If you want to learn more on this, I recommend you read the work by Malcolm Sparrow.   This also means organizations must be proactive if they expect to meet obligations that arise from risk-based

However, the downside of procedural compliance is that it can be inflexible and bureaucratic, leading Employees are empowered to find new and creative ways to meet compliance obligations, which can lead Programmatic compliance allows employees to take ownership of compliance efforts and the results, which can lead

When this information is difficult to find, not available, or out of date this can lead to wrong decisions walking out the door, as an aging workforce retires and the workforce is reduced, companies can no longer lean

However, changes to the level of risk is both a leading indicator and a measure of safety program effectiveness The level of risk provides a leading indication of the progress made in buying down risk as well as an

. ⚡️ Learning from Systems Thinking Russell L.

Its adaptive, self-learning, and agentic nature fundamentally challenges the effectiveness of these legacy These systems also evolve through self-learning, often adapting to new data in ways that cannot be fully Static paper policies are inherently incapable of keeping up with this fluidity, leaving organizations In practical terms, this means moving beyond paper-based policies and guardrails to develop operational

Therefore, attributing human characteristics to AI can lead to false expectations and misunderstandings This can lead to a loss of agency and responsibility, as we may assume that the AI system will make the

Accelerated Learning: Mining Data for Greater Safety with Caution Applying deep learning to HAZOPs, 

What we learned was that for external obligations: most of the compliance resources are dedicated to level of certainty that internal obligations would be met was MODERATE For internal obligations we learned

This new format will provide the opportunity for more people to take advantage of this workshop and learn

Strategies Regulations and standards have evolved over the years to respond to new challenges and learn A systems-based program provides the means to achieve outcomes and contend with risk. Reason introduced the Swiss Cheese model to illustrate how even small holes in safety barriers can lead

We must also acknowledge another truth which we learned from our parents, many of whom sacrificed their Instead, it's about making deliberate choices to improve our collective future, even if it means short-term