Pre-registration
The 2007-2009 global financial crisis produced deeper and more persistent output contractions in liberalised financial systems (United States, United Kingdom, Ireland, Iceland) than in more state-managed financial systems (China, Vietnam), controlling for pre-crisis openness, exchange-rate regime, and fiscal space. The discriminating variable is the degree of state control over credit allocation and bank balance sheets heading into 2007.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
The hypothesis is SUPPORTED if the 2007-2010 cumulative real GDP decline in the liberalised-system panel exceeds that of the state-managed panel by at least 3 percentage points, conditional on matching on pre-crisis openness + exchange-rate regime + fiscal space. REFUTED if the gap is less than 1 percentage point or reverses in sign.
formal test & threshold
test: Cross-country comparison of 2007-2010 cumulative real-GDP decline: liberalised panel (USA/GBR/IRL/ISL) vs state-managed panel (CHN/VNM); liberalised gap >=3pp deeper with p<0.10 conditional on pre-crisis controls supports.
Method
- Template
panel_fe- Fixed effects
country, year- Clustering
country- Sample
- 19 countries · 2003 – 2012
- Evidence type
- associational
Cross-country panel-FE 2003-2012 of real GDP growth on liberalised- vs-state-managed-financial-system indicator interacted with crisis-window (post-2007Q3). Pre-crisis matching on openness + exchange-rate regime + fiscal space. Country and year FE; country-clustered SEs. Caveat: state-managed economies (CHN, VNM) had unrelated growth tailwinds — the contraction-depth comparison conflates regime-effect with structural growth differential.
Data
| Variable | Source | Transform |
|---|---|---|
log_real_gdp outcome | world_bank_wdi:NY.GDP.MKTP.KDtier 2 | log |
cumulative_gdp_decline_2007_2010 outcome | world_bank_wdi:NY.GDP.MKTP.KD.ZGtier 2 | cumulative_window |
liberalised_financial_system_indicator treatment | constructed:indicator = 1 for USA, GBR, IRL, ISL (liberalised financial systems pre-2007); 0 for CHN, VNM, IND (state-managed credittier 5 | indicator |
financial_freedom_index treatment | fraser_efw:area_3tier 4 | level |
trade_openness control | world_bank_wdi:NE.TRD.GNFS.ZStier 2 | level |
exchange_rate_regime control | ilzetzki_reinhart_rogoff:exchange_rate_regimetier 3 | categorical |
government_debt_pct_gdp control | imf:GGXWDG_NGDPtier 2 | level |
log_gdp_per_capita control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — gfc_contraction_depth_liberalised_vs_state_managed_systems
Verdict: INCONCLUSIVE_DATA_PENDING — treatment 'liberalised_financial_system_indicator' has no within-country variation under country fixed effects
Pre-registration
- Claim: The 2007-2009 global financial crisis produced deeper and more persistent output contractions in liberalised financial systems (United States, United Kingdom, Ireland, Iceland) than in more state-managed financial systems (China, Vietnam), controlling for pre-crisis openness, exchange-rate regime, and fiscal space. The discriminating variable is the degree of state control over credit allocation and bank balance sheets heading into 2007.
- Falsification rule: The hypothesis is SUPPORTED if the 2007-2010 cumulative real GDP decline in the liberalised-system panel exceeds that of the state-managed panel by at least 3 percentage points, conditional on matching on pre-crisis openness + exchange-rate regime + fiscal space. REFUTED if the gap is less than 1 percentage point or reverses in sign.
- Falsification test: Cross-country comparison of 2007-2010 cumulative real-GDP decline: liberalised panel (USA/GBR/IRL/ISL) vs state-managed panel (CHN/VNM); liberalised gap >=3pp deeper with p<0.10 conditional on pre-crisis controls supports.
Estimate
- Error: treatment 'liberalised_financial_system_indicator' has no within-country variation under country fixed effects
Variables resolved
world_bank_wdi:NY.GDP.MKTP.KD→ log_real_gdp (outcome, publisher=world_bank_wdi, n=12104)world_bank_wdi:NY.GDP.MKTP.KD.ZG→ cumulative_gdp_decline_2007_2010 (outcome, publisher=world_bank_wdi, n=13897)constructed: indicator = 1 for USA, GBR, IRL, ISL (liberalised financial systems pre-2007); 0 for CHN, VNM, IND (state-managed credit allocation, large state-bank share). Coding from Fraser EFW financial-freedom subindex deltas + IMF Financial Development Index.→ liberalised_financial_system_indicator (treatment, publisher=constructed, n=190)world_bank_wdi:NE.TRD.GNFS.ZS→ trade_openness (controls, publisher=world_bank_wdi, n=10714)imf:GGXWDG_NGDP→ government_debt_pct_gdp (controls, publisher=imf, n=8113)world_bank_wdi:NY.GDP.PCAP.KD→ log_gdp_per_capita (controls, publisher=world_bank_wdi, n=12104)
Variables missing data
fraser_efw:area_3(treatment, name=financial_freedom_index) — vintage not on diskilzetzki_reinhart_rogoff:exchange_rate_regime(controls, name=exchange_rate_regime) — vintage not on disk
Generated by scripts/run_panel_fe.py at 2026-06-29T17:54:29+00:00
Notes
Origin is auto-generated Phase-4E stub seeded from Marxist-Leninist framing of GFC contraction depth as deeper in liberalised vs state-managed financial systems. Human review required.