How much uncertainty is necessary and risk before this is needed? This can help users identify potential risks and opportunities and adjust their decisions accordingly Lack of transparency can undermine trust and confidence in the system and raise compliance risks. It is up to humans to determine what level of safety is acceptable and what risks are tolerable, not probably be left to humans to decide particularly when the things we care about are at risk.

, "Risk Management" is getting in the way of effectively contending with uncertainty. It's time for a change and why we no longer should only use risk. Historically compliance is considered as a means to keep risk at bay. The lack of focus on the latter results in risk programs paying too much attention on risk identification risk management.

Many organizations are required to have a Management of Change (MOC) procedure to manage risks introduced provided by an MOC application comes from its ability to connect related data and using it to drive risk based approach - tailor the level of rigor to the level of risk Consider the entire risk context - all planned changes, data stored in risk registers, HAZOPs, bow-tie assessments, and so on The power This allows companies to move beyond just verifying that steps are completed to actively managing risk

organizations stay within the law by being aware of legal obligations and safeguarding against the risk Risk‑based Corporate Compliance Assessment – A thorough assessment of the potential risks faced by a What is our risk appetite? What is our risk tolerance? Risk and Opportunity Register Risk-adjusted IMPS Risk Management Plan 5. Measure progress. ​ (MoC) How will risk be measured?

This shift is especially crucial in high-risk, mission-critical applications where failure isn't an option These same definitions can be used for AI assurance in commercial applications, particularly for high-risk function (System Assurance) a process to establish levels of confidence that design/development errors (risk

In the spirit of building trust, I thought I might risk sharing a few things about myself. forward-looking compliance leaders succeed at keeping their organizations between the lines and ahead of risk success, I believe that compliance must be more proactive, integrative, and capable to contend with risk authoring a book on the topic of, "Operational Compliance: Staying Between the Lines and Ahead of Risk I also write and publish weekly blog articles, and speak on the topics of risk, compliance, ethics,

a compliance engineer, I've watched our profession's obsession with check-boxes undermine effective risk Current Probability Usage in Compliance Probability concepts already permeate modern compliance programs: Risk-Based Programs : Financial institutions routinely express compliance risk as probability metrics ("70% probability measures, we gain significant advantages: Integrate sampling results with predictive analytics and risk-based

advancements in AI technology present a double-edged sword: exciting opportunities alongside significant risks policies, but these efforts are disjointed, slow-moving, and unlikely to address current and emerging risks Their deep understanding of technical systems and rigorous training in risk assessment make them ideally provincial governments to ensure existing regulatory frameworks are adapted to address AI-specific risks

In recent years, regulators have also added the requirement to manage risk arising from organizational life-cycle: MOC programs will need to accommodate these differences in order to effectively manage risk screening tool to assess the level of risk associated with changing these positions or roles Develop Are risk screening and analysis tools in place? How well is risk communicated to those that needs to manage and mitigate risk?

A key role of compliance is to drive down risk which as we know has effects that may be delayed or mitigated Therefore, instead of margin, it might be more useful to consider the level of risk as the measure to of the following: Cost of compliance and non-compliance How and to what degree compliance affects risk aligned with competitive advantages can then be applied to improve both margin as well drive down overall risk regulated marketplace, tools like VCA can also be used to create a compliance advantage to decrease overall risk

However, the original goals were still largely unmet and legitimacy of the standard itself was at risk The following changes are key examples of the direction the standard has taken: Risked Based Thinking Making risk-based thinking part of a quality program is not only a matter of writing a procedure that says you will conduct risk assessments every two years. Even More than Process and Risk-Based Thinking While adopting the process approach and risked-based

While discussions often focus on theoretical future risks, we face immediate ethical challenges today Instead, we need to integrate ethics directly into development processes to address real issues and risks While reduced regulation may accelerate certain types of commercial innovation, it risks neglecting safety