Pre-registration
Vietnam's post-1995 trajectory — building on the 1986 Doi Moi reforms through US trade-normalisation 1995, ASEAN accession 1995, BTA with the US 2001, WTO accession 2007, EVFTA 2020, and a deliberate FDI manufacturing-attraction strategy — produced sustained convergence to middle-income levels, with real GDP-per-capita (PPP) growth averaging at least 4.5 percentage points per year above the SE-Asian peer panel mean (PHL, IDN, KHM, LAO, BGD, MMR) over 1995-2019. The cumulative log-gap by 2019 vs the peer panel exceeds +0.6 log points (~+82% in levels).
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
PRIMARY (dispositive): SUPPORTED if cumulative log-GDP-pc-PPP gap (VNM minus equal-weighted peer-pool mean of PHL, IDN, KHM, LAO, BGD, MMR) from 1995 to 2019 is at least +0.6 log-points. REFUTED if the gap is at most +0.2 log-points (or negative).
formal test & threshold
test: vietnam_post_1995_log_gap_vs_se_asia_peer_pool_2019 threshold: PRIMARY: log_gdp_pc_ppp(VNM, 2019) - log_gdp_pc_ppp(VNM, 1995) - [log_gdp_pc_ppp(peers, 2019) - log_gdp_pc_ppp(peers, 1995)] >= 0.6. METHOD_VALID: WDI NY.GDP.PCAP.PP.KD available for VNM and >=4 of 6 peers across 1995-2019.
Method
- Template
synth_did- Clustering
country- Sample
- 7 countries · 1995 – 2024
- Evidence type
- associational
Equal-weighted peer-pool baseline; informative full synth-DiD with weight optimisation. Outcome: log GDP-pc PPP. Donor pool excludes THA, MYS as too-developed peers but includes them as informative reference.
Data
| Variable | Source | Transform |
|---|---|---|
log_gdp_pc_ppp outcome | world_bank_wdi:NY.GDP.PCAP.PP.KDtier 2 | log |
manufacturing_value_added_pct_gdp outcome | world_bank_wdi:NV.IND.MANF.ZStier 2 | level |
exports_pct_gdp outcome | world_bank_wdi:NE.EXP.GNFS.ZStier 2 | level |
fdi_inflows_pct_gdp outcome | world_bank_wdi:BX.KLT.DINV.WD.GD.ZStier 2 | level |
tfp_index outcome | pwt:rtfpnatier 3 | level |
post_1995_integration_indicator treatment | constructed:indicator = 1 for VNM, year >= 1995tier 5 | indicator |
log_population control | world_bank_wdi:SP.POP.TOTLtier 2 | log |
gross_capital_formation_pct_gdp control | world_bank_wdi:NE.GDI.TOTL.ZStier 2 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — sea_vietnam_doi_moi_followon_growth_1995_2024
Verdict: PARTIAL — mean_gap=+0.465, |gap|/pre_sd=4.8, p_perm=0.143 (gap below 0.5×pre_sd or placebo p≥0.10)
Pre-registration
- Claim: Vietnam's post-1995 trajectory — building on the 1986 Doi Moi reforms through US trade-normalisation 1995, ASEAN accession 1995, BTA with the US 2001, WTO accession 2007, EVFTA 2020, and a deliberate FDI manufacturing-attraction strategy — produced sustained convergence to middle-income levels, with real GDP-per-capita (PPP) growth averaging at least 4.5 percentage points per year above the SE-Asian peer panel mean (PHL, IDN, KHM, LAO, BGD, MMR) over 1995-2019. The cumulative log-gap by 2019 vs the peer panel exceeds +0.6 log points (~+82% in levels).
- Falsification rule: PRIMARY (dispositive): SUPPORTED if cumulative log-GDP-pc-PPP gap (VNM minus equal-weighted peer-pool mean of PHL, IDN, KHM, LAO, BGD, MMR) from 1995 to 2019 is at least +0.6 log-points. REFUTED if the gap is at most +0.2 log-points (or negative).
Synthetic-control estimate
- shape: synth_did
- treated_country: VNM
- event_year: 2001
- n_donors: 6
- donor_weights (top): {'LAO': 0.8187, 'MMR': 0.1813, 'PHL': 0.0, 'IDN': 0.0, 'KHM': 0.0}
- pre_rmse: 0.5407108016667185
- pre_period_sd: 0.09692829804173753
- mean_post_gap: 0.4649691177728692
- end_period_gap: 0.6050566946766249
- post_period_years: [2001, 2024]
- placebo_p_value: 0.14285714285714285
- n_placebos: 6
- method: synthetic-control via NNLS, permutation inference
Variables resolved
world_bank_wdi:NY.GDP.PCAP.PP.KD→ log_gdp_pc_ppp (outcome, n=8325)world_bank_wdi:NV.IND.MANF.ZS→ manufacturing_value_added_pct_gdp (outcome, n=9698)world_bank_wdi:NE.EXP.GNFS.ZS→ exports_pct_gdp (outcome, n=10904)world_bank_wdi:BX.KLT.DINV.WD.GD.ZS→ fdi_inflows_pct_gdp (outcome, n=11580)pwt:rtfpna→ tfp_index (outcome, n=6407)constructed: indicator = 1 for VNM, year >= 1995→ post_1995_integration_indicator (treatment, n=210)world_bank_wdi:SP.POP.TOTL→ log_population (controls, n=16935)world_bank_wdi:NE.GDI.TOTL.ZS→ gross_capital_formation_pct_gdp (controls, n=10428)
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
Complement to vietnam_doi_moi_developmental_pattern_growth_effect (1986 onset). This hypothesis tests the SUSTAINED follow-on growth through 2024 with multiple integration steps treated as a sustained institutional+trade reform regime.