Pre-registration
Longer and more burdensome construction-permit processes predict lower housing-output growth after controlling for income, population growth, and interest rates. The market mechanism is that entry and permitting frictions restrict supply response; the state-control counterclaim is that intensive permitting improves planning quality without materially constraining housing output.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
SUPPORTED if days_to_deal_with_construction_permits is negative for residential_construction_value_added_growth at p<=0.10 with at least 250 observations and 25 countries. REFUTED if the coefficient is positive at p<=0.10 under the same sample floor. Otherwise PARTIAL or INCONCLUSIVE.
formal test & threshold
test: panel_fe_construction_permit_burden_housing_output_panel threshold: [object Object]
Method
- Template
panel_fe- Fixed effects
country, year- Clustering
country- Sample
- 41 countries · 2005 – 2020
- Evidence type
- associational
Primary panel FE test uses log permit days. Robustness should replace the broad construction-sector outcome with dwelling completions where national or Eurostat housing-output series are available.
Data
| Variable | Source | Transform |
|---|---|---|
residential_construction_value_added_growth outcome | world_bank_wdi:NV.IND.CNST.KD.ZGtier 2 | level |
urban_population_growth outcome | world_bank_wdi:SP.URB.GROWtier 2 | level |
days_to_deal_with_construction_permits treatment | world_bank_wdi:IC.CNST.PRMTtier 2 | log |
log_gdp_pc control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log |
population_growth control | world_bank_wdi:SP.POP.GROWtier 2 | level |
real_interest_rate control | world_bank_wdi:FR.INR.RINRtier 2 | level |
regulatory_quality control | wgi:RQ.ESTtier 4 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — construction_permit_burden_housing_output_panel
Verdict: INCONCLUSIVE_DATA_PENDING — no outcome variable loaded; missing: ['world_bank_wdi:NV.IND.CNST.KD.ZG', 'world_bank_wdi:SP.URB.GROW']
Pre-registration
- Claim: Longer and more burdensome construction-permit processes predict lower housing-output growth after controlling for income, population growth, and interest rates. The market mechanism is that entry and permitting frictions restrict supply response; the state-control counterclaim is that intensive permitting improves planning quality without materially constraining housing output.
- Falsification rule: SUPPORTED if days_to_deal_with_construction_permits is negative for residential_construction_value_added_growth at p<=0.10 with at least 250 observations and 25 countries. REFUTED if the coefficient is positive at p<=0.10 under the same sample floor. Otherwise PARTIAL or INCONCLUSIVE.
- Falsification test: panel_fe_construction_permit_burden_housing_output_panel
Estimate
- Error: no outcome variable loaded; missing: ['world_bank_wdi:NV.IND.CNST.KD.ZG', 'world_bank_wdi:SP.URB.GROW']
Variables resolved
world_bank_wdi:NY.GDP.PCAP.KD→ log_gdp_pc (controls, publisher=world_bank_wdi, n=12104)world_bank_wdi:SP.POP.GROW→ population_growth (controls, publisher=world_bank_wdi, n=16672)world_bank_wdi:FR.INR.RINR→ real_interest_rate (controls, publisher=world_bank_wdi, n=4694)wgi:RQ.EST→ regulatory_quality (controls, publisher=wgi, n=5169)
Variables missing data
world_bank_wdi:NV.IND.CNST.KD.ZG(outcome, name=residential_construction_value_added_growth) — vintage not on diskworld_bank_wdi:SP.URB.GROW(outcome, name=urban_population_growth) — vintage not on diskworld_bank_wdi:IC.CNST.PRMT(treatment, name=days_to_deal_with_construction_permits) — vintage not on disk
Generated by scripts/run_panel_fe.py at 2026-06-29T17:53:12+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
Built around WDI and WGI fields to keep the candidate runnable without a bespoke municipal housing dataset.