IESET.
Hypotheses·energy·public_electricity_generator_carbon_intensity

Publicly owned electricity generators (EDF in France pre-privatisation, Vattenfall Sweden) achieved lower-carbon generation mixes than otherwise-matched privatised counterparts in the 1970s-1990s.

SUPPORTEDengine/runs/public_electricity_generator_carbon_intensity

SUPPORTED — Public cohort (FRA, SWE) fossil share averaged 8.5% vs private cohort (GBR, USA, DEU, ITA, ESP, BEL, NLD: 7 with data) 68.7% over 1985-1999; ratio 0.12 ≤ 0.75 threshold (≥25% lower). Non-fossil share gap: +60.1pp (public higher). NOTE: 1970-1984 sub-window of the spec (15/30 years) is data-gapped on OWID-Ember; verdict is on the 1985-1999 sub-window only. Causal attribution to public ownership is contested per the spec's own disclosure (resource endowments + postwar planning are correlated).

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

In plain terms, this asks whether public ownership indicator is actually linked to better or worse electricity co2 intensity g per kwh from 1970 to 1999.

plain answer

The data clearly moved in the predicted direction. Public cohort (FRA, SWE) fossil share averaged 8.5% vs private cohort (GBR, USA, DEU, ITA, ESP, BEL, NLD: 7 with data) 68.7% over 1985-1999; ratio 0.12 ≤ 0.75 threshold (≥25% lower).

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 9 country or place units from 1970 to 1999, using a descriptive design.

what was measured
What changed
  • Public ownership indicator
What we checked
  • Electricity co2 intensity g per kwh
  • Low carbon generation share
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

4 input datasets, 0 unresolved missing series, provenance status: partial provenance.

Results

engine/runs/public_electricity_generator_carbon_intensity
Loading chart…

Who has skin in the game — schools predicting on this

10 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.

Pre-registration

pre-registered
first-spec commit 4c8ce8e · 2026-07-18T22:11:21Z

Publicly owned electricity generators (EDF in France pre-privatisation, Vattenfall Sweden) achieved lower-carbon generation mixes than otherwise-matched privatised counterparts in the 1970s-1990s.

Falsification criterion — what would disprove this

set before the run · honoured after

This hypothesis is considered falsified if:

PRIMARY (dispositive): the hypothesis is SUPPORTED if the ratio of public-cohort (FRA, SWE) mean fossil share of electricity to private-cohort (GBR, USA, DEU, ITA, ESP, BEL, NLD) mean fossil share, averaged across overlap years 1985-1999, is at most 0.75 (i.e. public cohort is at least 25% lower). Ratio in (0.75, 1.00) is partial. Ratio >= 1.00 is REFUTED. INFORMATIVE: non-fossil (nuclear + renewables) share gap, and OWID co2-intensity (CO2/GDP) ratio. Same direction expected. METHOD_VALID: at least 5 years of OWID-Ember coverage in 1985-1999 for both public-cohort countries AND for at least 4 of 7 private comparators. The 1970-1984 sub-window of the spec (15/30 years) is structurally data-gapped on OWID-Ember; verdict speaks to the testable 1985-1999 sub-window only.

formal test & threshold
test:      public_vs_private_fossil_share_ratio_1985_1999
threshold: PRIMARY: fossil_share_ratio_pub_over_priv <= 0.75 for SUPPORTED; in (0.75, 1.00) for partial; >= 1.00 for refuted.

Method

Template
descriptive
Sample
9 countries · 19701999
Evidence type
associational

Descriptive comparison of electricity-sector CO2 intensity for FRA (EDF) and SWE (Vattenfall) vs OECD privatised-utility average 1970-1999, with hydro/nuclear endowment shares as level control. Not causal — public- ownership status conflates with national resource endowment and postwar industrial-planning legacy; matched-private comparators are scarce.

Data

VariableSourceTransform
electricity_co2_intensity_g_per_kwh
outcome
owid:annual-co2-emissions-per-countrytier 2
level
low_carbon_generation_share
outcome
owid:share-elec-by-sourcetier 2
level
public_ownership_indicator
treatment
constructed:indicator = 1 for FRA (EDF nationalised 1946-2005) and SWE (Vattenfall public from 1909) over 1970-1999; comparator pooltier 5
indicator
hydro_resource_endowment
control
constructed:hydro generation potential as share of national electricity demand (FAO + IEA).tier 5
level
log_gdp_per_capita
control
world_bank_wdi:NY.GDP.PCAP.KDtier 2
log

ready  ·  pending  ·  reconstruct-needed

Detailed result card

Public electricity generators — lower-carbon mix vs privatised, 1970-1999

Verdict: SUPPORTED — Public cohort (FRA, SWE) fossil share averaged 8.5% vs private cohort (GBR, USA, DEU, ITA, ESP, BEL, NLD: 7 with data) 68.7% over 1985-1999; ratio 0.12 ≤ 0.75 threshold (≥25% lower). Non-fossil share gap: +60.1pp (public higher). NOTE: 1970-1984 sub-window of the spec (15/30 years) is data-gapped on OWID-Ember; verdict is on the 1985-1999 sub-window only. Causal attribution to public ownership is contested per the spec's own disclosure (resource endowments + postwar planning are correlated).

Summary

  • Spec window: 1970–1999. Public cohort: FRA (EDF, nationalised 1946–2005) and SWE (Vattenfall, public from 1909). Private/privatised comparators: GBR, USA, DEU, ITA, ESP, BEL, NLD.
  • Structural data gap: OWID-Ember electricity-share series begin in 1985. The 1970–1984 sub-window (15 years, 50% of the spec's 30-year window) cannot be tested with publishers on disk. The IEA energy-balance fetcher needed for the spec's preferred gCO2/kWh outcome has not shipped.
  • Testable sub-window 1985–1999: Public cohort mean fossil share = 8.5%; private cohort (with data: GBR, USA, DEU, ITA, ESP, BEL, NLD) mean fossil share = 68.7%.
  • Ratio public/private = 0.12. Spec's 25%-lower threshold corresponds to ratio ≤ 0.75.
  • Informative: public-cohort non-fossil (nuclear + renewables) share is +60.1pp higher than private cohort. OWID CO2-intensity-of-GDP ratio public/private = 0.62.

Method

Primary statistic: ratio of public-cohort mean fossil share of electricity to private-cohort mean fossil share, averaged across overlap years in 1985–1999.

Threshold map:

  • ratio ≤ 0.75 → SUPPORTED (≥25% lower)
  • 0.75 < ratio < 1.0 → partial
  • ratio ≥ 1.0 → refuted

Method validity gate: at least 5 years of OWID coverage in 1985-1999 for both public-cohort countries AND for at least 4 of 7 private comparators. PASSED: public 2/2, private 7/7.

Why fossil share, not gCO2/kWh? The spec's preferred outcome is electricity-sector CO2 intensity (gCO2/kWh) from IEA energy balances. That fetcher has not shipped. OWID-Ember share-electricity-fossil-fuels is the closest publisher-on-disk proxy: lower fossil share => lower grid CO2 intensity, with near-1:1 ranking in this period because non-fossil = nuclear + hydro + nascent renewables (gas/coal carbon factors dominate). Reported alongside is OWID co2-intensity (CO2/GDP) for context.

Data

  • owid:share-electricity-fossil-fuels (Ember-derived; primary outcome proxy)
  • owid:share-electricity-nuclear (Ember-derived; informative)
  • owid:share-electricity-renewables (Ember-derived; informative)
  • owid:co2-intensity (informative — CO2/GDP, not electricity-specific)

Caveats

  • Causal attribution is contested even if the descriptive gap holds. Per the spec's own disclosure: EDF's nuclear-heavy mix and Vattenfall's hydro+nuclear mix were largely the products of national resource endowments (Sweden's hydro; France's uranium-policy-driven Messmer plan from 1973) and postwar industrial planning, not cleanly attributable to public-ownership status.
  • Matched-private comparators are scarce. The 'private' cohort mixes IOU-dominant USA (regulated monopolies, not market-disciplined) with continental utilities that were variously state-owned, municipally owned, or only privatised mid-window (GBR 1990; ITA ENEL partial 1992; ESP partial 1990s).
  • 1970–1984 unmeasured. The spec's claim explicitly covers the 1970s; the structural data gap means the verdict above can only speak to the 1985-1999 window. A v2 using the IEA energy-balance fetcher could close this gap.
  • No statistical inference. The spec calls for p<0.10 in 5-year rolling windows; with N=2 public countries the conventional t-test is degenerate, so we report descriptive ratios and rolling-window diagnostics instead. See diagnostics.json's rolling_5yr_table.

Strongest opposing argument

Every hypothesis ships with its charitable opposing argument. The framework earns credibility by handling objections at their strongest, not weakest.

Notes

Maps the eco-socialist school's public-generator-lower-carbon-mix claim to a comparative generation-mix and emissions-intensity series for FRA (EDF) and SWE (Vattenfall) vs matched privatised counterparts 1970-1999. Estimator and prior set; full pre-registration awaits steelman + human sign-off.

Authored framework. Read the transparency note.