IESET.
Hypotheses·housing·housing_tax_distortion_mobility

Higher broad tax-burden proxies predict weaker population-mobility and housing-opportunity matching.

PARTIALengine/runs/housing_tax_distortion_mobility

PARTIAL — coef=+7138, p=0.162 (above α=0.1); direction inconclusive

confidence cueThe result is useful, but not decisive. Treat it as a clue, not a settled conclusion.

policy briefMixed or noisy

In ordinary language

Do children have a better shot at moving up when schools, housing, and neighborhoods give them access to opportunity, rather than simply because a country redistributes more income?

plain answer

The evidence is suggestive but not decisive. coef=+7138, p=0.162 (above α=0.1); direction inconclusive

why it matters

Housing policy affects rents, mobility, household budgets, and construction. The test looks for measurable effects rather than relying on slogans.

how the test works

It compares 40 country or place units from 1996 to 2023, using a panel fe design, with fixed effects for country and year.

what was measured
What changed
  • Market or intervention proxy
What we checked
  • Qol or prosperity outcome
what this does not prove

A single test is not the whole truth. It narrows the claim under a specific sample, time period, and method. Strong policy conclusions need the pattern to survive nearby tests, alternative data, and serious objections.

verification

0 input datasets, 0 unresolved missing series, provenance status: no input vintages recorded.

Results

engine/runs/housing_tax_distortion_mobility
1007550250199620102023USAGBRCANAUSNZLDEUFRA
illustrative sketch · run pending
No coefficients yet. When the model fires, this chart will show qol_or_prosperity_outcome across 40 sampled countries over 1996–2023.
The shapes above are stylised — none of the lines are real data.
Placeholder for housing_tax_distortion_mobility. Published chart will be generated from engine/runs/housing_tax_distortion_mobility/chart_data.json.

Pre-registration

pre-registered
first-spec commit 4467b9f · 2026-05-02T22:38:16Z
run generated · 2026-06-29T17:53:13Z

Higher broad tax-burden proxies predict weaker population-mobility and housing-opportunity matching.

Falsification criterion — what would disprove this

set before the run · honoured after

This hypothesis is considered falsified if:

SUPPORTED if the treatment coefficient has the pre-registered sign at p<0.10. REFUTED if the opposite sign is significant at p<0.10. Otherwise PARTIAL.

formal test & threshold
test:      panel_fe_housing_tax_distortion_mobility
threshold: [object Object]

Method

Template
panel_fe
Fixed effects
country, year
Clustering
country
Sample
40 countries · 1996 – 2023
Evidence type
associational

Local-data first-pass TWFE screen; upgrade to exact treatment/outcome datasets before scoreboard promotion.

Data

VariableSourceTransform
qol_or_prosperity_outcome
outcome
world_bank_wdi:SM.POP.NETMtier 2
level_or_growth_proxy
market_or_intervention_proxy
treatment
world_bank_wdi:GC.TAX.TOTL.GD.ZStier 2
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 — housing_tax_distortion_mobility

Verdict: PARTIAL — coef=+7138, p=0.162 (above α=0.1); direction inconclusive

Pre-registration

  • Claim: Higher broad tax-burden proxies predict weaker population-mobility and housing-opportunity matching.
  • Falsification rule: SUPPORTED if the treatment coefficient has the pre-registered sign at p<0.10. REFUTED if the opposite sign is significant at p<0.10. Otherwise PARTIAL.
  • Falsification test: panel_fe_housing_tax_distortion_mobility

Estimate

  • Method: linearmodels.PanelOLS
  • Coefficient (treatment): +7138
  • Std error: 5102
  • p-value: 0.162
  • Observations: 636, countries: 29
  • Within R²: 0.015
  • Fixed effects: entity=True, time=True
  • Clustering: country

Variables resolved

  • world_bank_wdi:SM.POP.NETM → qol_or_prosperity_outcome (outcome, publisher=world_bank_wdi, n=17226)
  • world_bank_wdi:GC.TAX.TOTL.GD.ZS → market_or_intervention_proxy (treatment, publisher=world_bank_wdi, n=4787)
  • 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)

Generated by scripts/run_panel_fe.py at 2026-06-29T17:53:13+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.

Authored framework. Read the transparency note.