The Business of Compliance - The Interplay of Automation and Human Insight in Risk Assessment: An Executive Perspective
Patrick Sullivan
VP of Strategy and Innovation at A-LIGN | TEDx Speaker | Forbes Technology Council | AI Ethicist | Advisory Board Member
There’s no denying we’re in an age of promise.? That said, the allure of automation, particularly through AI and ML, is undeniable. These technologies promise efficiency, precision, and scale. However, as we navigate the complexities of risk assessment, it's crucial to understand the balance between automation and the irreplaceable value of human insight.?
The Promise of AI/ML in Risk Assessment
AI and ML have revolutionized many sectors, and risk assessment is no exception. These technologies can sift through vast data sets, identifying patterns and potential risks that might elude human analysts. As noted by ISACA, AI can be instrumental in "identifying risks, predicting potential impact, and even automating responses."?
NIST's Guidance on Risk Assessment
The National Institute of Standards and Technology (NIST) offers a comprehensive framework for risk assessment in its Special Publication (SP) 800-30. One of the key insights from NIST is the emphasis on context:
"The effectiveness of the risk assessment process is dependent on the ability of organizations to select the appropriate assessment inputs (i.e., threat sources, threat events, vulnerabilities, impact, and likelihood) and to apply the necessary rigor and discipline in making the associated determinations and judgments." - NIST Special Publication 800-30, Page 17
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This statement underscores the importance of context, which often requires human judgment to interpret correctly.?
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The Limitations of Automation
While automated tools can process information at scale, they often lack the nuance and contextual understanding that human experts bring. NIST highlights this limitation:
"The use of automated tools and techniques by organizations to facilitate more consistent, repeatable, and faster risk assessments can, if not used properly, lead to incorrect or overly optimistic estimates of risk." - NIST Special Publication 800-30, Page 31
This serves as a reminder that while automation offers many benefits, it's not a replacement for the depth of understanding and context that human experts provide.?
Balancing Efficiency with Contextual Understanding
Our goal as executives is to create value by achieving our desired outcomes at optimized risk and cost. This requires a harmonious blend of automated efficiency and the contextual understanding that only human experts can provide. By integrating both, we ensure a comprehensive and nuanced approach to risk assessment...and compliance aligned to you.
As we embrace the advancements of AI and ML in risk assessment, it's imperative to recognize and value the necessary role of human insight. By doing so, we position our organizations for resilience, compliance, and sustainable growth.
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GRC | Cybersecurity | Risk Management | Compliance | Business Continuity | Data Center Operations | Mission Critical Digital Infrastructure
10 个月I had a math teacher once tell the class, “a calculator just lets you make mistakes faster.” The current generation of AI tooling can be looked at similarly.