GX Research Hub · English
GX & Decarbonization Research
This page provides an English interface to the gxceed GX paper corpus. The corpus aggregates papers from 13 open scholarly metadata sources and uses AI-assisted classification to identify signals related to measurement, policy narratives, outcomes, implementation, industrial adoption, and verification.
The goal is not only to discover papers, but to observe how GX research is distributed across research substance, implementation narratives, external expectations, implementation substance, and judgment formation.
Summaries are AI-assisted. Always refer to the original paper for authoritative conclusions.
Peer-reviewed🌍 GlobalConferenceWIT Transactions on Ecology and the Environment2026#Scope 3DOI
ASSESSING THE MATERIALITY OF VALUE-CHAIN EMISSIONS FOR ORGANIZATIONAL DECARBONIZATION STRATEGY DEVELOPMENT: A CASE STUDY OF THE AUTOMOTIVE INDUSTRY
UPENDRA ARJEEWANI WEERATHUNGA DON MERENCHIGE, SHOUXUN JI
This paper assesses the materiality of value-chain emissions (Scope 3) for decarbonization strategy in the automotive industry. Through a case study, it identifies emission hotspots across the supply chain and proposes a prioritization fram…
Peer-reviewed🌍 GlobalJournalInternational journal of research and review2026#Scope 3DOI
Reliable CO2 Numbers: Data Quality, Provenance and Uncertainty in Procurement Decisions
Lukas Büeck, L. Ritter
This review examines the quality, provenance and uncertainty of CO2 data used in procurement decisions, focusing on manufacturing and automotive supply chains. It finds that scope 3 emissions, which dominate corporate footprints, suffer fro…
Preprint🌍 GlobalResearch Square2026#Scope 3DOI
Comparative Carbon Accounting Using Distance-Based and Average Data Methods in Employee Commuting Emissions
Ajayi O, Ugwu J, Okonta ED
This study compares two methods for calculating employee commuting emissions (Scope 3, Category 7) using a case study of Middlesbrough Council (UK). A survey of 100 employees found that the Distance-Based Method estimated 1,241 tCO₂e/year, …
Preprint🌍 GlobalSSRN2026#Scope 3
1 ADVISED EMISSIONS May 21, 2026 DRAFT
(著者不明)
This draft discusses the disclosure requirements for Scope 3 Category 11 (Use of Sold Products) under the GHG Protocol's Scope 3 Standard, proposing specific methodologies and reporting frameworks.
🌍 GlobalReportLife Cycle Management from Global to Local2026#Scope 3DOI
Sustainable Innovation or Merely Reporting? State of the Art of Assessing Scope 3 Emissions of Organizational Procurement
Essouid W.
This paper reviews the state of the art in assessing Scope 3 emissions from organizational procurement. While reporting frameworks are evolving, challenges in data quality and methodological consistency persist. It highlights the gap betwee…
Peer-reviewed🇨🇳 ChinaJournalJournal of Business Research2026#Scope 3DOI
How does customer ESG performance affect supplier carbon disclosure?
Xin Zhao, Yaxin Huo, Hyoungsuk Lee +2
This empirical study examines how customer firms’ ESG performance influences suppliers’ carbon disclosure behavior. It identifies drivers of upstream disclosure in supply chains, revealing the cascading mechanism between ESG ratings and cor…
Peer-reviewed🌍 GlobalJournalSustainability2026#Scope 3DOI
Improving Scope 3.1 Carbon Accounting: A Framework for Selecting Weight-Based Material Emission Factors
Ellis Bauer, Fabian Rundel, Shari Alt +1
This study proposes a decision-support framework to reduce uncertainty in selecting weight-based secondary emission factors for Scope 3.1 (purchased goods and services) accounting. It shows emission factors for the same material can vary by…
Peer-reviewed🌍 GlobalJournalNature Communications2026#Scope 3DOI
Energy intensity, offshoring and the illusion of decarbonization
Claudia Amadei, Cesare Dosi, Francesco Jacopo Pintus
This paper argues that improvements in energy intensity and offshoring may merely shift emissions abroad, creating an illusion of decarbonization. It highlights the risk of carbon leakage and the need to account for embodied emissions in tr…
Peer-reviewed🌍 GlobalJournalSupply Chain Management2026#Scope 3DOI
Making circularity work: integrating circular economy and Industry 4.0 for resource efficiency and Scope 3 governance in food manufacturing
Ahmed Mohammed, Kapil Vyas, Bardia Naghshineh +1
This qualitative study examines how circular economy (CE) and Industry 4.0 (I4.0) integration supports Scope 3 governance in food manufacturing. Findings show that CE initiatives gain traction when framed as operational risks supported by d…
Preprint🌍 GlobalSSRN2025#Scope 3
Sustainability disclosure on scope 3 greenhouse gas ...
MA Harjoto
This study analyzes Scope 3 emission reporting of 48 oil and gas firms across 19 countries, focusing on Category 11 (use of sold products) disclosure. It finds patterns in voluntary disclosure and highlights implications for regulation.
Preprint🌍 GlobalEarthArXiv2026#Scope 3DOI
Constructing Prospective Multiregional Input--Output Tables via Scenario-Constrained Optimization for Future Environmental Footprint Assessment
Peng, Sidi, Daioglou, Vassilis, Stadler, Konstantin +3
Using EXIOBASE 2019 and the IMAGE SSP2 scenario, 12 prospective multi-regional input-output tables for 2035 were constructed, comparing a Leontief-based projection with 11 optimization-based projections under constraints on GDP, value added…
Peer-reviewed🌍 GlobalJournalEnergy Economics2026#Scope 3DOI
Carbon footprint of bank loans and bank lending: Global evidence using Bayesian approach
Duy Khanh Le
This paper uses Bayesian methods to estimate the carbon footprint of bank loans globally, analyzing the link between lending activities and financed emissions. The findings provide quantitative evidence for climate-related financial disclos…
Preprint🇺🇸 USA2025#Scope 3DOI
Measurement-informed life cycle analysis of greenhouse gas emissions from global liquefied natural gas and plastic supply chains
Zhu, Yuanrui
This dissertation builds measurement-informed geospatial LCA models for U.S. LNG and plastic supply chains. Results show significant methane underreporting and regional variation; CO₂ dominates at liquefaction sites (>95% of GHG using 100-y…
Preprint🌍 GlobalQuality & Quantity2026#Scope 3DOI
Relationship between carbon emissions and financial performance: fixed-effects panel model focused on sectoral and regulatory heterogeneity
WendyAnzules Falcones, Wendy, Martín Castilla, Juan Ignacio, Tulcanaza Prieto, Ana Belén
This study analyzes the impact of Scope 1, 2, and 3 emissions on corporate profit margins using a fixed-effects panel model on 250 global firms (2020-2023). It finds a significant negative association, especially in chemical and utilities s…
Peer-reviewed🌍 GlobalJournalJournal of Cleaner Production2017#Scope 3DOI
Systematic review of greenhouse gas emissions for different fresh food categories
Clune S.
This systematic review compiles greenhouse gas emissions across fresh food categories, providing emission factors for food supply chains. It supports Scope 3 accounting and decarbonization in the food industry.
Preprint🌍 GlobalSSRN2023#Scope 3
What's Scope 3 Good For?
Madison Condon
This article discusses the practical collection and sharing of Scope 3 data, as well as its adoption as a metric for financial risk and corporate evaluation.
Peer-reviewed🌍 GlobalJournalEconomics of Development2026#Scope 3DOI
THE ROLE OF FINANCIAL ACCOUNTING IN WASTE MANAGEMENT
Nikolay Katsarski
This paper reframes waste management as a financial-information problem, explaining how financial accounting provides disciplined measurement of waste-related transactions, obligations, and costs. It proposes a waste-focused chart of accoun…
Peer-reviewedCNJournalScientific Data2026#Scope 3DOI
A dataset of greenhouse gas emissions and nutrition profiles for 320 dishes from eight major cuisines of China
Aiqun Guan, Ziyi Cai, Ya Zhou +1
This dataset provides greenhouse gas emissions and nutrition profiles for 320 dishes from eight major Chinese cuisines. It can be used for carbon footprint analysis of food and research on sustainable diets.
Peer-reviewed🌍 GlobalJournalEuropean Journal of Agronomy2026#Scope 3DOI
Quantifying the carbon footprint of the global rice system: Revealing trade concerns and mitigation opportunities through climate‑smart agriculture
Yinan Chao, Jianling Fan, Bin Wang +4
This study quantifies the carbon footprint of the global rice production and trade system, revealing trade concerns and mitigation opportunities through climate-smart agriculture.
🌍 GlobalDatasetZenodo (CERN European Organization for Nuclear Research)2026#Scope 3DOI
Medicine Carbon Footprint (MCF) Dataset - Active Pharmaceutical Ingredients
Haroon Taylor, Nazneen Rahman
This dataset provides carbon footprint values for the manufacture and formulation of 2,907 active pharmaceutical ingredients (APIs) in kgCO2e per kgAPI, using the peer-reviewed MCF Classifier methodology. It enables pharmaceutical companies…