Overview

Organizations should Implement responsible AI leadership, drawing on existing resources such as UC Berkeley’s Equity Fluent Leadership Playbook. They should engage personnel to implement and monitor compliance with AI ethics principles, and train leaders to operationalize AI and data governance and measure engagement. The governance mechanisms/guidelines should be connected with lower-level development/design patterns. E.g., the risk assessment framework can be supported by a continuous risk assessment component in the AI ecosystem. 

Artificial Intelligence Ecosystem process diagram

A process diagram showing the application of Human, Data, Process, System and Governance elements to Diversity and Inclusion in Artificial Intelligence.

Artificial Intelligence Ecosystem process diagram