As a result many business process modelling and execution systems offer very limited support for other Example Responsibility Assignment Matrix (RAM) using modified RACI model: This often leads to significant The requirements for these tools may include: Representing the entire RACI model along with its variations Automated mapping to BPMN models to support execution platforms Implementation mapping for each type RACI) Support for early and late binding of responsibilities during execution Audit of design, model

It operates on a predictable model where potential failures can be identified, quantified, and mitigated Expanding Beyond Failure Mode Analysis Traditional safety models operate on a binary framework of function ISO 21448 uses the "Three Circle Behavioural Model" to illustrate where possible gaps may exist in overall In this model safe behaviour is categorized by: The desired behavior is the ideal (and sometimes aspirational The framework provides a conceptual model for understanding safety in any system that must make intelligent

The RACI model has been used to help manage projects successfully. In this blog post we explore how meeting obligations can be improved using a RACI model to clarify compliance RACI for Projects The RACI model was introduced in the 1950s to clarify roles and responsibilities for for Compliance Variations to the basic RACI model are used to accommodate different kinds of project To apply the RACIV model each obligation is considered as a micro project where objectives instead of

In the traditional model regulators identify the public harm, conduct an assessment, and come up with In this new model, regulators establish performance and outcome-based obligations for industry to achieve

In this presentation he proposed the digital twin as a conceptual model underlying a product life-cycle However, the idea of modelling the real-world with computer simulation is not new and can go back to What makes digital twins different from computer-based modelling are the connections between the real In essence, a model becomes a digital twin when it connected with its real life counterpart. The digital thread is a critical capability in model-based systems engineering (MBSE) and the foundation

works — how obligations are owned, how promises are kept, how assurance is built into the operating model It's the operating model.

I wrote a few years ago that compliance needs to change, and that the reactive model most companies still What I did not name clearly enough at the time was the reason the reactive model persists. When we borrow the financial audit model and apply it to outcomes that have not yet occurred, we are AI does not tolerate a reactive compliance model. Its behaviour is variable, fast, and often novel.

The discipline inherited its working model from financial audit, never matured past the prescriptive In that domain, the model worked. What did not travel was the coupling between control and outcome that made the audit model work in finance The profession was built on a model designed for transactional assurance and applied to a domain that impact of change, integrated with change management PHA revalidation → Periodic re-evaluation of threat model

To bring the risks into focus, let’s consider the use of Large Language Models (LLMs) used in applications What do LLM's model? They do not model your compliance program, your cybersecurity framework, or any other aspect of your LLMs model language to predict words, that's all. behaviours, and interactions necessary to achieve the outcome of compliance which is something that's not modelled

This will help in updating our system models and processes to make them more efficient. In a fashion, we construct a "model" for how we understand the world and then validate that model using Management systems are based on models for how things get done. How true a model is depends on several factors that include: resolution, fidelity, and effectiveness. This is why we need to apply the scientific method to update our models so that they become "truer" in

This is a fundamental principle of cybernetic models (i.e., the Good Regulatory Theorem). 

However, there is a lesser-known, yet profoundly effective mental model that turns this logic on its The inversion mental model asks you to work backward from an undesirable outcome, rather than from a Inversion in Action: How to Apply it to Compliance Success Let’s explore how the inversion mental model The power of the inversion mental model is that it forces organizations to consider these blind spots The inversion mental model offers a valuable approach by shifting focus to failure prevention.