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Current risk management practices, which deal mostly with the risk of reoccurring historical events, cannot help business, government or economic leaders deal with the uncertainty and rate of change driven by the Fourth Industrial Revolution. As new innovations threaten to disrupt, business leaders lack the means to measure the risks and rewards associated with the adoption of new technologies and business models. Established companies are faltering as leaner and more agile start-ups bring to market the new products and services that customers of the on-demand or sharing economy desire—with better quality, faster speeds and/or lower costs than established companies can match.

To thrive in world that is constantly morphing due to the acceleration of innovation and the velocity of disruption, we must move the AI cursor to generate a wider domain of intelligence.

Our causal deconstruction method is a seven-stage scientific…

The systemic enterprise is an integrated “systems-based” operations management approach that uses mathematical emulation, generative intelligence and automation to model, analyze, and measure operational risk so that system owners can optimally manage the health of business processes and underlying information technology.

Examining the benefits of using a systems-based approach to predict…