Pre-registration
Simpler tax systems — measured by fewer tax payments per year, lower time spent on tax compliance, and fewer separate taxes — predict higher entrepreneurship rates (new business registrations per 1,000 working-age adults) and stronger small-firm employment growth over 20-year windows, in a broad-country panel 2000-2020. The directional claim is that a one- standard-deviation improvement in tax simplicity predicts a 5-15% increase in new business registrations and a 0.5-1.5 percentage point increase in small-firm ( < 50 employees) employment share growth, controlling for overall tax burden, institutional quality, and financial development.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
SUPPORTED if β1 (tax simplicity) is positive and significant at p<0.10 for both new business registrations and small-firm employment growth, while β2 (total tax rate) is negative or insignificant. PARTIAL if β1 is positive and significant for registrations but not for small- firm employment (entry without expansion). REFUTED if β1 is negative and significant at p<0.10. INFORMATIVE: the result should survive excluding Georgia and Estonia (dominant tax-simplification cases); if not, it is a two-country story.
formal test & threshold
test: panel_fe_tax_simplicity_entrepreneurship_20yr threshold: β_tax_simplicity (registrations) > 0 at p<=0.10 AND β_tax_simplicity (small-firm employment) > 0 at p<=0.10 AND Ex-Georgia-Estonia robustness retains sign of β_tax_simplicity.
Method
- Template
panel_fe- Fixed effects
country, year- Clustering
country- Sample
- 66 countries · 2000 – 2020
- Evidence type
- associational
Two-way FE panel with 5-year non-overlapping averages to capture medium-run adjustment: entrepreneurship = β0 + β1*tax_simplicity + β2*total_tax_rate + controls + FE. Robustness: (1) exclude small island economies and city-states where tax simplicity may reflect lack of tax base rather than policy design; (2) use PwC Paying Taxes data instead of Doing Business; (3) subsample by income level (frontier vs catch-up); (4) use 20-year cumulative outcomes rather than 5-year averages.
Data
| Variable | Source | Transform |
|---|---|---|
new_business_registrations_per_1000_working_age outcome | world_bank_wdi:IC.BUS.NREGtier 2 | per_1000_working_age |
small_firm_employment_share_growth outcome | ilo:employment_by_firm_sizetier 2 | annual_change_in_share |
tax_simplicity_index treatment | world_bank_db:tax_payments_and_timetier 5 | z_score_composite |
total_tax_rate treatment | world_bank_db:total_tax_ratetier 5 | level |
informal_economy_share channel | imf:informal_economy_estimatetier 2 | level |
self_employment_rate channel | ilo:self_employment_ratetier 2 | level |
initial_log_gdp_per_capita control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log |
institutional_quality control | wgi:RL.ESTtier 4 | level |
financial_depth control | world_bank_wdi:GFDD.DI.14tier 2 | level |
regulatory_quality control | wgi:RQ.ESTtier 4 | level |
trade_openness control | world_bank_wdi:NE.TRD.GNFS.ZStier 2 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — tax_simplicity_entrepreneurship_panel
Verdict: INCONCLUSIVE_DATA_PENDING — treatment 'tax_simplicity_index' has no within-country variation under country fixed effects
Pre-registration
- Claim: Simpler tax systems — measured by fewer tax payments per year, lower time spent on tax compliance, and fewer separate taxes — predict higher entrepreneurship rates (new business registrations per 1,000 working-age adults) and stronger small-firm employment growth over 20-year windows, in a broad-country panel 2000-2020. The directional claim is that a one- standard-deviation improvement in tax simplicity predicts a 5-15% increase in new business registrations and a 0.5-1.5 percentage point increase in small-firm ( < 50 employees) employment share growth, controlling for overall tax burden, institutional quality, and financial development.
- Falsification rule: SUPPORTED if β1 (tax simplicity) is positive and significant at p<0.10 for both new business registrations and small-firm employment growth, while β2 (total tax rate) is negative or insignificant. PARTIAL if β1 is positive and significant for registrations but not for small- firm employment (entry without expansion). REFUTED if β1 is negative and significant at p<0.10. INFORMATIVE: the result should survive excluding Georgia and Estonia (dominant tax-simplification cases); if not, it is a two-country story.
- Falsification test: panel_fe_tax_simplicity_entrepreneurship_20yr
Estimate
- Error: treatment 'tax_simplicity_index' has no within-country variation under country fixed effects
Variables resolved
world_bank_wdi:IC.BUS.NREG→ new_business_registrations_per_1000_working_age (outcome, publisher=world_bank_wdi, n=2370)world_bank_db:tax_payments_and_time→ tax_simplicity_index (treatment, publisher=constructed, n=1386)world_bank_wdi:NY.GDP.PCAP.KD→ initial_log_gdp_per_capita (controls, publisher=world_bank_wdi, n=12104)wgi:RL.EST→ institutional_quality (controls, publisher=wgi, n=5296)world_bank_wdi:GFDD.DI.14→ financial_depth (controls, publisher=world_bank_wdi, n=6564)wgi:RQ.EST→ regulatory_quality (controls, publisher=wgi, n=5169)world_bank_wdi:NE.TRD.GNFS.ZS→ trade_openness (controls, publisher=world_bank_wdi, n=10714)
Variables missing data
ilo:employment_by_firm_size(outcome, name=small_firm_employment_share_growth) — vintage not on diskworld_bank_db:total_tax_rate(treatment, name=total_tax_rate) — vintage not on diskimf_weo:informal_economy_estimate(decomposition_channels, name=informal_economy_share) — vintage not on diskilo:self_employment_rate(decomposition_channels, name=self_employment_rate) — vintage not on disk
Generated by scripts/run_panel_fe.py at 2026-06-29T17:52:36+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
Data readiness: - World Bank Doing Business tax payments, time, total tax rate (ready) - WDI new business registrations, GDP pc, financial depth, trade openness (ready) - WGI RL.EST, RQ.EST (ready) - PwC Paying Taxes data (pending) - ILO employment by firm size, self-employment (pending) - IMF informal economy estimates (ready for subset)