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 · JournalEconomic Analysis Theory and Practice2026#Scope 3DOI
Managing the carbon footprint of commercial and industrial enterprise products
I. Filimonova, Artem D. Bessmertnykh, E. Kuznetsova +1
This paper develops and tests an algorithm for calculating Scope 3 greenhouse gas emissions for energy-intensive compressor equipment, integrating Russian regulations and international standards. A case study shows that customer operation a…
🌍 Global📚 Peer-reviewed · JournalSocial Science Research Network2026#Scope 3DOI
From Investment Zones to Climate Clusters: Rewiring Governance and Public-Private Collaboration for Southeast Asia's Semiconductor Net-Zero Transition
Son Nguyen
This paper critiques existing governance models in Southeast Asian semiconductor clusters for prioritizing competitiveness over climate objectives. It proposes three innovations—Cluster Climate Compacts, Climate-Aligned PPPs, and Polycentri…
📚 Peer-reviewed · JournalJITSI : Jurnal Ilmiah Teknologi Sistem Informasi2026#Scope 3DOI
Strategi Sourcing Berkelanjutan MBG Berbasis Advanced Analytics: Analisis PESTLE dan Rantai Pasok
Briyan Gifari, Nabiel Muhammad Al Ghazali, Abdullah Fajar
This study applies advanced analytics to evaluate suppliers for Indonesia's Free Nutritious Meal Program (MBG) based on Triple Bottom Line. Using a weighted scoring model with logistics efficiency (40%), environmental impact (30%), and volu…
🌍 Global📚 Peer-reviewed · JournalCalifornia Management Review2026#Scope 3DOI
Shaping the Path Toward Net Zero Through Supplier Engagement
Pilar Acosta, M. Knudsen
This study examines how 25 global firms engage suppliers to reduce Scope 3 emissions, identifying five mechanisms: codes of conduct, financial instruments, digital platforms, supplier training, and co-innovation. It assesses implementation …
📚 Peer-reviewed · JournalACTUAL PROBLEMS OF INTERNATIONAL RELATIONS2026#Scope 3DOI
GREEN OUTSOURCING IN GLOBAL VALUE CHAINS: FROM TRANSACTION COST MINIMISATION TO ENVIRONMENTAL CAPABILITY RECOMBINATION
V. Namoniuk, A.I. Maliuha
This conceptual paper identifies a theoretical gap in transaction cost economics regarding environmental constraints. It introduces 'ecological asset specificity' as a governance variable and argues that modular governance in global value c…
🌍 Global📚 Peer-reviewed · JournalBusiness Strategy and the Environment2026#Scope 3DOI
Redesigning the Value Chain: A Net‐Zero Circular Economy Approach to Resource Retention
Muhammad Ikram
This study proposes the Net Zero Circular Value Chain Model (NZCVCM), integrating circular economy (CE) with net-zero carbon goals. Based on the 10R classification, it identifies opportunities to reduce greenhouse gas emissions in each reso…
🇪🇺 Europe📚 Peer-reviewed · JournalSocial Science Research Network2026#Scope 3DOI
Can GenAI fill banks’ emissions data gaps?
Cristina Angelico, Enrico Bernardini
This paper finds significant limitations in emissions data for euro area banks from four providers: gaps, inconsistencies, and high volatility in scope 3 emissions. It tests three GenAI tools and finds that GenAI-based data correlates with …
📚 Peer-reviewed · JournalInternational Journal of Computational and Experimental Science and Engineering2026#Scope 3DOI
ERP-Powered ESG Intelligence: Measuring Carbon Footprint of Medical Device Supply Chains
Bhimalinga Reddy Bangaru
ERP has evolved into sustainability intelligence software for monitoring environmental performance, enabling real-time carbon footprint tracking in medical device supply chains. It offers Scope 1/2/3 emissions management, with AI improving …
🇪🇺 Europe📚 Peer-reviewed · JournalGases2026#Scope 3DOI
Industrial Value Chains and Greenhouse Gas Emissions: An EEIOT-Based Sustainability Analysis for Assessing Policy Options
J. Retegi, B. Kamp, J. Igartua
Using Spain as a case, this study applies Environmentally Extended Input-Output Tables and Production Layer Decomposition to quantify Scope 1-2-3 emissions across industrial value chains. It finds that indirect emissions dominate, and that …
📚 Peer-reviewed · JournalSocial Science Research Network2026#Scope 3DOI
Carbon-Aware Supplier Selection: Integrating Cost, Risk, and Emissions in Procurement Decisions
Indrajit Sen
This paper introduces a carbon-aware supplier selection framework that optimizes the trade-off between cost, risk, and Scope 3 emissions using multi-objective optimization. It demonstrates how organizations can incorporate regulatory carbon…
📚 Peer-reviewed · JournalScientific Reports2026#Scope 3DOI
Uneven transition risks from multi-scope carbon flows: a nationwide regional assessment for South Korea
No Ol Lim, Hyojin Cho, Song T. Lim +1
This study provides the first multi-scope regional assessment of carbon flows in South Korea, integrating Scope 1-3 emissions. It reveals stark asymmetries: industrial provinces face high direct exposure, while metropolitan regions have hig…
🇪🇺 Europe📚 Peer-reviewed · JournalSocial Science Research Network2026#Scope 3DOI
Greenhouse Gas (GHG) Emissions and Removals in the Finnish Forest Sector Over Scope 1, 2, and 3
Ashraful Alam, Hafiz Usman Ghani, T. Räty +1
This study comprehensively assesses the life cycle GHG emissions of Finland's forest sector for 2023 using a Scope 1, 2, and 3 framework. Total emissions are approximately 8.35 Mt CO2e, with Scope 3 contributing 68%, primarily from organic …
CN📚 Peer-reviewed · JournalCarbon Neutral Systems2026#Scope 3DOI
Tracing carbon emissions across the upstream supply-to-final demand chain for China’s construction industry
Bo Liu, Kaixin Ma, Mingliang Liu +1
This study traces carbon emissions across the entire supply chain of China's construction industry, from upstream suppliers to final demand. Using input-output analysis, it identifies key emission sources and provides insights for decarboni…
🌍 GlobalConferenceProceedings of the 2026 REMADE® Circular Economy Technology Summit & Conference2026#Scope 3DOI
Quantifying Value Chain Emissions: A Case Study at GKN Aerospace
S. Shoaib-ul-Hasan, Mohamed Rikaz Mohamed Ameer, Amal Valan Francis +14
This study quantifies Scope 3 Category 1 emissions (Purchased Goods and Services) for GKN Aerospace using the GHG Protocol. It compares mass-based and spend-based methods, finding spend-based overestimates by approximately a factor of three…
📚 Peer-reviewed · JournalE3S Web of Conferences2026#Scope 3DOI
Quantification of Household Greenhouse Gas Emissions in Mumbai: A Scope 1, 2, and 3 Analysis
Hosang Shukla, Avni Sharma, Geetanjali Ashtekar +2
This study quantifies the monthly GHG emissions of an average household in Mumbai, India, using the Greenhouse Gas Protocol across Scope 1, 2, and 3. Through a detailed survey and emission factors, it identifies major emission sources and o…
🇪🇺 Europe📚 Peer-reviewed · JournalCorporate Social Responsibility and Environmental Management2026#Scope 3DOI
Exploring the Interrelationships Among Supply Chain Emissions, Financial Performance, Market Value, and Board Sustainability: An Exploration of the European Landscape
Daniele Giordino, Martina Panero, Nourah O. Alshaghdali +1
This study examines the interrelationships among scope 2&3 emissions, financial performance, market value, and board sustainability using a panel of 437 European firms. Results show positive links between supply chain emissions and market v…
🌍 Global📚 Peer-reviewed · JournalCorporate Social Responsibility and Environmental Management2026#Scope 3DOI
Scope 3 Carbon Emissions Assessment for Manufacturing
SMEs
Kourosh Halat, S. Childe, Nick Golding +1
This study examines challenges faced by manufacturing SMEs in Scope 3 GHG assessment through UK case studies. It identifies persistent difficulties in data availability, estimation methods, and double-counting risks, and argues that qualita…
📚 Peer-reviewed · JournalJournal of Industrial Ecology2026#Scope 3DOI
Completing the SME carbon profile: scalable prediction of scope 3 emissions
A. Phillpotts, Anne Owen, J. Norman +4
This paper proposes a scalable method to predict scope 3 emissions for small and medium enterprises (SMEs), aiming to complete their carbon profiles. It addresses data scarcity, enabling comprehensive carbon accounting for SMEs.
📚 Peer-reviewed · JournalFrontiers in Energy Research2026#Scope 3DOI
Unveiling Scope 3 emissions in energy supply chains: a graph neural network approach for missing data imputation and optimization
Zeqi Zhang, Yingjie Li, Danhui Lai +3
This paper addresses Scope 3 emissions accounting in energy supply chains using a physics-informed Leontief-GNN to impute missing firm-level emissions and integrate into a supplier selection framework. It outperforms baselines on a syntheti…
🌍 Global📚 Peer-reviewed · JournalCorporate Social Responsibility and Environmental Management2026#Scope 3DOI
Landscape of Research on Accounting Scope 3 Emissions: A Review of Methodologies and Data
Zeyu Wang, Klaus Hubacek, Xin Sun +1
This review examines current Scope 3 accounting methods and data availability, highlighting inconsistencies, data transparency issues, and sectoral biases (Energy, IT). It identifies problems like missing inter-enterprise trade data and dou…