IESET.
Hypotheses·distribution·cross_school_private_credit_gini_financialisation_1990_2023

Private-credit depth predicts higher income inequality.

SUPPORTEDengine/runs/cross_school_private_credit_gini_financialisation_1990_2023

SUPPORTED — coef=+0.01132 (sign matches claim +), p=0.0382

confidence cueThis is a clear pass for the claim as written. It still applies only to this sample, period, and method.

policy briefNeeds review

In ordinary language

Over a long period, do more market-oriented institutions translate into higher income or productivity, once the comparison looks beyond a single success story?

plain answer

The data clearly moved in the predicted direction. coef=+0.01132 (sign matches claim +), p=0.0382

why it matters

Distributional claims often sound morally clear but are empirically complex. This test asks whether the proposed channel explains real differences across places.

how the test works

It compares 164 country or place units from 1990 to 2023, using a panel fe design, with fixed effects for country and year.

what was measured
What changed
  • Private credit
What we checked
  • Inequality
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/cross_school_private_credit_gini_financialisation_1990_2023
1007550250199020072023AGOALBAREARGARMAUSAUT
illustrative sketch · run pending
No coefficients yet. When the model fires, this chart will show gini across 164 sampled countries over 1990–2023.
The shapes above are stylised — none of the lines are real data.
Placeholder for cross_school_private_credit_gini_financialisation_1990_2023. Published chart will be generated from engine/runs/cross_school_private_credit_gini_financialisation_1990_2023/chart_data.json.

Who has skin in the game — schools predicting on this

2 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.

Marxian Political Economywins if SUPPORTEDschool supportedPost-Keynesianwins if SUPPORTEDschool supported

Pre-registration

pre-registered
first-spec commit 1f1a183 · 2026-05-13T00:21:31Z
run generated · 2026-06-29T17:48:33Z

Private-credit depth predicts higher income inequality.

Falsification criterion — what would disprove this

set before the run · honoured after

This hypothesis is considered falsified if:

Supported if the coefficient on private_credit has sign + and p <= 0.10; refuted if significant in the opposite direction.

formal test & threshold
test:      cross_school_private_credit_gini_financialisation_1990_2023
threshold: sign(private_credit)=+ and p<=0.10

Method

Template
panel_fe
Fixed effects
country, year
Clustering
country
Sample
164 countries · 1990 – 2023
Evidence type
associational

Data

VariableSourceTransform
gini
outcome
world_bank_wdi:SI.POV.GINItier 2
level
private_credit
treatment
world_bank_wdi:FS.AST.PRVT.GD.ZStier 2
level
gdp_pc_growth
control
world_bank_wdi:NY.GDP.PCAP.KD.ZGtier 2
level

● ready  · ● pending  · ● reconstruct-needed

Detailed result card

Result card — cross_school_private_credit_gini_financialisation_1990_2023

Verdict: SUPPORTED — coef=+0.01132 (sign matches claim +), p=0.0382

Pre-registration

  • Claim: Private-credit depth predicts higher income inequality.
  • Falsification rule: Supported if the coefficient on private_credit has sign + and p <= 0.10; refuted if significant in the opposite direction.
  • Falsification test: cross_school_private_credit_gini_financialisation_1990_2023

Estimate

  • Method: linearmodels.PanelOLS
  • Coefficient (treatment): +0.01132
  • Std error: 0.005456
  • p-value: 0.0382
  • Observations: 1771, countries: 164
  • Within R²: -0.00661
  • Fixed effects: entity=True, time=True
  • Clustering: country

Variables resolved

  • world_bank_wdi:SI.POV.GINI → gini (outcome, publisher=world_bank_wdi, n=2430)
  • world_bank_wdi:FS.AST.PRVT.GD.ZS → private_credit (treatment, publisher=world_bank_wdi, n=9562)
  • world_bank_wdi:NY.GDP.PCAP.KD.ZG → gdp_pc_growth (controls, publisher=world_bank_wdi, n=13897)

Generated by scripts/run_panel_fe.py at 2026-06-29T17:48:33+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

School coverage focus: marxian, post_keynesian. Generated and run by scripts/promote_cross_school_next50_2026_05_12.py.

Authored framework. Read the transparency note.