Pre-registration
Deng Xiaoping's 1978 reforms, by introducing price signals and household responsibility in agriculture and Township-Village-Enterprise market exchange, account for the majority of Chinese poverty reduction 1978–2000 — not state investment.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
The hypothesis is considered falsified if the pre-registered empirical test shows the opposite direction of the claim at conventional significance (p > 0.10), or if the primary outcome measure moves less than 10% in the claimed direction across the sample. Exact thresholds will be pinned in the variables and estimator blocks when this stub is promoted from draft.
formal test & threshold
test: Provincial event-study (1978-2000) of poverty headcount on HRS rollout timing with province+year FE; Shapley decomposition of growth into market-reform vs state-investment shares. Refute if market-reform share <50% or sign-flipped at p<0.10.
Method
- Template
event_study- Fixed effects
province, year- Clustering
province- Sample
- 1 countries · 1978 – 2000
- Evidence type
- associational
Event study around 1978 reform onset using provincial panel (Lin-Jin-Park style) with HRS rollout dates as treatment timing. Decomposes poverty reduction into market-liberalisation versus state-investment shares via accounting / Shapley-style decomposition over growth components.
Data
| Variable | Source | Transform |
|---|---|---|
rural_poverty_headcount outcome | world_bank_wdi:SI.POV.NAHCtier 2 | level |
gdp_per_capita_real outcome | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log_yoy |
agricultural_productivity_proxy outcome | faostat:productivitytier 2 | log |
hrs_rollout_share treatment | derived:china_hrs_rollouttier 4 | share |
tve_employment_share treatment | derived:china_tve_sharetier 4 | share |
state_investment_share_of_gdp channel | world_bank_wdi:NE.GDI.FTOT.ZStier 2 | level |
trade_openness channel | world_bank_wdi:NE.TRD.GNFS.ZStier 2 | level |
log_population control | world_bank_wdi:SP.POP.TOTLtier 2 | log |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — china_1978_price_liberalisation_growth_decomposition
Verdict: INCONCLUSIVE_DATA_PENDING — couldn't infer event_year
Pre-registration
- Claim: Deng Xiaoping's 1978 reforms, by introducing price signals and household responsibility in agriculture and Township-Village-Enterprise market exchange, account for the majority of Chinese poverty reduction 1978–2000 — not state investment.
- Falsification rule: The hypothesis is considered falsified if the pre-registered empirical test shows the opposite direction of the claim at conventional significance (p > 0.10), or if the primary outcome measure moves less than 10% in the claimed direction across the sample. Exact thresholds will be pinned in the variables and estimator blocks when this stub is promoted from draft.
- Falsification test: Provincial event-study (1978-2000) of poverty headcount on HRS rollout timing with province+year FE; Shapley decomposition of growth into market-reform vs state-investment shares. Refute if market-reform share <50% or sign-flipped at p<0.10.
- Event year: (not extracted)
Estimate
- Error: couldn't infer event_year
Variables resolved
world_bank_wdi:SI.POV.NAHC→ rural_poverty_headcount (outcome, publisher=world_bank_wdi, n=1172)world_bank_wdi:NY.GDP.PCAP.KD→ gdp_per_capita_real (outcome, publisher=world_bank_wdi, n=14066)faostat:productivity→ agricultural_productivity_proxy (outcome, publisher=faostat, n=290)world_bank_wdi:NE.GDI.FTOT.ZS→ state_investment_share_of_gdp (decomposition_channels, publisher=world_bank_wdi, n=9870)world_bank_wdi:NE.TRD.GNFS.ZS→ trade_openness (decomposition_channels, publisher=world_bank_wdi, n=10714)world_bank_wdi:SP.POP.TOTL→ log_population (controls, publisher=world_bank_wdi, n=16935)
Variables missing data
derived:china_hrs_rollout(treatment, name=hrs_rollout_share)derived:china_tve_share(treatment, name=tve_employment_share)
Generated by scripts/run_event_study.py at 2026-05-04T13:02:29+00:00
Notes
Maps the classical-liberal school's Deng-reforms-as-poverty-driver claim to a provincial event study + Shapley decomposition. Estimator and prior set; full pre-registration awaits steelman + human sign-off.