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炭素の分配フットプリント:79カ国経済における経済発展・排出・所得不平等(1995–2022)

The Distributional Footprint of Carbon: Economic Development, Emissions, and Income Inequality Across 79 Economies (1995–2022) (原題)

Sadagat E. Ahmadova, Jeyhun Mahmudov, Rahibə ƏBDÜLHƏSƏNOVA, F. Alasgarova, Konul Buyuker

Economies📚 査読済 / ジャーナル2026-09-19#気候科学Origin: Global対象セクター: cross_sector
DOI: 10.3390/economies14090418
原典: https://doi.org/10.3390/economies14090418

🤖 gxceed AI 要約

日本語

79カ国・1995〜2022年のパネルデータを用い、一人当たりCO2排出と所得不平等の関係を検証。国内・所得条件付きで排出が高いほど不平等が低いという相関を確認し、豊かな国でより強い。ただしその特徴は炭素含有量ではなく化石エネルギー利用の規模に由来し、排出はエネルギー・資本集約的生産の指標と読める。緩和策が炭素集約セクターを縮小させるため、移行には分配リスクが伴うと論じる。

English

Using a 79-economy panel (1995–2022), this paper examines whether the carbon intensity of production relates to within-country income inequality. It finds that, conditional on income, higher per capita emissions are associated with lower measured inequality, more strongly in richer economies, and that the signature reflects the scale of fossil energy use rather than carbon content per se. Because mitigation policy contracts sectors along this margin, the transition carries distributional risk that climate policy should anticipate.

Unofficial AI-generated summary based on the public title and abstract. Not an official translation.

📝 gxceed 編集解説 — Why this matters

日本のGX文脈において

日本ではGX推進と公正移行(just transition)の議論が本格化しており、炭素集約産業の縮小が地域雇用・所得分配に与える影響は政策課題。本稿は排出と不平等の構造的関係を示し、国内の移行政策設計や地域経済対策の議論に示唆を与える。

In the global GX context

As ISSB/CSRD and just-transition frameworks push disclosure toward social and distributional impacts, this paper offers cross-country evidence that decarbonization selects sectors along a carbon margin with distributional consequences. It adds an empirical, macro-level perspective to global transition-finance and just-transition scholarship, though it is not a disclosure study.

👥 読者別の含意

🔬研究者:排出と不平等の双方向関係を扱う実証研究として、識別戦略と燃料分解の手法が参考になる。

🏢実務担当者:炭素集約セクターの縮小が雇用・地域経済に及ぼす分配リスクを、移行計画の社会面検討に活用できる。

🏛政策担当者:緩和策が炭素集約産業の縮小を通じて所得分配に影響しうる点を、公正移行政策の事前設計に織り込むべき。

📄 Abstract(原文)

The inequality–environment literature has mostly asked whether unequal societies emit more. The opposite direction—whether the carbon-intensive character of a country’s production is related to how income is distributed within it—has received far less attention, although it bears directly on the design of just-transition policy. This paper examines that direction using an unbalanced panel of 79 economies observed between 1995 and 2022, combining Global Carbon Budget carbon dioxide (CO2) emissions data with World Bank Gini estimates. A theoretical framework is developed first, arguing that the carbon intensity of a production process and the establishment structure that determines its labour-market footprint are jointly determined by the same underlying technology, and that decarbonization policy selects sectors for contraction along precisely the carbon margin. Four hypotheses follow. They are tested with two-way fixed effects and Driscoll–Kraay standard errors, dynamic panel generalized method of moments (GMM) estimation on five-year averages, panel error-correction estimation and heterogeneous-panel causality tests, and supported by extended specifications controlling for trade, education, redistribution, institutions and industrial structure, by alternative inequality measures, and by a decomposition of emissions by fuel that separates the carbon intensity of the energy mix from the level of energy use. The estimates suggest that, within countries and conditional on income, higher per capita emissions are associated with lower measured inequality, that the association is stronger in richer economies, and that it behaves as a slow-moving structural regularity rather than a year-to-year feedback loop. A pre-stated test of whether the relationship is specific to carbon rather than to energy-intensive production is not supported: the signature is carried by the scale of fossil energy use rather than by the carbon content of the fuel mix, so per capita emissions are best read as an index of energy- and capital-intensive production. The association nonetheless survives conditioning on trade, education, redistribution, institutional quality and industrial structure, and it is present—and somewhat stronger—in market-income rather than in disposable-income inequality, which places it before the fiscal system rather than within it. Because mitigation policy selects sectors for contraction along precisely the margin the emissions variable identifies, the transition carries a distributional risk that climate policy has reason to anticipate. All findings are reported as associations under stated identifying assumptions, not as experimental effects.

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