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ESG Data at Scale for Net-Zero Goals: Delivering Decision-Grade Insights via AI Automation and Human-Centric Verification

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Business Situation

As a signatory to the Net Zero Banking Alliance (NZBA), the client committed to aligning its lending and investment portfolios with net-zero emissions by 2050. To operate this ambition, the bank required a strategic partner capable of delivering:

  • Extensive climate and environmental, social, and governance (ESG) data aggregation
  • High-quality data validation and verification
  • Custom ESG screening frameworks
  • Sector-specific, financially material key performance indicators (KPIs)

With portfolios spanning multiple sectors and geographies, the client needed a scalable, tech-powered approach anchored in human ESG expertise to ensure actionable insights and regulatory readiness.

SGA Approach

1. Strategic Onboarding & Regulatory Interpretation

  • Engaged in multi-round consultations with the client to understand the product vision, taxonomy use cases, and target client segments
  • Interpreted the EU Taxonomy framework, referencing the European Commission’s Delegated Acts, TEG reports, and EU Taxonomy Compass

2. Sector-Centric Activity Classification

  • Conducted a deep-dive activity assessment across high-impact sectors:
  • Construction & real estate
  • Energy & utilities
  • Manufacturing, BFSI, and transport
  • Mapped sector-wise activities as eligible, aligned, transitional, or enabling under the Climate Delegated Act

3. Technical Screening & KPI Framework Development

  • Developed a repository of relevant key performance indicators (KPIs) for both financial and non-financial entities, aligning with:
  • Substantial Contribution Criteria (climate mitigation/adaptation)
  • Do No Significant Harm (DNSH) provisions
  • Minimum Safeguards Screening (MSS)
  • Evaluated numerators and denominators for each KPI to ensure alignment with Article 8’s disclosure format

4. Technology-Assisted Research & Data Aggregation

  • Utilized a hybrid model by integrating:
  • Artificial intelligence (AI)-enhanced data tagging for taxonomy-aligned disclosures
  • Sector SMEs for nuanced interpretation of ambiguous or unstructured company data
  • Built customized data collection templates, SOPs, and sector-specific KPI guidance documents to ensure consistent delivery across companies

5. Assurance, Quality & Iterative Refinement

  • Identified taxonomy-reported data that had third-party verification/assurance
  • Integrated findings from initial data sweeps into template refinements and long-term data governance strategies
  • Created a repeatable process for ongoing assessment, expansion, and regulatory updates

Key Takeaways

Tech-Enabled ESG Aggregation

Leveraged intelligent automation tools (IDEAT & QA modules) for faster, consistent, and transparent data extraction from structured and unstructured ESG documents

Human-Centric Analysis for Contextual Integrity

ESG domain experts brought context, credibility, and nuance to data interpretation, especially for Scope 3 emissions and thematic screens

Sector-Tailored KPI Engineering

Designed financially material KPIs specific to industry drivers, enabling better ESG benchmarking, performance tracking, and risk mitigation

Accelerating Sustainable Finance

Helped the client embed ESG rigor and net-zero readiness into portfolio strategies, reinforcing their leadership in climate-aligned banking

Related Tags

AI - Artificial Intelligence BFSI Data ESG Data Fintech

About 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 1,600 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.

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