Pre-registration
Persistent state-directed credit allocation predicts higher zombie-firm shares and lower total-factor-productivity growth over 15-30 year windows in a broad panel of advanced and emerging economies.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
Falsified if state credit share does not show a statistically significant positive association with zombie-firm share and a negative association with TFP growth over 15-30 year windows after controlling for private credit depth, institutional quality, and GDP growth.
formal test & threshold
test: panel_fe_state_credit_on_zombies_and_tfp threshold: [object Object]
Method
- Template
panel_fe- Fixed effects
country, year- Clustering
country- Sample
- 74 countries · 1990 – 2020
- Evidence type
- associational
Country-year panel FE with country and year fixed effects. Robustness via system GMM to address persistence in zombie shares and endogeneity of credit allocation.
Data
| Variable | Source | Transform |
|---|---|---|
zombie_firm_share outcome | constructed:share_of_firms_with_interest_coverage_lt_1_for_3_yearstier 5 | level_pct |
total_factor_productivity_growth outcome | pwt:rtfpnatier 3 | annual_pct |
state_credit_share treatment | constructed:state_owned_bank_credit_to_private_sector_pct_gdptier 5 | level_pct |
private_credit_depth control | world_bank_wdi:GFDD.DI.14tier 2 | level_pct_gdp |
institutional_quality control | wgi:RL.ESTtier 4 | level |
gdp_growth control | world_bank_wdi:NY.GDP.MKTP.KD.ZGtier 2 | annual_pct |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — state_credit_allocation_zombie_firm_persistence
Verdict: INCONCLUSIVE_DATA_PENDING — no treatment variable loaded; missing: ['constructed:state_owned_bank_credit_to_private_sector_pct_gdp']
Pre-registration
- Claim: Persistent state-directed credit allocation predicts higher zombie-firm shares and lower total-factor-productivity growth over 15-30 year windows in a broad panel of advanced and emerging economies.
- Falsification rule: Falsified if state credit share does not show a statistically significant positive association with zombie-firm share and a negative association with TFP growth over 15-30 year windows after controlling for private credit depth, institutional quality, and GDP growth.
- Falsification test: panel_fe_state_credit_on_zombies_and_tfp
Estimate
- Error: no treatment variable loaded; missing: ['constructed:state_owned_bank_credit_to_private_sector_pct_gdp']
Variables resolved
pwt:rtfpna→ total_factor_productivity_growth (outcome, publisher=pwt, n=6407)world_bank_wdi:GFDD.DI.14→ private_credit_depth (controls, publisher=world_bank_wdi, n=6564)wgi:RL.EST→ institutional_quality (controls, publisher=wgi, n=5296)world_bank_wdi:NY.GDP.MKTP.KD.ZG→ gdp_growth (controls, publisher=world_bank_wdi, n=13897)
Variables missing data
constructed:share_of_firms_with_interest_coverage_lt_1_for_3_years(outcome, name=zombie_firm_share) — vintage not on diskconstructed:state_owned_bank_credit_to_private_sector_pct_gdp(treatment, name=state_credit_share) — vintage not on disk
Generated by scripts/run_panel_fe.py at 2026-06-29T17:53:02+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
Zombie-firm data requires Orbis/Amadeus or national business registries. State credit share from World Bank GFDD, CBRC, or national central banks.