The CSO manages Sustainability Data & Metric Management

The CSO will be responsible for setting up ESG data architecture and the associated data quality control processes. this will help the CSO analyze performance trends against sustainability KPIs and benchmarking against industry peers and best practices. Areas such as carbon accounting and emissions tracking, water, waste, and resource use monitoring will be important to couple with supply chain sustainability data analysis to form a more holistic and predictive analytics for sustainability risks. The CSO building this into a real-time sustainability performance monitoring system where ESG data can be easily visualized requires a data management system that has excellent data collection, automation, and leverages big data approaches to sustainability. The next challenge for the CSO will be to encompass machine learning to sustainability data and use blockchain technologies for sustainability data verification.

Speeki can help provide the following services and solutions, with partners in some areas:

• ESG Data Architecture Blueprint – End-to-end system design for data collection, storage, and reporting
• Automated Data Collection Framework – Integration with ERP, IoT, and supply chain systems using the Speeki Platform
• Data Quality Control Protocol – Validation rules, error flagging, and audit trails
• Blockchain-Based Verification System – Immutable record-keeping for carbon credits, supply chain claims

• Real-Time ESG Dashboard – Customizable visualization of KPIs (carbon, water, waste, DEI) using the Speeki Platform
• Industry Benchmarking Tool – Comparison against peers (S&P CSA, DJSI, GRI)
• Predictive Analytics Model – Identifies sustainability risks/opportunities using historical trends
• Supply Chain Sustainability Tracker – Tier 1-3 supplier performance monitoring

• Machine Learning ESG Insights Engine – Detects anomalies, forecasts emissions, optimizes resource use using the Speeki Platform
• Carbon Accounting Automation – Scope 1-3 emissions calculation with minimal manual input through Speeki Carbon Lens and the Speeki Platform
• Water/Waste Predictive Modeling – Anticipates usage spikes and recommends reductions
• ESG Risk Heatmap – AI-driven prioritization of material risks

• Regulatory Disclosure Generator – Auto-fills CSRD, SEC, TCFD templates from live data using the Speeki Platform
• Audit-Ready ESG Data Pack – Pre-formatted for assurance providers through the Speeki Platform
• Stakeholder Custom Report Builder – Tailored views for investors, regulators, employees through the Speeki Platform