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The Rise of ESG

Investors now weigh ESG performance alongside financial factors, driven not only by ethics but also by economics. Companies with higher ESG ratings often demonstrate superior resilience, growth, and long-term profitability.

environmental

Environmental

Carbon emissions
Energy consumption
Waste management
Water usage
Pollution prevention
...

social

Social

Labor practices
Diversity and inclusion
Employee well-being
Community engagement
Customer satisfaction
...

governance

Governance

Board composition
Executive compensation
Shareholder rights
Risk management
Regulation Compliance
...

INERCONNECTED FRAMEWORKS, KPIS AND SUBJECTS

Define Reporting Priorities

Modeling reporting issues and framework structures in a graph database enables companies to effectively manage and navigate their ESG landscape.

Without a graph, comprehending the potential impact of changes in one metric on the others can be challenging, if not impossible.

Interconnected-frameworks-KPIs-and-subjects-in-ESG-reporting
Data-and-data-sources-involved-in-metric-calculation

FRAGMENTED DATA AND DATA SOURCES

Consolidate Contribution Data

Data underlies a trustworthy ESG reporting originates from diverse sources, spans internal and external operations. Recognizing the interdependencies between data is crucial.

A graph-based approach provides a powerful, intuitive, and holistic method for aggregating and analyzing contribution data for ESG reporting.

Augment ESG Reporting
with Graph-Based XAI

The linking of Artificial Intelligence (AI) techniques and ESG applications opens up a wealth of opportunities for companies to dig into the gold mine of ESG data for strategic planning and reporting.

Download Solution
Generative-AI

Generative AI

Transform unstructured ESG data into clear and accessible format; enable users to easily engage with the information through natual language interface.

Predictive-analytics

Predictive Analytics

Go beyond assessing current ESG performance; simulate diverse scenarios to forecast potential outcomes of various sustainability initiatives.

graph-embedding

Graph Embedding

Encode graph metadata and topologies into low-dimensional vectors; provide optimal inputs for downstream machine learning models to perform different tasks.

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