Pre-registration
Abolishing parking minimums near transit predicts lower per-unit construction costs and faster multifamily permitting.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
SUPPORTED if the treatment coefficient has the predicted sign at p<0.10. REFUTED if the opposite sign is significant at p<0.10. Otherwise PARTIAL.
formal test & threshold
test: panel_fe_parking_minimum_abolition_housing_cost threshold: p<0.10 with pre-registered sign
Method
- Template
panel_fe- Fixed effects
country, year- Clustering
country- Sample
- 30 countries · 2000 – 2023
- Evidence type
- associational
Proxy-first TWFE screen; upgrade to bespoke replication when exact sector datasets are fetched.
Data
| Variable | Source | Transform |
|---|---|---|
primary_sectoral_outcome outcome | world_bank_wdi:IC.CNST.PRMTtier 2 | level_or_growth_proxy |
policy_or_institution_proxy treatment | constructed:1 for NZL from 2020 onward; USA from 2017 onward; GBR from 2001 onwardtier 5 | indicator_or_level |
log_gdp_pc control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log |
rule_of_law control | wgi:RL.ESTtier 4 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — parking_minimum_abolition_housing_cost
Verdict: INCONCLUSIVE_DATA_PENDING — no outcome variable loaded; missing: ['world_bank_wdi:IC.CNST.PRMT']
Pre-registration
- Claim: Abolishing parking minimums near transit predicts lower per-unit construction costs and faster multifamily permitting.
- Falsification rule: SUPPORTED if the treatment coefficient has the predicted sign at p<0.10. REFUTED if the opposite sign is significant at p<0.10. Otherwise PARTIAL.
- Falsification test: panel_fe_parking_minimum_abolition_housing_cost
Estimate
- Error: no outcome variable loaded; missing: ['world_bank_wdi:IC.CNST.PRMT']
Variables resolved
constructed: 1 for NZL from 2020 onward; USA from 2017 onward; GBR from 2001 onward→ policy_or_institution_proxy (treatment, publisher=constructed, n=720)world_bank_wdi:NY.GDP.PCAP.KD→ log_gdp_pc (controls, publisher=world_bank_wdi, n=12104)wgi:RL.EST→ rule_of_law (controls, publisher=wgi, n=5296)
Variables missing data
world_bank_wdi:IC.CNST.PRMT(outcome, name=primary_sectoral_outcome) — vintage not on disk
Generated by scripts/run_panel_fe.py at 2026-06-29T17:53:15+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.