Posted by Marbenz Antonio on April 24, 2023
An effective data architecture should be able to facilitate business intelligence and analysis, automation, and AI, all of which can enable organizations to take advantage of market opportunities, enhance customer value, achieve significant efficiencies, and mitigate risks such as supply chain disruptions. Additionally, a well-designed data foundation can play a critical role in managing ESG (environmental, social, and governance) commitments. Fortunately, achieving ESG goals can also benefit businesses, as sustainability initiatives can enhance business value for organizations that are committed and capable of effectively executing them.
Data-driven insights can assist organizations in understanding their performance and measuring progress toward their ESG objectives. Such insights can also be used to drive operational efficiency, and credible environmental reporting necessitates factual data. To achieve this, organizations should implement a modern data architecture and data governance approach. This will enable users to access relevant data quickly and facilitate self-service, regardless of its location, thereby providing a strong foundation for ESG programs and insights.
After determining your data needs, you may have to obtain data from different operational systems and applications and integrate and arrange them for easy access by stakeholders throughout your organization. These stakeholders may include real estate, finance, HR, procurement teams, and the sustainability team. With a unified dataset, everyone can make informed decisions, ranging from goal setting to prioritizing sustainability investments.
The social pillar of ESG includes reporting obligations that intersect with both organizational risk and human impact. As AI increasingly informs HR decisions such as hiring, evaluation, and promotion, organizations must respond to new and expanding regulations while also addressing ESG standards.
Adopting a data architecture that can support AI governance is increasingly crucial for organizations. This means implementing sound data governance practices that ensure access is limited to authorized processes and stakeholders, while also ensuring transparency and explainability in the use and trustworthiness of AI. The approach should also provide sufficient metadata to enable HR decision-makers to identify which decisions and processes are informed by AI while maintaining privacy in the data. Implementing a data fabric architecture can enhance an organization’s governance and oversight capabilities and strengthen its ability to manage various forms of risk.
ESG initiatives can benefit greatly from a data architecture that allows for the collection, integration, and standardization of data from multiple sources and enables broad access to it by different stakeholders. An architectural approach known as data fabric simplifies data access facilitates self-service data consumption and supports the integration of data sources, pipelines, and AI applications. This approach enhances data quality, stewardship, and observability through machine learning-based automation. With the expansive nature of ESG data and its involvement of various departments, partners, and suppliers, a data fabric can provide the necessary governance, integration, and insights at scale.
To report on all three ESG pillars, it’s important to assess your framework and determine what data is necessary for a transparent and credible disclosure report. With a data fabric architecture, accessing and updating the ESG reporting framework is made simpler, enabling teams to deliver reports more efficiently.
Incorporating ESG considerations into business decisions is increasingly critical for companies to meet stakeholder expectations and regulatory requirements. By leveraging data architecture and AI, organizations can effectively gather, integrate, and analyze ESG data to support their initiatives, measure progress, and enhance transparency. This can lead to improved risk management, operational efficiency, and sustainable growth while meeting both business and societal goals.
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