Pre-registration
The strongest long-run economic performers among countries that achieved middle-income status are those that used developmentalist tools (state-directed credit, sectoral targeting, export subsidies, infrastructure investment) for catch-up growth, then transitioned toward market competition, fiscal discipline, and rule-bound institutions before reaching frontier convergence. Countries that maintained state-direction into the high-income frontier stall in productivity growth and TFP convergence. The claim applies to a panel of catch-up economies 1960-2020.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
The hypothesis is falsified if countries that maintained developmental-state policies into the high-income phase show TFP growth indistinguishable from or superior to transitioners in a panel with country and year fixed effects, or if the transition indicator is negatively and significantly associated with TFP growth.
formal test & threshold
test: panel_fe_developmental_state_transition_1960_2020 threshold: [object Object]
Method
- Template
panel_fe- Fixed effects
country, year- Clustering
country- Sample
- 27 countries · 1960 – 2020
- Evidence type
- associational
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 |
manufacturing_tfp_growth outcome | oecd_stan:manufacturing_tfptier 5 | log_diff_5y |
developmental_state_phase treatment | constructed:state_directed_credit_plus_sectoral_targeting_indicatortier 5 | indicator |
market_transition_phase treatment | constructed:efw_improvement_plus_fiscal_discipline_indicatortier 5 | indicator |
frontier_proximity treatment | pwt:rgdpetier 3 | ratio_to_usa |
log_gdp_per_capita control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log |
human_capital_index control | pwt:hctier 3 | level |
trade_openness control | world_bank_wdi:NE.TRD.GNFS.ZStier 2 | level |
institutional_quality control | wgi:GE.ESTtier 4 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — developmental_state_to_market_transition_success
Verdict: REFUTED — coef=-2.412e-08 (sign opposite claim +), p=0.000414
Pre-registration
- Claim: The strongest long-run economic performers among countries that achieved middle-income status are those that used developmentalist tools (state-directed credit, sectoral targeting, export subsidies, infrastructure investment) for catch-up growth, then transitioned toward market competition, fiscal discipline, and rule-bound institutions before reaching frontier convergence. Countries that maintained state-direction into the high-income frontier stall in productivity growth and TFP convergence. The claim applies to a panel of catch-up economies 1960-2020.
- Falsification rule: The hypothesis is falsified if countries that maintained developmental-state policies into the high-income phase show TFP growth indistinguishable from or superior to transitioners in a panel with country and year fixed effects, or if the transition indicator is negatively and significantly associated with TFP growth.
- Falsification test: panel_fe_developmental_state_transition_1960_2020
Estimate
- Method: linearmodels.PanelOLS
- Coefficient (treatment): -2.412e-08
- Std error: 6.778e-09
- p-value: 0.000414
- Observations: 483, countries: 23
- Within R²: 0.388
- 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)pwt:rgdpe→ frontier_proximity (treatment, publisher=pwt, n=10399)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:NE.TRD.GNFS.ZS→ trade_openness (controls, publisher=world_bank_wdi, n=10714)wgi:GE.EST→ institutional_quality (controls, publisher=wgi, n=5168)
Variables missing data
oecd_stan:manufacturing_tfp(outcome, name=manufacturing_tfp_growth) — vintage not on diskconstructed:state_directed_credit_plus_sectoral_targeting_indicator(treatment, name=developmental_state_phase) — vintage not on diskconstructed:efw_improvement_plus_fiscal_discipline_indicator(treatment, name=market_transition_phase) — vintage not on disk
Generated by scripts/run_panel_fe.py at 2026-06-29T17:52:47+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.