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Enhancing Scope 3 Inventory Accuracy: Transitioning From Spend-Based to Hybrid Carbon Accounting
ESGBusiness Situation
A pharmaceutical manufacturer sought to strengthen the accuracy and transparency of its Scope 3 greenhouse gas (GHG) inventory by incorporating activity-based emissions coverage across its Scope 3 inventory.
Its existing inventory relied predominantly on spend-based emission factors. While this approach provided comprehensive inventory coverage, it offered limited visibility into supplier performance, emissions hotspots, and procurement-related emission drivers. Additionally, fluctuations in commodity and energy prices could influence spend-based estimates without reflecting actual operational emissions.
The company required a more robust and scalable carbon accounting approach that could progressively increase activity-based emissions coverage, improve reporting quality, strengthen data credibility, and provide enhanced transparency into the sources driving its Scope 3 emissions.
SGA Approach
SGA designed and implemented a phased transition from a predominantly spend-based inventory to a hybrid (activity-based + spend-based) Scope 3 accounting approach. The methodology combined Scope 3 materiality assessment, supplier prioritization, structured supplier engagement, intelligent document processing, and governance processes to progressively improve inventory quality while maintaining practical implementation and a complete emissions coverage.
Scope 3 Materiality Assessment and Methodology Design
- Classified procurement spend across applicable GHG Protocol Scope 3 categories.
- Identified the most material Scope 3 categories representing over 75% of procurement spend.
- Evaluated supplier concentration, emissions materiality, and data maturity to prioritize categories where increased activity-based data coverage would deliver the greatest improvement in inventory accuracy.
- Developed a phased hybrid accounting methodology aligned with GHG Protocol guidance.
- Reassessed the emissions baseline by incorporating GHG Protocol baseline recalculation principles to maintain year-on-year comparability as methodologies and data quality evolved.
Hybrid Scope 3 Accounting Approach
- Transitioned from a predominantly spend-based inventory to a hybrid methodology by applying activity-based and supplier-specific calculations across material Scope 3 categories, while retaining spend-based emission factors where primary data remained unavailable.
- Prioritized high-impact suppliers based on procurement value, emissions materiality, and data availability.
- Designed structured supplier questionnaires to collect activity data, emissions information, renewable electricity usage, and sustainability commitments.
- Leveraged automated document processing to extract supplier activity data from questionnaires and sustainability disclosures, classify emissions information, standardize reporting formats, and populate calculation-ready datasets, improving data consistency while reducing manual processing effort.
- Consolidated procurement, supplier, and sustainability datasets into a centralized emissions dataset through automated data processing workflows, followed by data quality validation and peer benchmarking.
Governance and Reporting Framework
- Documented methodologies, calculation assumptions, data quality scoring criteria, and calculation protocols to improve reporting transparency and consistency.
- Incorporated GHG Protocol baseline recalculation principles to maintain year-on-year comparability as methodologies and primary data coverage evolved.
- Developed governance processes and reporting documentation to support inventory management, audit readiness, and future assurance requirements.
Key Takeaways
- Enhanced Scope 3 Inventory Progressively increased activity-based emissions coverage across material Scope 3 categories, improving the accuracy, representativeness, and transparency of the overall Scope 3 inventory while maintaining complete emissions coverage.
- Improved Emissions Visibility Enhanced identification of high-impact suppliers, procurement categories, and purchased goods contributing to value chain emissions, enabling more targeted supplier engagement and decarbonization planning.
- Better Data Quality Strengthened reporting through standardized supplier engagement, intelligent document processing, automated data standardization, and robust quality assurance processes, improving data consistency and credibility.
- Improved Reporting Readiness Established standardized methodologies, governance processes, documented assumptions, and baseline management practices aligned with GHG Protocol guidance to support consistent reporting and future assurance activities.
- Scalable Hybrid Carbon Accounting Approach Delivered a repeatable hybrid Scope 3 accounting methodology capable of progressively expanding primary data coverage while supporting evolving disclosure requirements, supplier maturity, and continuous inventory improvement.
Related Tags
AI Carbon Accounting Carbon Markets ESG GHG emissions InventoryAbout SG Analytics
SG Analytics (SGA) is a leading global data and AI consulting firm delivering solutions across AI, Data, Technology, and Research. With deep expertise in BFSI, Capital Markets, TMT (Technology, Media & Telecom), and other emerging industries, SGA empowers clients with Ins(AI)ghts for Business Success through data-driven transformation.
A Great Place to Work® certified company, SGA has a team of over 1,400 professionals across the U.S.A, U.K, Switzerland, Poland, and India. Recognized by Gartner, Everest Group, ISG, and featured in the Deloitte Technology Fast 50 India 2024 and Financial Times & Statista APAC 2025 High Growth Companies, SGA delivers lasting impact at the intersection of data and innovation.