IESET.
Hypotheses·energy·voluntary_carbon_markets_real_abatement

Post-2008 global climate finance via private carbon markets (voluntary credits, REDD+) produced marginal real emissions abatement relative to stated volumes, while public-funded mandates delivered measurable reductions.

INCONCLUSIVEengine/runs/voluntary_carbon_markets_real_abatement

INCONCLUSIVE_DATA_PENDING — no outcome variable loaded; missing: ['constructed: project-level realised abatement / stated abatement based on West et al. 2023 Science replication and Verra/Gold Standard registry vs satellite forest-loss counterfactuals (Hansen GFC). Hand-coded under derived/.', 'eea:eu_ets_verified_emissions']

confidence cueResult card produced; verdict unclassified.

policy briefCoverage too thin

In ordinary language

In plain terms, this asks whether voluntary carbon market indicator is actually linked to better or worse realised abatement share of stated from 2008 to 2023.

plain answer

This test cannot make a firm call yet. no outcome variable loaded; missing: ['constructed: project-level realised abatement / stated abatement based on West et al.

why it matters

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

how the test works

It compares 10 country or place units from 2008 to 2023, using a descriptive design.

what was measured
What changed
  • Voluntary carbon market indicator
What we checked
  • Realised abatement share of stated
  • Public mandate emissions decline rate
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/voluntary_carbon_markets_real_abatement
1007550250200820162023USAGBRBRAIDNCODCOLPER
illustrative sketch · run pending
No coefficients yet. When the model fires, this chart will show realised_abatement_share_of_stated across 10 sampled countries over 2008–2023.
The shapes above are stylised — none of the lines are real data.
Placeholder for voluntary_carbon_markets_real_abatement. Published chart will be generated from engine/runs/voluntary_carbon_markets_real_abatement/chart_data.json.

Who has skin in the game — schools predicting on this

1 school 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.

Eco-Socialism / Red-Greenwins if SUPPORTEDpartial/no-call

Pre-registration

pre-registered
first-spec commit bae09ab · 2026-04-29T22:09:42Z
run generated · 2026-05-04T13:02:35Z

Post-2008 global climate finance via private carbon markets (voluntary credits, REDD+) produced marginal real emissions abatement relative to stated volumes, while public-funded mandates delivered measurable reductions.

Falsification criterion — what would disprove this

set before the run · honoured after

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:      Cross-project comparison of VCM/REDD+ stated-vs-realised emissions reductions (Verra/Gold Standard registries vs satellite-verified counterfactual) 2008-2023; project-clustered SEs. Refute if median realised abatement >50% of stated volumes for VCM credits OR if public-mandate sectors (EU ETS, US RGGI) show no measurable emissions decline above price/baseline trend at p<0.10.

Method

Template
descriptive
Sample
10 countries · 2008 – 2023
Evidence type
associational

Cross-project comparison of realised vs stated abatement for VCM/REDD+ credits 2008-2023, benchmarked against public-mandate (EU ETS, US RGGI) sectoral emissions trajectories. Project-level analysis where satellite counterfactual exists; descriptive ratios with bootstrap CIs. Not causal — mechanism is measurement gap (additionality, leakage) not estimation.

Data

VariableSourceTransform
realised_abatement_share_of_stated
outcome
constructed:project-level realised abatement / stated abatement based on West et al. 2023 Science replication and Verra/Gold Standartier 5
ratio
public_mandate_emissions_decline_rate
outcome
eea:eu_ets_verified_emissionstier 2
log_yoy
voluntary_carbon_market_indicator
treatment
constructed:indicator = 1 for VCM/REDD+ projects; 0 for public-mandate sectors.tier 5
indicator
forest_cover_change
control
world_bank_wdi:AG.LND.FRST.ZStier 2
level

● ready  · ● pending  · ● reconstruct-needed

Detailed result card

Result card — voluntary_carbon_markets_real_abatement

Verdict: INCONCLUSIVE_DATA_PENDING — no outcome variable loaded; missing: ['constructed: project-level realised abatement / stated abatement based on West et al. 2023 Science replication and Verra/Gold Standard registry vs satellite forest-loss counterfactuals (Hansen GFC). Hand-coded under derived/.', 'eea:eu_ets_verified_emissions']

Pre-registration

  • Claim: Post-2008 global climate finance via private carbon markets (voluntary credits, REDD+) produced marginal real emissions abatement relative to stated volumes, while public-funded mandates delivered measurable reductions.
  • 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: Cross-project comparison of VCM/REDD+ stated-vs-realised emissions reductions (Verra/Gold Standard registries vs satellite-verified counterfactual) 2008-2023; project-clustered SEs. Refute if median realised abatement >50% of stated volumes for VCM credits OR if public-mandate sectors (EU ETS, US RGGI) show no measurable emissions decline above price/baseline trend at p<0.10.

Comparison

  • Error: no outcome variable loaded; missing: ['constructed: project-level realised abatement / stated abatement based on West et al. 2023 Science replication and Verra/Gold Standard registry vs satellite forest-loss counterfactuals (Hansen GFC). Hand-coded under derived/.', 'eea:eu_ets_verified_emissions']

Variables resolved

  • world_bank_wdi:AG.LND.FRST.ZS → forest_cover_change (controls, publisher=world_bank_wdi, n=8495)

Variables missing data

  • constructed: project-level realised abatement / stated abatement based on West et al. 2023 Science replication and Verra/Gold Standard registry vs satellite forest-loss counterfactuals (Hansen GFC). Hand-coded under derived/. (outcome, name=realised_abatement_share_of_stated)
  • eea:eu_ets_verified_emissions (outcome, name=public_mandate_emissions_decline_rate)
  • constructed: indicator = 1 for VCM/REDD+ projects; 0 for public-mandate sectors. (treatment, name=voluntary_carbon_market_indicator)

Generated by scripts/run_descriptive.py at 2026-05-04T13:02:35+00:00

Notes

Maps the eco-socialist school's voluntary-carbon-markets-marginal-abatement claim to a comparison of stated-vs-realised emissions reductions for VCM/REDD+ projects vs public mandate outcomes 2008-2023. Estimator and prior set; full pre-registration awaits steelman + human sign-off.

Authored framework. Read the transparency note.