IESET.
Hypotheses·welfare architecture·welfare_transfer_italy_reddito_cittadinanza_effect

Italy's Reddito di Cittadinanza (RdC, March 2019) reduced absolute-poverty headcount among low-income Italian households by at least 15% within three years (2019-2022) but produced no measurable improvement in employment-rate among working-age beneficiaries, identified off the synthetic-control gap with EU peers (ESP, GRC, PRT) lacking comparable means-tested guaranteed-minimum-income programmes pre-2020.

PARTIALengine/runs/welfare_transfer_italy_reddito_cittadinanza_effect

PARTIAL — mean_gap=+188.4, |gap|/pre_sd=4.3, p_perm=0.8 (gap below 0.5×pre_sd or placebo p≥0.10)

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

policy briefMixed or noisy

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 evidence is suggestive but not decisive. mean_gap=+188.4, |gap|/pre_sd=4.3, p_perm=0.8 (gap below 0.5×pre_sd or placebo p≥0.10)

why it matters

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

how the test works

It compares 5 country or place units from 2010 to 2023, using a synthetic control design, with fixed effects for country and year.

what was measured
What changed
  • Rdc indicator
What we checked
  • Absolute poverty rate
  • Employment rate low education
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/welfare_transfer_italy_reddito_cittadinanza_effect
1007550250201020172023ITAESPGRCPRTFRA
illustrative sketch · run pending
No coefficients yet. When the model fires, this chart will show absolute_poverty_rate across 5 sampled countries over 2010–2023.
The shapes above are stylised — none of the lines are real data.
Placeholder for welfare_transfer_italy_reddito_cittadinanza_effect. Published chart will be generated from engine/runs/welfare_transfer_italy_reddito_cittadinanza_effect/chart_data.json.

Pre-registration

registration ordering unverified
first-spec commit 4c8ce8e · 2026-07-18T22:11:21Z
run generated · 2026-04-30T12:52:26Z
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.

Italy's Reddito di Cittadinanza (RdC, March 2019) reduced absolute-poverty headcount among low-income Italian households by at least 15% within three years (2019-2022) but produced no measurable improvement in employment-rate among working-age beneficiaries, identified off the synthetic-control gap with EU peers (ESP, GRC, PRT) lacking comparable means-tested guaranteed-minimum-income programmes pre-2020.

Falsification criterion — what would disprove this

set before the run · honoured after

This hypothesis is considered falsified if:

Refuted on the poverty arm if the synthetic-control gap on absolute-poverty rate at three-year horizon is below 15% reduction, OR placebo p > 0.10. Refuted on the employment arm if the gap on low-education employment rate at three-year horizon exceeds plus-1pp, OR placebo p < 0.10. Hypothesis is jointly supported only if poverty arm passes AND employment arm passes (i.e., no detectable employment effect).

formal test & threshold
test:      synthetic_control_3yr_paired_poverty_employment
threshold: poverty_gap_relative <= -15pct AND placebo_p_poverty < 0.10 AND abs(employment_gap) <= 1pp

Method

Template
synthetic_control
Fixed effects
country, year
Clustering
country
Sample
5 countries · 2010 – 2023
Evidence type
causal

Synthetic control on ITA poverty and employment series 2010-2023 with GRC, PRT, FRA donor pool (ESP excluded post-2020). Pre-treatment fit 2010-2018. Two-outcome paired test.

Data

VariableSourceTransform
absolute_poverty_rate
outcome
eurostat:ilc_li02tier 1
level_pct
employment_rate_low_education
outcome
eurostat:lfsa_ergaedntier 1
level_pct
rdc_indicator
treatment
eurostat:ilc_li02tier 1
indicator
gdp_per_capita_real
control
world_bank_wdi:NY.GDP.PCAP.KDtier 2
log
unemployment_rate
control
eurostat:une_rt_atier 1
level

● ready  · ● pending  · ● reconstruct-needed

Detailed result card

Result card — welfare_transfer_italy_reddito_cittadinanza_effect

Verdict: PARTIAL — mean_gap=+188.4, |gap|/pre_sd=4.3, p_perm=0.8 (gap below 0.5×pre_sd or placebo p≥0.10)

Pre-registration

  • Claim: Italy's Reddito di Cittadinanza (RdC, March 2019) reduced absolute-poverty headcount among low-income Italian households by at least 15% within three years (2019-2022) but produced no measurable improvement in employment-rate among working-age beneficiaries, identified off the synthetic-control gap with EU peers (ESP, GRC, PRT) lacking comparable means-tested guaranteed-minimum-income programmes pre-2020.
  • Falsification rule: Refuted on the poverty arm if the synthetic-control gap on absolute-poverty rate at three-year horizon is below 15% reduction, OR placebo p > 0.10. Refuted on the employment arm if the gap on low-education employment rate at three-year horizon exceeds plus-1pp, OR placebo p < 0.10. Hypothesis is jointly supported only if poverty arm passes AND employment arm passes (i.e., no detectable employment effect).

Synthetic-control estimate

  • shape: synth_did
  • treated_country: ITA
  • event_year: 2019
  • n_donors: 4
  • donor_weights (top): {'ESP': 0.7337, 'FRA': 0.2663, 'GRC': 0.0, 'PRT': 0.0}
  • pre_rmse: 203.6471793238424
  • pre_period_sd: 43.767484136073286
  • mean_post_gap: 188.3893644359771
  • end_period_gap: 137.82844203682566
  • post_period_years: [2019, 2023]
  • placebo_p_value: 0.8
  • n_placebos: 4
  • method: synthetic-control via NNLS, permutation inference

Variables resolved

  • eurostat:ilc_li02 → absolute_poverty_rate (outcome, n=976)
  • eurostat:lfsa_ergaedn → employment_rate_low_education (outcome, n=1032)
  • eurostat:ilc_li02 → rdc_indicator (treatment, n=976)
  • world_bank_wdi:NY.GDP.PCAP.KD → gdp_per_capita_real (controls, n=14066)
  • eurostat:une_rt_a → unemployment_rate (controls, n=634)

Generated by scripts/run_synth_did.py at 2026-04-30T12:52:26+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.