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.
Preprint2025 Winter Simulation Conference (WSC)2025#Scope 3DOI
Conceptual Hybrid Modeling Framework Facilitating Scope 3 Carbon Emissions Evaluation for High Value Manufacturing
Okorie, Okechukwu; id_orcid 0000-0002-5210-9951, Omeire, Victoria, Mativenga, Paul; id_orcid 0000-0002-7583-5163 +2
This study proposes a comprehensive hybrid modeling framework for product-level Scope 3 emissions evaluation, addressing challenges in complex manufacturing supply chains. It offers a practical approach for manufacturers and modelers to ove…
Peer-reviewedJournalZenodo (CERN European Organization for Nuclear Research)2026#Scope 3DOI
Decarbonizing Corporate India: Carbon Footprint Reduction Strategies in Manufacturing and Information Technology Sectors
Sagar Devappa Helwar, Prachi Suresh Ukali
This study analyzes Scope 1, 2, and 3 emission reduction strategies in Indian manufacturing and IT firms. Manufacturing focuses on energy efficiency, renewables, and circular economy; IT emphasizes green data centers and supplier engagement…
Peer-reviewedJournalZenodo (CERN European Organization for Nuclear Research)2026#Scope 3DOI
Decarbonizing Corporate India: Carbon Footprint Reduction Strategies in Manufacturing and Information Technology Sectors
Sagar Devappa Helwar, Prachi Suresh Ukali
This study analyzes Scope 1, 2, and 3 emission reduction strategies in Indian manufacturing and IT firms. Manufacturing focuses on energy efficiency, renewables, and circular economy; IT on green data centers and Scope 3 supplier engagement…
JournalTheseus (Ammattikorkeakoulujen)2026#Scope 3
Integrating Supplier CO₂e Reduction Strategies into Procurement Processes : A Pathway to Sustainable Supplier Management
Rohan Kshirsagar
This thesis examines integrating Scope 3 Category 1 (purchased goods and services) CO2e reduction into procurement via a comparative case study in a cloud/data/software firm. It evaluates four emissions calculation methods, revealing trade-…
Peer-reviewed🇺🇸 USAJournalJournal of the Society for Cardiovascular Angiography & Interventions2022#Scope 3DOI
Reducing Cath Lab’s Carbon Footprint: Is It Time, and Can It Be Done?
Bina Ahmed
This paper discusses the need and methods for reducing carbon emissions in cardiac catheterization laboratories in the US. Healthcare accounts for 4.4% of global GHG emissions, with supply chains contributing 80%. It proposes measuring and …
Peer-reviewed🌍 GlobalJournalEuropean Heart Journal2022#Scope 3DOI
Climate change and healthcare organizations: a call to arms
Yasaswini Iyer, Skanda Moorthy, Sadeer Al‐Kindi +1
This article argues that healthcare organizations (HCOs) should lead climate action, as the sector contributes 4.4% of global CO2 emissions, with 71% from Scope 3. It recommends reducing Scope 1 emissions from operating rooms and anesthetic…
Peer-reviewedJournalnpj Climate Action2023#Scope 3DOI
Supply-chain data sharing for scope 3 emissions
Aurel Stenzel, Israel Waichman
This paper discusses the importance of primary data sharing along supply chains for accurate Scope 3 emissions calculation. Current estimates rely on industry averages, which are imprecise. It identifies three main obstacles: legal/regulato…
Peer-reviewedJournalResults in Engineering2025#Scope 3DOI
Multicriteria assessment of pre-treatment and material handling systems for improved recycling of ladle slag in electric steelmaking
Matteo Lugano, Damiana Chinese, Marina Campolo +1
This study evaluates pre-treatment systems for recycling ladle slag in electric steelmaking using fuzzy AHP. The most complex configuration balances environmental and economic performance, achieving 80-120 tCO2eq/year savings while increasi…
Peer-reviewedJournal대한환경공학회지2022#Scope 3DOI
Characterization of Greenhouse Gases Emissions by Economic Sectors Using Environmentally Extended Input-Output Analysis (EEIOA)
Yujin Park, Junbeum Kim, Daeseung Kyung +1
This study constructs the 2017 Republic of Korea Environmentally Extended Input-Output Table (ROKEEIOT) to estimate Scope 1, 2, and 3 emissions by economic sector. Direct emissions are highest in electricity, steam, and water supply, but su…
Peer-reviewed🌍 GlobalJournalAdvances in Environmental and Engineering Research2022#Scope 3DOI
How do World-renowned Coffee Companies Manage Carbon Emissions? A Case Study of Starbucks
Yuyun Wang, Paul Dargusch, Genia Hill
This case study analyzes Starbucks' carbon emissions by scope, revealing 2018 emissions of 16,706 thousand metric tons, with Scope 3 dominating. It examines the company's carbon management program, highlighting packaging material shifts, re…
Peer-reviewed🇨🇳 ChinaJournalCleaner and Responsible Consumption2026#Scope 3DOI
Addressing significant carbon footprint and cross-boundary leakage of textile and apparel industries in 21 South China cities
Lin Pan, Junliang Wu, Yuhan Liang +2
This study traces interregional carbon transfers of textile and apparel industries across 21 South China cities using MRIO, structural decomposition, path, and ecological network analyses. Despite intensity reductions, consumption-based foo…
🇪🇺 EuropeDatasetZenodo (CERN European Organization for Nuclear Research)2026#Scope 3DOI
Hospital water carbon footprint panel - Madrid SERMAS (2016-2024)
David Campos Vásquez, Mercedes del Río Merino, Paola Villoria Sáez
This dataset and Stata code enable replication of a fixed-effects panel analysis estimating the water-related Scope 3 carbon footprint of 12 public hospitals in Madrid (2016-2024). It compares three emission factors (Spanish, UK, and region…
Peer-reviewed🇪🇺 EuropeJournalGreen Finance2025#Scope 3DOI
What can green investors learn from funds’ value chain carbon footprint? Evidence from Spain
López L.A.
This paper analyzes the value chain carbon footprint (including Scope 3) of investment funds in Spain, offering insights for green investors. It reveals the distribution and characteristics of funds' carbon footprints and provides implicati…
Peer-reviewedJournalInternational Journal of Multidisciplinary Research and Growth Evaluation2022#Scope 3DOI
Supply-chain decarbonization: A crucial requirement to achieve Net-Zero
Zaid Thanawala
This paper focuses on Scope 3 emissions as a critical element for achieving net zero, reviewing supply-chain decarbonization strategies such as material efficiency, renewable energy transition, and circularity. It highlights challenges in m…
JournalUPCommons institutional repository (Universitat Politècnica de Catalunya)2024#Scope 3
Improving accuracy and visibility in the supply chain to reduce scope 3 carbon emissions in food sector companies
Deó de Urquía, Inés
Scope 3 accounts for over 80% of food sector emissions but faces data accuracy, transparency and verification challenges. Using Fuzzy-TISM and Fuzzy MICMAC, the authors model nine obstacles and identify complex supply chains and emission so…
🇺🇸 USAJournalDeep Blue (University of Michigan)2021#Scope 3DOI
Scope 3 Emissions Inventory and Supplier Engagement for Steelcase, Inc.
Prachiti Dhamankar, Julia Kehoe, Elliott Schwab
A practical case study where Steelcase, an office furniture manufacturer, developed a Scope 3 emissions inventory and supplier engagement strategy for setting science-based targets. Focused on purchased goods, transportation, and waste, com…
Peer-reviewedJournalBusiness Strategy and the Environment2024#Scope 3DOI
Role of supplier engagement to reduce Scope 3 emissions in circular supply chains
Atif Saleem Butt, Mohammad Alghababsheh, Rahul Sindhwani +1
This multiple-case study of four buying and four supplying firms identifies six supplier-engagement strategies that help reduce Scope 3 emissions, including communication, trust-building, data use, feedback loops, and incentives. It offers …
🇪🇺 EuropeJournal2022 IEEE International Conference on Environment and Electrical Engineering and 2022 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I&CPS Europe)2022#Scope 3DOI
Analysis of the carbon footprint of freight transport in the mass market retail sector: a case study in Campania (Italy)
Angela Romano, Daniela Tocchi, Fiore Tinessa +2
This case study reconstructs a full year of freight transport for a small-medium retail cooperative in Campania, Italy, and calculates tank-to-wheel CO2 emissions using COPERT. Rather than limiting accounting to store premises, it quantifie…
JournalInstitutional Research Information System (Università degli Studi di Brescia)2026#Scope 3
A novel approach for measuring and accounting Scope 3 supplier-specific carbon emissions at a Supply Chain level
Gianmarco Bressanelli, Giorgio Lombardi, Nicola Saccani
This paper proposes an allocation-based method to derive supplier-specific emission factors from organizational carbon footprints, reducing the cost and burden of detailed LCAs for Scope 3 accounting. Tested in the ceramic industry, the app…
🌍 GlobalJournalInternational Journal of Sustainability in Higher Education2025#Scope 3DOI
Decarbonising air travel in higher education institutions: a systematic literature review
Walleci Gabeu Lira, Cláudio Ruy Portela de Vasconcelos, Walter Leal Filho +1
A systematic review of strategies for decarbonising air travel in higher education institutions, identifying three key areas: emissions estimation and control, driving factors, and institutional barriers. Offers insights for Scope 3 emissio…