Pre-registration
Industrial policy outcomes are bimodal by governance capacity: high-capacity states (Korea, Taiwan, Singapore) produce positive returns; low-capacity states produce rent-capture and white-elephants.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
PRIMARY: the hypothesis is SUPPORTED if the industrial-policy-by-governance interaction is positive at p<0.10 for manufacturing share or TFP growth, and the low-governance marginal effect is not positive at p<0.10. It is REFUTED if the interaction is non-positive at p<0.10, or if low-governance industrial policy has an equal or larger positive marginal association than high-governance industrial policy. Otherwise the result is PARTIAL because the broad bimodality claim is not decisively identified.
formal test & threshold
test: Panel FE of manufacturing-share growth on industrial-policy intensity x governance-capacity (WGI) interaction, country and year FE, 1971-2023; falsified if interaction term not positive at p<0.05 above median capacity.
Method
- Template
panel_fe- Fixed effects
country, year- Clustering
country- Sample
- 24 countries · 1971 – 2019
- Evidence type
- associational
Cross-country panel of industrial-policy episodes interacted with a governance-capacity index (state capacity, rule of law, bureaucratic quality). Outcome: manufacturing-share growth and TFP. Tests for the bimodal interaction term: positive returns above a capacity threshold, rent-capture below.
Data
| Variable | Source | Transform |
|---|---|---|
log_gdp_pc_ppp outcome | world_bank_wdi:NY.GDP.PCAP.PP.KDtier 2 | log |
tfp_index outcome | pwt:rtfpnatier 3 | level |
manufacturing_value_added_pct_gdp outcome | world_bank_wdi:NV.IND.MANF.ZStier 2 | level |
government_effectiveness treatment | wgi:GE.ESTtier 4 | level |
rule_of_law treatment | wgi:RL.ESTtier 4 | level |
control_of_corruption treatment | wgi:CC.ESTtier 4 | level |
log_initial_gdp_pc control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log |
log_population control | world_bank_wdi:SP.POP.TOTLtier 2 | log |
trade_openness control | world_bank_wdi:NE.TRD.GNFS.ZStier 2 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — industrial_policy_governance_capacity_conditionality
Verdict: PARTIAL — coef=+6.549e-16, p=0.445; effect magnitude effectively zero
Pre-registration
- Claim: Industrial policy outcomes are bimodal by governance capacity: high-capacity states (Korea, Taiwan, Singapore) produce positive returns; low-capacity states produce rent-capture and white-elephants.
- Falsification rule: PRIMARY: the hypothesis is SUPPORTED if the industrial-policy-by-governance interaction is positive at p<0.10 for manufacturing share or TFP growth, and the low-governance marginal effect is not positive at p<0.10. It is REFUTED if the interaction is non-positive at p<0.10, or if low-governance industrial policy has an equal or larger positive marginal association than high-governance industrial policy. Otherwise the result is PARTIAL because the broad bimodality claim is not decisively identified.
- Falsification test: Panel FE of manufacturing-share growth on industrial-policy intensity x governance-capacity (WGI) interaction, country and year FE, 1971-2023; falsified if interaction term not positive at p<0.05 above median capacity.
Estimate
- Method: linearmodels.PanelOLS
- Coefficient (treatment): +6.549e-16
- Std error: 8.567e-16
- p-value: 0.445
- Observations: 387, countries: 19
- Within R²: 1
- Fixed effects: entity=True, time=True
- Clustering: country
Variables resolved
world_bank_wdi:NY.GDP.PCAP.PP.KD→ log_gdp_pc_ppp (outcome, publisher=world_bank_wdi, n=8325)pwt:rtfpna→ tfp_index (outcome, publisher=pwt, n=6407)world_bank_wdi:NV.IND.MANF.ZS→ manufacturing_value_added_pct_gdp (outcome, publisher=world_bank_wdi, n=9698)wgi:GE.EST→ government_effectiveness (treatment, publisher=wgi, n=5168)wgi:RL.EST→ rule_of_law (treatment, publisher=wgi, n=5296)wgi:CC.EST→ control_of_corruption (treatment, publisher=wgi, n=5201)world_bank_wdi:NY.GDP.PCAP.KD→ log_initial_gdp_pc (controls, publisher=world_bank_wdi, n=12104)world_bank_wdi:SP.POP.TOTL→ log_population (controls, publisher=world_bank_wdi, n=14447)world_bank_wdi:NE.TRD.GNFS.ZS→ trade_openness (controls, publisher=world_bank_wdi, n=10714)
Generated by scripts/run_panel_fe.py at 2026-06-29T17:52:51+00:00
Notes
Seeded from an empirical-pragmatist claim that industrial-policy returns are bimodal in state capacity. Cross-country panel with capacity interaction; human review needed for governance-capacity index choice and the bimodality threshold.