education Under Mao. Columbia University Press.
• Cai, Y. (2010). China's Below-Replacement Fertility. Population and Development Review 36(3).
• Miller, G. et al. (2018). The Limits and Consequences of Population Policy: Evidence from China's Wan Xi Shao Campaign.
• Drèze, J. and Sen, A. (1989). Hunger and Public Action. Oxford: Clarendon Press.