Pre-registration
Hong Kong's long-run income convergence to the productivity frontier without classic industrial policy (sectoral targeting, directed credit, national champions, or SOE promotion) matches or exceeds that of developmentalist East Asian comparators after controlling for initial income, human capital, and trade openness. Between 1960 and 2020, Hong Kong's GDP per capita growth and total factor productivity performance are statistically indistinguishable from or superior to South Korea's, Taiwan's, and Singapore's, despite the absence of state-led sectoral coordination, suggesting that market institutions and trade openness can substitute for industrial policy in achieving frontier convergence.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
The hypothesis is falsified if Hong Kong's TFP growth or GDP per capita convergence is significantly lower (p < 0.10) than that of South Korea, Taiwan, or Singapore after controlling for initial income and human capital, or if industrial policy intensity carries a positive and significant coefficient that exceeds the economic freedom coefficient in the full panel.
formal test & threshold
test: panel_fe_hk_vs_developmentalist_comparators_1960_2020 threshold: [object Object]
Method
- Template
panel_fe- Fixed effects
country, year- Clustering
country- Sample
- 7 countries · 1960 – 2020
- Evidence type
- associational
Panel fixed-effects with interaction between low industrial-policy intensity and high economic freedom.
Data
| Variable | Source | Transform |
|---|---|---|
tfp_growth outcome | pwt:rtfpnatier 3 | log_diff_5y |
gdp_per_capita_convergence_gap outcome | pwt:rgdpetier 3 | constructed_gap_to_usa |
industrial_policy_intensity treatment | constructed:soe_share_plus_sectoral_subsidy_indextier 5 | level |
economic_freedom_score treatment | fraser_efw:summary_indextier 4 | level |
log_initial_gdp_per_capita control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log_lagged_5y |
human_capital_index control | pwt:hctier 3 | level |
trade_openness control | world_bank_wdi:NE.TRD.GNFS.ZStier 2 | level |
institutional_quality control | wgi:RL.ESTtier 4 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — hong_kong_no_industrial_policy_frontier_comparison
Verdict: REFUTED — coef=-0.06133 (sign opposite claim +), p=7.33e-15
Pre-registration
- Claim: Hong Kong's long-run income convergence to the productivity frontier without classic industrial policy (sectoral targeting, directed credit, national champions, or SOE promotion) matches or exceeds that of developmentalist East Asian comparators after controlling for initial income, human capital, and trade openness. Between 1960 and 2020, Hong Kong's GDP per capita growth and total factor productivity performance are statistically indistinguishable from or superior to South Korea's, Taiwan's, and Singapore's, despite the absence of state-led sectoral coordination, suggesting that market institutions and trade openness can substitute for industrial policy in achieving frontier convergence.
- Falsification rule: The hypothesis is falsified if Hong Kong's TFP growth or GDP per capita convergence is significantly lower (p < 0.10) than that of South Korea, Taiwan, or Singapore after controlling for initial income and human capital, or if industrial policy intensity carries a positive and significant coefficient that exceeds the economic freedom coefficient in the full panel.
- Falsification test: panel_fe_hk_vs_developmentalist_comparators_1960_2020
Estimate
- Method: linearmodels.PanelOLS
- Coefficient (treatment): -0.06133
- Std error: 0.006154
- p-value: 7.33e-15
- Observations: 95, countries: 5
- Within R²: 0.905
- Fixed effects: entity=True, time=True
- Clustering: country
Variables resolved
pwt:rtfpna→ tfp_growth (outcome, publisher=pwt, n=6407)pwt:rgdpe→ gdp_per_capita_convergence_gap (outcome, publisher=pwt, n=10399)fraser_efw:summary_index→ economic_freedom_score (treatment, publisher=fraser_efw, n=4557)world_bank_wdi:NY.GDP.PCAP.KD→ log_initial_gdp_per_capita (controls, publisher=world_bank_wdi, n=12104)pwt:hc→ human_capital_index (controls, publisher=pwt, n=8637)world_bank_wdi:NE.TRD.GNFS.ZS→ trade_openness (controls, publisher=world_bank_wdi, n=10714)wgi:RL.EST→ institutional_quality (controls, publisher=wgi, n=5296)
Variables missing data
constructed:soe_share_plus_sectoral_subsidy_index(treatment, name=industrial_policy_intensity) — vintage not on disk
Generated by scripts/run_panel_fe.py at 2026-06-29T17:52:50+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
Hong Kong's industrial policy intensity is near zero by construction, so the test relies on cross-country comparison rather than within-country variation. Synthetic control methods using entrepôt economies may improve causal identification.