IESET.
Hypotheses·healthcare·ml_market_reform_package_qol_long_horizon_synth

countries implementing durable packages of trade openness, monetary stability, property-rights improvement, and entry liberalization show stronger 15- to 30-year gains in median consumption, life expectancy, and human development than synthetic controls without comparable reform packages.

PARTIALengine/runs/ml_market_reform_package_qol_long_horizon_synth

PARTIAL — coef=-0.005766, p=0.131 (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

Does the healthcare rule being tested improve access, cost, or outcomes for patients, or does it mainly shift pressure around the system?

plain answer

The evidence is suggestive but not decisive. coef=-0.005766, p=0.131 (above α=0.1); direction inconclusive

why it matters

This matters because healthcare claims should change belief only when they survive a pre-declared empirical test.

how the test works

It compares 1 country or place units from 1980 to 2024, using a panel fe design, with fixed effects for country and year.

what was measured
What changed
  • Trade openness
What we checked
  • Life expectancy
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

No evidence packet has been generated yet.

Results

engine/runs/ml_market_reform_package_qol_long_horizon_synth
1007550250198020022024GLOBAL
illustrative sketch · run pending
No coefficients yet. When the model fires, this chart will show life_expectancy across 1 sampled countries over 1980–2024.
The shapes above are stylised — none of the lines are real data.
Placeholder for ml_market_reform_package_qol_long_horizon_synth. Published chart will be generated from engine/runs/ml_market_reform_package_qol_long_horizon_synth/chart_data.json.

Who has skin in the game — schools predicting on this

17 schools list this hypothesis as a test of their position. The chips below are school-level scoreboard outcomes, not a second hypothesis verdict.

hypothesis verdict vs scoreboard outcome

The banner verdict judges this hypothesis as written. The scoreboard asks whether each school's polarity-corrected prediction was right. Raw status is not a school win: SUPPORTED supports schools that needed SUPPORTED, but refutes schools that needed REFUTED.

Austrian Business Cycle Theory (ABCT)wins if SUPPORTEDpartial/no-callChicago School Monetarismwins if SUPPORTEDpartial/no-callClassical Liberalwins if SUPPORTEDpartial/no-callDegrowth / Ecological Macroeconomicswins if REFUTEDpartial/no-callDemocratic Socialism (Bernsteinian revisionism + modern)wins if REFUTEDpartial/no-callStructuralist / Developmentalistwins if MIXEDpartial/no-callEco-Socialism / Red-Greenwins if REFUTEDpartial/no-callEmpirical Pragmatist (the framework's house position)wins if MIXEDpartial/no-callNew Institutional Economicswins if MIXEDpartial/no-callMarket Socialism (Lange-Lerner tradition)wins if REFUTEDpartial/no-callMarxian Political Economywins if REFUTEDpartial/no-callMarxism-Leninism (central-planning implementation)wins if REFUTEDpartial/no-callModern Monetary Theorywins if REFUTEDpartial/no-callNew Keynesian (mainstream synthesis)wins if MIXEDpartial/no-callOrdoliberalism (Freiburg School)wins if SUPPORTEDpartial/no-callPost-Keynesianwins if REFUTEDpartial/no-callSocial Democraticwins if REFUTEDpartial/no-call

Pre-registration

registration ordering unverified
first-spec commit 4c8ce8e · 2026-07-18T22:11:21Z
run generated · 2026-06-29T17:53:10Z
Run timestamp predates this path's first git-add commit (rebase, rename, or pre-git local run). Spec hash is still the path's first-add commit — not repository HEAD — but ordering is not a clean pre-registration proof.

countries implementing durable packages of trade openness, monetary stability, property-rights improvement, and entry liberalization show stronger 15- to 30-year gains in median consumption, life expectancy, and human development than synthetic controls without comparable reform packages.

Falsification criterion — what would disprove this

set before the run · honoured after

This hypothesis is considered falsified if:

SUPPORTED if the primary treatment coefficient has the pre-registered + sign at p<=0.10 with minimum sample gates. REFUTED if the coefficient has the opposite sign at p<=0.10. Otherwise PARTIAL; missing data or failed sample gates are INCONCLUSIVE_DATA_PENDING.

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

Method

Template
panel_fe
Fixed effects
country, year
Clustering
country
Sample
1 countries · 1980 – 2024
Evidence type
associational

First-pass panel fixed effects screen. Multi-outcome or threshold language from the source backlog should be upgraded to a bespoke replication before scoreboard conversion.

Data

VariableSourceTransform
life_expectancy
outcome
world_bank_wdi:SP.DYN.LE00.INtier 2
level
trade_openness
treatment
world_bank_wdi:NE.TRD.GNFS.ZStier 2
level_lagged_one_year
log_gdp_pc
control
world_bank_wdi:NY.GDP.PCAP.KDtier 2
log
trade_openness
control
world_bank_wdi:NE.TRD.GNFS.ZStier 2
level
government_effectiveness
control
wgi:GE.ESTtier 4
level

● ready  · ● pending  · ● reconstruct-needed

Detailed result card

Result card — ml_market_reform_package_qol_long_horizon_synth

Verdict: PARTIAL — coef=-0.005766, p=0.131 (above α=0.1); direction inconclusive

Pre-registration

  • Claim: countries implementing durable packages of trade openness, monetary stability, property-rights improvement, and entry liberalization show stronger 15- to 30-year gains in median consumption, life expectancy, and human development than synthetic controls without comparable reform packages.
  • Falsification rule: SUPPORTED if the primary treatment coefficient has the pre-registered + sign at p<=0.10 with minimum sample gates. REFUTED if the coefficient has the opposite sign at p<=0.10. Otherwise PARTIAL; missing data or failed sample gates are INCONCLUSIVE_DATA_PENDING.
  • Falsification test: panel_fe_ml_market_reform_package_qol_long_horizon_synth

Estimate

  • Method: linearmodels.PanelOLS
  • Coefficient (treatment): -0.005766
  • Std error: 0.003819
  • p-value: 0.131
  • Observations: 3657, countries: 155
  • Within R²: 0.0894
  • Fixed effects: entity=True, time=True
  • Clustering: country

Variables resolved

  • world_bank_wdi:SP.DYN.LE00.IN → life_expectancy (outcome, publisher=world_bank_wdi, n=14443)
  • world_bank_wdi:NE.TRD.GNFS.ZS → trade_openness (treatment, publisher=world_bank_wdi, n=10714)
  • world_bank_wdi:NY.GDP.PCAP.KD → log_gdp_pc (controls, publisher=world_bank_wdi, n=12104)
  • world_bank_wdi:NE.TRD.GNFS.ZS → trade_openness (controls, publisher=world_bank_wdi, n=10714)
  • wgi:GE.EST → government_effectiveness (controls, publisher=wgi, n=5168)

Generated by scripts/run_panel_fe.py at 2026-06-29T17:53:10+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

Source shard: engine/audits/swarm_2026-05-22_200_hypotheses_worker_A_market_liberal.md. Backlog source families: Fraser EFW components, Heritage subindices, WDI, UNDP HDI, PWT, WGI, synthetic-control donor pools.. Initial promotion pass left scoreboard mapping empty; mapped by the 2026-05-22 swarm scoreboard conversion v1.

Authored framework. Read the transparency note.