Pre-registration
Fossil-fuel subsidies across OECD 1980-2020 persisted despite declared climate commitments, consistent with the eco-socialist claim that private fossil-reserve ownership structurally blocks adequate public action.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
The hypothesis is considered falsified if the pre-registered empirical test shows the opposite direction of the claim at conventional significance (p > 0.10), or if the primary outcome measure moves less than 10% in the claimed direction across the sample. Exact thresholds will be pinned in the variables and estimator blocks when this stub is promoted from draft.
formal test & threshold
test: Descriptive multi-metric trajectory of OECD fossil-subsidy levels (IEA/IMF) 1980-2020 vs declared climate commitments; persistent non-decline post-2015 Paris with no >25% drop refutes climate alignment.
Method
- Template
descriptive- Clustering
country- Sample
- 16 countries · 1980 – 2020
- Evidence type
- associational
Stub-level estimator pin for runnability audit. Descriptive trajectory of OECD fossil-fuel subsidy levels 1980-2020 (IEA + IMF estimates), against declared climate commitments (UNFCCC, Paris). Pattern-test: persistence/non-decline of subsidies after 2015. Falsification rule and variables block remain to be filled when this stub is promoted from draft.
Data
| Variable | Source | Transform |
|---|---|---|
fossil_fuel_subsidy_pct_gdp outcome | imf:imf_energy_subsidiestier 2 | level_pct_gdp |
fossil_fuel_subsidy_usd outcome | iea:fossil_subsidies_estimatetier 2 | log_level |
paris_agreement_post_indicator treatment | constructed:binary = 1 from 2015-12 (COP21 / Paris Agreement)tier 5 | binary |
private_fossil_reserve_share treatment | academic:rystad_global_reserves_ownershiptier 4 | level_pct |
oil_price control | imf_pcps:POILBREtier 1 | log_diff |
gdp_per_capita control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log_level |
government_effectiveness_wgi control | wgi:GOV_WGI_GE.ESTtier 4 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — fossil_subsidy_persistence_private_ownership_link
Verdict: INCONCLUSIVE_DATA_PENDING — no outcome variable loaded; missing: ['imf:imf_energy_subsidies', 'iea:fossil_subsidies_estimate']
Pre-registration
- Claim: Fossil-fuel subsidies across OECD 1980-2020 persisted despite declared climate commitments, consistent with the eco-socialist claim that private fossil-reserve ownership structurally blocks adequate public action.
- Falsification rule: The hypothesis is considered falsified if the pre-registered empirical test shows the opposite direction of the claim at conventional significance (p > 0.10), or if the primary outcome measure moves less than 10% in the claimed direction across the sample. Exact thresholds will be pinned in the variables and estimator blocks when this stub is promoted from draft.
- Falsification test: Descriptive multi-metric trajectory of OECD fossil-subsidy levels (IEA/IMF) 1980-2020 vs declared climate commitments; persistent non-decline post-2015 Paris with no >25% drop refutes climate alignment.
Comparison
- Error: no outcome variable loaded; missing: ['imf:imf_energy_subsidies', 'iea:fossil_subsidies_estimate']
Variables resolved
constructed: binary = 1 from 2015-12 (COP21 / Paris Agreement)→ paris_agreement_post_indicator (treatment, publisher=constructed, n=656)imf_pcps:POILBRE→ oil_price (controls, publisher=imf_pcps, n=576)world_bank_wdi:NY.GDP.PCAP.KD→ gdp_per_capita (controls, publisher=world_bank_wdi, n=14066)wgi:GOV_WGI_GE.EST→ government_effectiveness_wgi (controls, publisher=wgi, n=5168)
Variables missing data
imf:imf_energy_subsidies(outcome, name=fossil_fuel_subsidy_pct_gdp)iea:fossil_subsidies_estimate(outcome, name=fossil_fuel_subsidy_usd)academic:rystad_global_reserves_ownership(treatment, name=private_fossil_reserve_share)
Generated by scripts/run_descriptive.py at 2026-05-04T14:30:00+00:00
Notes
Origin is auto-generated coverage-gap stub seeded from eco-socialist framing of fossil-subsidy persistence as a private-ownership-veto mechanism. Human review required before promotion.