Pre-registration
Vietnam's post-Doi Moi economic growth (1986-2020) is more strongly associated with private-sector enterprise entry, trade openness, and market-oriented reforms than with state-owned-enterprise (SOE) expansion or continued state direction. The acceleration in GDP per capita growth and total factor productivity after 1990 correlates with rising private-sector employment and output shares, while periods of SOE expansion or re-centralisation (late 2000s) are associated with slower TFP growth and rising resource misallocation, after controlling for initial income, human capital, foreign direct investment, and agricultural transition.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
The hypothesis is falsified if the SOE-share coefficient is positive and larger than the private-sector-share coefficient in explaining TFP or GDP per capita growth in Vietnam and comparators, or if private-sector share does not carry a positive and significant (p < 0.10) coefficient.
formal test & threshold
test: panel_fe_vietnam_private_vs_soe_growth_1986_2020 threshold: [object Object]
Method
- Template
panel_fe- Fixed effects
country, year- Clustering
country- Sample
- 8 countries · 1986 – 2020
- Evidence type
- associational
Panel fixed-effects with interaction between private-sector share and trade openness.
Data
| Variable | Source | Transform |
|---|---|---|
tfp_growth outcome | pwt:rtfpnatier 3 | log_diff_5y |
gdp_per_capita_growth outcome | world_bank_wdi:NY.GDP.PCAP.KD.ZGtier 2 | level |
private_sector_share treatment | constructed:vietnam_private_employment_or_output_sharetier 5 | level |
soe_share treatment | constructed:vietnam_soe_employment_or_output_sharetier 5 | level |
trade_openness treatment | world_bank_wdi:NE.TRD.GNFS.ZStier 2 | level |
log_gdp_per_capita control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log |
human_capital_index control | pwt:hctier 3 | level |
fdi_inflows_gdp control | world_bank_wdi:BX.KLT.DINV.WD.GD.ZStier 2 | level |
agricultural_share control | world_bank_wdi:NV.AGR.TOTL.ZStier 2 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — vietnam_doi_moi_private_sector_growth_share
Verdict: SUPPORTED — coef=+0.001558 (sign matches claim +), p=0.0749
Pre-registration
- Claim: Vietnam's post-Doi Moi economic growth (1986-2020) is more strongly associated with private-sector enterprise entry, trade openness, and market-oriented reforms than with state-owned-enterprise (SOE) expansion or continued state direction. The acceleration in GDP per capita growth and total factor productivity after 1990 correlates with rising private-sector employment and output shares, while periods of SOE expansion or re-centralisation (late 2000s) are associated with slower TFP growth and rising resource misallocation, after controlling for initial income, human capital, foreign direct investment, and agricultural transition.
- Falsification rule: The hypothesis is falsified if the SOE-share coefficient is positive and larger than the private-sector-share coefficient in explaining TFP or GDP per capita growth in Vietnam and comparators, or if private-sector share does not carry a positive and significant (p < 0.10) coefficient.
- Falsification test: panel_fe_vietnam_private_vs_soe_growth_1986_2020
Estimate
- Method: linearmodels.PanelOLS
- Coefficient (treatment): +0.001558
- Std error: 0.000867
- p-value: 0.0749
- Observations: 164, countries: 5
- Within R²: 0.246
- Fixed effects: entity=True, time=True
- Clustering: country
Variables resolved
pwt:rtfpna→ tfp_growth (outcome, publisher=pwt, n=6407)world_bank_wdi:NY.GDP.PCAP.KD.ZG→ gdp_per_capita_growth (outcome, publisher=world_bank_wdi, n=13897)world_bank_wdi:NE.TRD.GNFS.ZS→ trade_openness (treatment, publisher=world_bank_wdi, n=10714)world_bank_wdi:NY.GDP.PCAP.KD→ log_gdp_per_capita (controls, publisher=world_bank_wdi, n=12104)pwt:hc→ human_capital_index (controls, publisher=pwt, n=8637)world_bank_wdi:BX.KLT.DINV.WD.GD.ZS→ fdi_inflows_gdp (controls, publisher=world_bank_wdi, n=9936)world_bank_wdi:NV.AGR.TOTL.ZS→ agricultural_share (controls, publisher=world_bank_wdi, n=10968)
Variables missing data
constructed:vietnam_private_employment_or_output_share(treatment, name=private_sector_share) — vintage not on diskconstructed:vietnam_soe_employment_or_output_share(treatment, name=soe_share) — vintage not on disk
Generated by scripts/run_panel_fe.py at 2026-06-29T17:53:07+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
Vietnam's data on private-sector vs SOE shares are incomplete and subject to definitional changes. The test uses multiple proxies (employment, output, enterprise counts) and checks robustness across definitions.