Pre-registration
China's WTO accession (2001-12-11) triggered a structural acceleration in Chinese merchandise-export intensity and manufacturing value-added relative to a synthetic-control donor pool of large emerging economies that did not accede to the WTO on the same date. The post-2001 export boom is one of the most consequential trade-liberalisation episodes in recorded economic history; this spec tests whether it is detectable as a pre/post structural break in WDI national-accounts and trade-share data, not whether the boom raised aggregate growth (already covered by china_deng_reform_growth_acceleration_1978).
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
SUPPORTED if SC gap on merchandise-exports-share-of-GDP exceeds +10 percentage points by 2007 AND SC gap on log manufacturing value-added exceeds +0.30 (≈35% level gap) by 2010. PARTIAL if only one holds. REFUTED if China under-performs the synthetic on both metrics — would indicate a serious data or identification failure given the strength of the consensus historical pattern.
formal test & threshold
test: synthetic_control_china_vs_em_donor_pool threshold: PRIMARY: SC_gap(merchandise_exports_share, 2007) >= 10 pp AND SC_gap(log_manufacturing_va, 2010) >= 0.30. METHOD_VALID: WDI series available 1990-2019 for all donor pool members.
Method
- Template
synthetic_control- Clustering
country- Sample
- 12 countries · 1990 – 2019
- Evidence type
- causal
Synthetic-control estimator for China against a donor pool of large emerging economies. Pre-treatment fitting window 1990-2001; post-treatment evaluation 2002-2019. Placebo permutation across donor pool. Robustness: drop the 2008-2009 GFC years from the post-window.
Data
| Variable | Source | Transform |
|---|---|---|
merchandise_exports_pct_gdp outcome | world_bank_wdi:NE.EXP.GNFS.ZStier 2 | level |
log_manufacturing_value_added outcome | world_bank_wdi:NV.IND.MANF.KDtier 2 | log |
trade_openness_pct_gdp outcome | world_bank_wdi:NE.TRD.GNFS.ZStier 2 | level |
wto_accession_indicator treatment | constructed:indicator = 1 for CHN from 2002 onward; 0 elsewheretier 5 | indicator |
log_gdp_pc_pretreatment control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log_level_at_treatment_minus_1 |
investment_share control | world_bank_wdi:NE.GDI.TOTL.ZStier 2 | level |
fdi_inflows_pct_gdp control | world_bank_wdi:BX.KLT.DINV.WD.GD.ZStier 2 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — trade_lib_china_wto_2001_manufacturing_export_surge
Verdict: PARTIAL — mean_gap=+4.793, |gap|/pre_sd=2.3, p_perm=0.833 (gap below 0.5×pre_sd or placebo p≥0.10)
Pre-registration
- Claim: China's WTO accession (2001-12-11) triggered a structural acceleration in Chinese merchandise-export intensity and manufacturing value-added relative to a synthetic-control donor pool of large emerging economies that did not accede to the WTO on the same date. The post-2001 export boom is one of the most consequential trade-liberalisation episodes in recorded economic history; this spec tests whether it is detectable as a pre/post structural break in WDI national-accounts and trade-share data, not whether the boom raised aggregate growth (already covered by china_deng_reform_growth_acceleration_1978).
- Falsification rule: SUPPORTED if SC gap on merchandise-exports-share-of-GDP exceeds +10 percentage points by 2007 AND SC gap on log manufacturing value-added exceeds +0.30 (≈35% level gap) by 2010. PARTIAL if only one holds. REFUTED if China under-performs the synthetic on both metrics — would indicate a serious data or identification failure given the strength of the consensus historical pattern.
Synthetic-control estimate
- shape: synth_did
- treated_country: CHN
- event_year: 2001
- n_donors: 11
- donor_weights (top): {'IND': 0.4814, 'TUR': 0.2663, 'BRA': 0.1875, 'ZAF': 0.0649, 'IDN': 0.0}
- pre_rmse: 4.767885638156413
- pre_period_sd: 2.1019876973812206
- mean_post_gap: 4.7925981343694
- end_period_gap: -4.136086978341421
- post_period_years: [2001, 2019]
- placebo_p_value: 0.8333333333333334
- n_placebos: 11
- method: synthetic-control via NNLS, permutation inference
Variables resolved
world_bank_wdi:NE.EXP.GNFS.ZS→ merchandise_exports_pct_gdp (outcome, n=10904)world_bank_wdi:NV.IND.MANF.KD→ log_manufacturing_value_added (outcome, n=8624)world_bank_wdi:NE.TRD.GNFS.ZS→ trade_openness_pct_gdp (outcome, n=10714)constructed: indicator = 1 for CHN from 2002 onward; 0 elsewhere→ wto_accession_indicator (treatment, n=360)world_bank_wdi:NY.GDP.PCAP.KD→ log_gdp_pc_pretreatment (controls, n=14066)world_bank_wdi:NE.GDI.TOTL.ZS→ investment_share (controls, n=10428)world_bank_wdi:BX.KLT.DINV.WD.GD.ZS→ fdi_inflows_pct_gdp (controls, n=11580)
Generated by scripts/run_synth_did.py at 2026-05-15T17:29:26+00:00
Strongest opposing argument
Every hypothesis ships with its charitable opposing argument. The framework earns credibility by handling objections at their strongest, not weakest.
Notes
Framework-validation tier. If the synthetic-control estimator fails to detect this episode, something is wrong with the data pipeline or estimator implementation.