Pre-registration
Across advanced and emerging-market economies 1980-2020, constitutional or statutory fiscal rules — debt brakes, deficit ceilings, and expenditure-growth limits — predict more durable prosperity (lower growth volatility and stronger long- run income growth) than discretionary state-investment surges. The pre-registered claim is that countries with binding fiscal rules in place for at least 10 years show at least 0.8 percentage points lower standard deviation of GDP growth and at least 0.3 percentage points higher mean growth over 1980- 2020 than matched peers without such rules, after controlling for initial income, resource dependence, and financial development.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
Not supported if (a) the coefficient on binding fiscal rule is not negative and significant at p<0.05 on growth volatility, OR (b) the mean growth difference between rule-bound and non- rule-bound countries is below 0.15 pp/year, OR (c) the discretionary-investment-surge coefficient is positive and significant on long-run prosperity (suggesting discretion outperforms rules). A Keynesian / counter-cyclical-fiscal reading wins if (c) holds or if fiscal rules are associated with lower growth (austerity drag).
formal test & threshold
test: panel_fe_fiscal_rules_vs_discretionary_investment_on_prosperity threshold: panel_FE_beta(binding_fiscal_rule → growth_volatility) < 0 at p<0.05 AND mean_growth_rule_bound − mean_growth_no_rule >= 0.30 pp/yr AND discretionary_surge_coefficient NOT > prosperity_index at p<0.10
Method
- Template
panel_fe- Fixed effects
country, year- Clustering
country- Sample
- 55 countries · 1980 – 2020
- Evidence type
- associational
Panel FE comparing rule-bound vs non-rule-bound country-years on growth volatility and mean growth. Matching estimator as robustness: propensity-score matching on initial income, resource dependence, and financial development. Event-study around fiscal-rule adoptions (e.g. Germany Schuldenbremse 2009, Switzerland debt brake 2003, Sweden surplus target 1997) with synthetic control. Robustness: exclude EU countries (where rules may be EU-imposed rather than domestically chosen); exclude commodity exporters.
Data
| Variable | Source | Transform |
|---|---|---|
gdp_growth_volatility outcome | world_bank_wdi:NY.GDP.MKTP.KD.ZGtier 2 | rolling_sd_10yr |
real_gdp_per_capita_growth outcome | world_bank_wdi:NY.GDP.PCAP.KD.ZGtier 2 | level |
long_run_prosperity_index outcome | constructed:mean_growth_minus_volatilitytier 5 | level |
binding_fiscal_rule_dummy treatment | constructed:imf_fiscal_rules_database + national_legislationtier 5 | indicator |
discretionary_state_investment_surge treatment | constructed:public_investment_above_trend_plus_3sdtier 5 | indicator |
public_investment_share_gdp treatment | world_bank_wdi:NE.GDI.FTOT.ZStier 2 | level |
log_initial_gdp_pc control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log |
natural_resource_rents control | world_bank_wdi:NY.GDP.TOTL.RT.ZStier 2 | level |
financial_development control | world_bank_wdi:FS.AST.PRVT.GD.ZStier 2 | level |
trade_openness control | world_bank_wdi:NE.TRD.GNFS.ZStier 2 | level |
human_capital_index control | pwt:hctier 3 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — constitutional_fiscal_rules_growth_stability
Verdict: INCONCLUSIVE_DATA_PENDING — treatment 'binding_fiscal_rule_dummy' has no within-country variation under country fixed effects
Pre-registration
- Claim: Across advanced and emerging-market economies 1980-2020, constitutional or statutory fiscal rules — debt brakes, deficit ceilings, and expenditure-growth limits — predict more durable prosperity (lower growth volatility and stronger long- run income growth) than discretionary state-investment surges. The pre-registered claim is that countries with binding fiscal rules in place for at least 10 years show at least 0.8 percentage points lower standard deviation of GDP growth and at least 0.3 percentage points higher mean growth over 1980- 2020 than matched peers without such rules, after controlling for initial income, resource dependence, and financial development.
- Falsification rule: Not supported if (a) the coefficient on binding fiscal rule is not negative and significant at p<0.05 on growth volatility, OR (b) the mean growth difference between rule-bound and non- rule-bound countries is below 0.15 pp/year, OR (c) the discretionary-investment-surge coefficient is positive and significant on long-run prosperity (suggesting discretion outperforms rules). A Keynesian / counter-cyclical-fiscal reading wins if (c) holds or if fiscal rules are associated with lower growth (austerity drag).
- Falsification test: panel_fe_fiscal_rules_vs_discretionary_investment_on_prosperity
Estimate
- Error: treatment 'binding_fiscal_rule_dummy' has no within-country variation under country fixed effects
Variables resolved
world_bank_wdi:NY.GDP.MKTP.KD.ZG→ gdp_growth_volatility (outcome, publisher=world_bank_wdi, n=13897)world_bank_wdi:NY.GDP.PCAP.KD.ZG→ real_gdp_per_capita_growth (outcome, publisher=world_bank_wdi, n=13897)constructed: imf_fiscal_rules_database + national_legislation→ binding_fiscal_rule_dummy (treatment, publisher=constructed, n=2255)constructed: public_investment_above_trend_plus_3sd→ discretionary_state_investment_surge (treatment, publisher=constructed, n=2255)world_bank_wdi:NE.GDI.FTOT.ZS→ public_investment_share_gdp (treatment, publisher=world_bank_wdi, n=9870)world_bank_wdi:NY.GDP.PCAP.KD→ log_initial_gdp_pc (controls, publisher=world_bank_wdi, n=12104)world_bank_wdi:NY.GDP.TOTL.RT.ZS→ natural_resource_rents (controls, publisher=world_bank_wdi, n=11504)world_bank_wdi:FS.AST.PRVT.GD.ZS→ financial_development (controls, publisher=world_bank_wdi, n=9562)world_bank_wdi:NE.TRD.GNFS.ZS→ trade_openness (controls, publisher=world_bank_wdi, n=10714)pwt:hc→ human_capital_index (controls, publisher=pwt, n=8637)
Variables missing data
constructed: mean_growth_minus_volatility(outcome, name=long_run_prosperity_index) — vintage not on disk
Generated by scripts/run_panel_fe.py at 2026-06-29T17:53:16+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
IMF Fiscal Rules Database 2022 is the primary source for rule identification. EU Fiscal Rules Database provides detail for European members. National legislation verification is required for bindingness coding. Discretionary-investment-surge identification uses IMF WEO and WDI public-investment series.