Pre-registration
Across 26 Swiss cantons 1990-2023, cantons with persistently lower effective corporate tax rates, looser regulatory burden, and higher Fraser-style sub-national economic-freedom ranks exhibit higher per-capita GDP growth, higher private business formation rates, and higher net inward migration of high-earning workers than cantons with persistently tighter regulation and higher tax rates. This is the Hayekian prediction in microcosm: decentralised jurisdictional competition produces a discovery process that selects efficient policy bundles. Switzerland's 26-canton experiment with substantial fiscal and regulatory autonomy is the cleanest available test inside a single-currency, single-language- family, single-rule-of-law institutional environment.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
The hypothesis is falsified if at least 2 of the 3 outcomes do not show the predicted sign at p<0.05, OR if the business-formation outcome (the discriminator from accounting-relocation) is not significantly positive at p<0.05.
formal test & threshold
test: panel_fe_cantonal_freedom_three_outcome_test threshold: sign(low_tax → gdp_pc_growth) > 0 at p<0.05 AND sign(low_regulatory_burden → business_formation) > 0 at p<0.05 AND sign(low_tax → net_high_earner_migration) > 0 at p<0.05 REQUIRED: at least 2 of 3, INCLUDING the business_formation channel
Method
- Template
panel_fe- Fixed effects
canton, year- Clustering
canton- Sample
- 1 countries · 1990 – 2023
- Evidence type
- associational
Canton-year panel, two-way FE, clustered by canton. Three parallel regressions on the three outcomes. Heterogeneity: report the French-speaking vs German-speaking sub-samples separately because institutional culture varies. Heterodox / social-democratic null is that low-tax cantons are simply attracting tax-avoidance activity rather than productive investment, so the GDP-growth correlation reflects accounting relocation not real growth. The business-formation outcome is the cleanest discriminator because accounting relocation does not require new firms to be founded.
Data
| Variable | Source | Transform |
|---|---|---|
cantonal_gdp_per_capita_growth_5y outcome | swiss_fso:gdp_cantonaltier 1 | log_diff_5y |
cantonal_business_formation_rate outcome | swiss_fso:business_demographytier 1 | level |
net_high_earner_migration outcome | swiss_fso:tax_migration_registertier 1 | level |
cantonal_effective_corporate_tax_rate treatment | swiss_fso:fiscal_statistics_cantonaltier 1 | level |
cantonal_regulatory_burden_index treatment | academic:swiss_cantonal_regulation_indextier 4 | level |
cantonal_top_income_tax_rate treatment | swiss_fso:fiscal_statistics_cantonaltier 1 | level |
cantonal_population_density control | swiss_fso:population_statisticstier 1 | log |
cantonal_industry_composition control | swiss_fso:gdp_cantonal_by_sectortier 1 | shares |
language_region_fixed_effect control | constructed:German / French / Italian / Romansh region indicatortier 5 | categorical |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — hayek_decentralised_governance_swiss_cantonal_growth
Verdict: INCONCLUSIVE_DATA_PENDING — no outcome variable loaded; missing: ['swiss_fso:gdp_cantonal', 'swiss_fso:business_demography', 'swiss_fso:tax_migration_register']
Pre-registration
- Claim: Across 26 Swiss cantons 1990-2023, cantons with persistently lower effective corporate tax rates, looser regulatory burden, and higher Fraser-style sub-national economic-freedom ranks exhibit higher per-capita GDP growth, higher private business formation rates, and higher net inward migration of high-earning workers than cantons with persistently tighter regulation and higher tax rates. This is the Hayekian prediction in microcosm: decentralised jurisdictional competition produces a discovery process that selects efficient policy bundles. Switzerland's 26-canton experiment with substantial fiscal and regulatory autonomy is the cleanest available test inside a single-currency, single-language- family, single-rule-of-law institutional environment.
- Falsification rule: The hypothesis is falsified if at least 2 of the 3 outcomes do not show the predicted sign at p<0.05, OR if the business-formation outcome (the discriminator from accounting-relocation) is not significantly positive at p<0.05.
- Falsification test: panel_fe_cantonal_freedom_three_outcome_test
Estimate
- Error: no outcome variable loaded; missing: ['swiss_fso:gdp_cantonal', 'swiss_fso:business_demography', 'swiss_fso:tax_migration_register']
Variables resolved
Variables missing data
swiss_fso:gdp_cantonal(outcome, name=cantonal_gdp_per_capita_growth_5y) — vintage not on diskswiss_fso:business_demography(outcome, name=cantonal_business_formation_rate) — vintage not on diskswiss_fso:tax_migration_register(outcome, name=net_high_earner_migration) — vintage not on diskswiss_fso:fiscal_statistics_cantonal(treatment, name=cantonal_effective_corporate_tax_rate) — vintage not on diskacademic:swiss_cantonal_regulation_index(treatment, name=cantonal_regulatory_burden_index) — vintage not on diskswiss_fso:fiscal_statistics_cantonal(treatment, name=cantonal_top_income_tax_rate) — vintage not on diskswiss_fso:population_statistics(controls, name=cantonal_population_density) — vintage not on diskswiss_fso:gdp_cantonal_by_sector(controls, name=cantonal_industry_composition) — vintage not on diskconstructed: German / French / Italian / Romansh region indicator(controls, name=language_region_fixed_effect) — vintage not on disk
Generated by scripts/run_panel_fe.py at 2026-06-29T17:52:50+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
Hayek (1939 "The Economic Conditions of Interstate Federalism"; 1948 "Individualism and Economic Order"). Modern adjacents: Tiebout (1956), Bewley critique. Swiss cantonal autonomy is closer to a natural experiment than US-state competition because the cantonal policy space is genuinely autonomous on tax, regulation, and spending in ways US states are not.