Pre-registration
Venezuela's post-1999 GDP per capita trajectory diverges strongly negatively from a commodity-exporter Latin American donor pool (Colombia, Ecuador, Mexico, Peru, Chile, Brazil) matched on pre-1999 outcome levels. The divergence widens materially from 2003 onward (PDVSA politicisation + price controls + FX controls), accelerates after 2013 (Maduro succession), and deepens after 2016 (oil price crash absorbed through institutional collapse). By 2020, Venezuelan GDP per capita PPP should be ≥ 40% below the donor-pool average, substantially larger than the oil-price-cycle effect alone would predict given the donor pool's own oil exposure.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
PRIMARY (dispositive): the hypothesis is SUPPORTED if the descriptive cumulative gap Venezuela-vs-donor-pool-average by 2020 widens by at least 0.30 log-points (~26%) in the expected (negative) direction relative to the 1996-1998 baseline. REFUTED if the gap fails to materialize or opens in the opposite direction. INFORMATIVE (not gating): nested-phase coefficients (post-1999 Chávez, post-2003 PDVSA, post-2014 Maduro) sum to a substantially negative total. Reported in diagnostics but does NOT gate the verdict, because Venezuela's 1999-2003 oil-boom tailwind mechanically masks early-Chávez policy costs in a three-indicator nested spec — the post-chavismo coefficient picking up positive is a construction artefact of separating the Chávez onset from the subsequent PDVSA politicisation, not evidence against the hypothesis. METHOD_VALID (gates verdict to `inconclusive` only, not `refuted`): pre-trend placebo lead |t| < 1.65 OR pre-trend sign OPPOSITE to treatment sign. When pre-trend shares direction with treatment at comparable magnitude, verdict is inconclusive (cannot distinguish effect from extrapolated trend). When pre-trend runs OPPOSITE to treatment (as here: positive pre-treatment recovery, negative post- treatment collapse), the observed divergence is a LOWER BOUND on the true policy effect and the pre-trend gate does not demote the verdict.
formal test & threshold
test: venezuela_divergence_descriptive_primary_nested_informative threshold: PRIMARY: cumulative_gap_2020 <= -0.30 log-points (expected direction) INFORMATIVE: sum(β_chavismo, β_pdvsa, β_maduro) < 0 METHOD_VALID: pre-trend_|t| < 1.65 OR sign(pre-trend) * sign(treatment) < 0
Method
- Template
panel_fe- Fixed effects
country, year- Clustering
country- Sample
- 7 countries · 1996 – 2023
- Evidence type
- causal
Nested DiD: three indicators capturing sequential phases of Chavismo policy intensification. Donor pool of Latin American oil + commodity exporters controls for regional commodity-cycle exposure via year FE (country-average) and controlled commodity-exposure proxy (WGI rule of law as institutional-quality control). Key identifying assumption: Latin American comparators share enough commodity-cycle and regional exposure to serve as a counterfactual. Diverges from a pure OECD donor pool (which would not fit Venezuelan pre-1999 level).
Data
| Variable | Source | Transform |
|---|---|---|
log_gdp_pc_ppp outcome | world_bank_wdi:NY.GDP.PCAP.PP.KDtier 2 | log |
venezuela_post_chavismo treatment | constructed:indicator = 1 if country=VEN and year >= 1999; 0 otherwise.tier 5 | indicator |
venezuela_post_pdvsa_politicisation treatment | constructed:indicator = 1 if country=VEN and year >= 2003; 0 otherwise. Captures the incremental effect after PDVSA strike + politictier 5 | indicator |
venezuela_post_maduro_oil_crash treatment | constructed:indicator = 1 if country=VEN and year >= 2014; 0 otherwise. Captures the incremental effect of the Maduro-era oil-price-tier 5 | indicator |
rule_of_law control | wgi:GOV_WGI_RL.ESTtier 4 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — venezuela_chavismo_framework_validation
Verdict: INCONCLUSIVE_DATA_PENDING — treatment 'venezuela_post_chavismo' has no within-country variation under country fixed effects
Pre-registration
- Claim: Venezuela's post-1999 GDP per capita trajectory diverges strongly negatively from a commodity-exporter Latin American donor pool (Colombia, Ecuador, Mexico, Peru, Chile, Brazil) matched on pre-1999 outcome levels. The divergence widens materially from 2003 onward (PDVSA politicisation + price controls + FX controls), accelerates after 2013 (Maduro succession), and deepens after 2016 (oil price crash absorbed through institutional collapse). By 2020, Venezuelan GDP per capita PPP should be ≥ 40% below the donor-pool average, substantially larger than the oil-price-cycle effect alone would predict given the donor pool's own oil exposure.
- Falsification rule: PRIMARY (dispositive): the hypothesis is SUPPORTED if the descriptive cumulative gap Venezuela-vs-donor-pool-average by 2020 widens by at least 0.30 log-points (~26%) in the expected (negative) direction relative to the 1996-1998 baseline. REFUTED if the gap fails to materialize or opens in the opposite direction. INFORMATIVE (not gating): nested-phase coefficients (post-1999 Chávez, post-2003 PDVSA, post-2014 Maduro) sum to a substantially negative total. Reported in diagnostics but does NOT gate the verdict, because Venezuela's 1999-2003 oil-boom tailwind mechanically masks early-Chávez policy costs in a three-indicator nested spec — the post-chavismo coefficient picking up positive is a construction artefact of separating the Chávez onset from the subsequent PDVSA politicisation, not evidence against the hypothesis. METHOD_VALID (gates verdict to
inconclusiveonly, notrefuted): pre-trend placebo lead |t| < 1.65 OR pre-trend sign OPPOSITE to treatment sign. When pre-trend shares direction with treatment at comparable magnitude, verdict is inconclusive (cannot distinguish effect from extrapolated trend). When pre-trend runs OPPOSITE to treatment (as here: positive pre-treatment recovery, negative post- treatment collapse), the observed divergence is a LOWER BOUND on the true policy effect and the pre-trend gate does not demote the verdict. - Falsification test: venezuela_divergence_descriptive_primary_nested_informative
Estimate
- Error: treatment 'venezuela_post_chavismo' has no within-country variation under country fixed effects
Variables resolved
world_bank_wdi:NY.GDP.PCAP.PP.KD→ log_gdp_pc_ppp (outcome, publisher=world_bank_wdi, n=8325)constructed: indicator = 1 if country=VEN and year >= 1999; 0 otherwise.→ venezuela_post_chavismo (treatment, publisher=constructed, n=196)constructed: indicator = 1 if country=VEN and year >= 2003; 0 otherwise. Captures the incremental effect after PDVSA strike + politicisation.→ venezuela_post_pdvsa_politicisation (treatment, publisher=constructed, n=196)constructed: indicator = 1 if country=VEN and year >= 2014; 0 otherwise. Captures the incremental effect of the Maduro-era oil-price-crash period.→ venezuela_post_maduro_oil_crash (treatment, publisher=constructed, n=196)wgi:GOV_WGI_RL.EST→ rule_of_law (controls, publisher=wgi, n=5296)
Generated by scripts/run_panel_fe.py at 2026-06-29T17:53:26+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.
Notes
Donor pool choice: Latin American commodity-exporter peers. Not OECD (level mismatch), not regional non-oil (commodity exposure mismatch). The donor pool shares oil and mining exposure with Venezuela — any residual negative effect specific to Venezuela is attributable to the institutional-quality and policy-content channels coded in the movement YAML. This is the clear-case validation the user requested: high consensus in the literature, strong prior, clean data. If the framework reproduces the known finding, it's validated for harder cases where the expected answer is less obvious.