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In addition to its problem-solving capabilities, the engineering method also has the potential to drive Perception of compliance as an audit problem: When compliance is left to the audit department it is In addition, the engineering method's interdisciplinary and collaborative nature makes it well-suited

automatically flag or pause high-risk operations that require human review, rather than relying on periodic audits

This is what happens to those that only use audits to manage compliance. Audits are necessary but ineffective at protecting our businesses and keeping everyone safe. Next to audits, training is the predominate method used by companies to achieve compliance. No wonder the effort applied to audits is so high and increasing. and immediate certainty of compliance and reduce the spiraling increase and dependence on audits.

When documentation requests accumulate before audits, when certifications expire before renewals complete If pull systems consistently reveal bottlenecks in privacy compliance, that's a signal to push additional

Instead of implementing AI systems and then auditing their outputs, we might design systems that continuously

always stay in compliance Monitor in real-time the status and your ability to stay in compliance Audit

You may want to give up and go back to the old way of doing things (i.e. the audit-fix cycle).

Regular risk assessments and audits become invaluable tools in detecting vulnerabilities and implementing

Additional focus would be needed on ongoing monitoring and rapid response to emerging threats. potential errors or inconsistencies, while QA would provide structured processes—such as documentation, audits

This distinction is critical and affects how audits should be conducted to assess compliance. In addition, it allows the means by which they are met to improve and mature over time which is recommended Whereas, the previous approach is a remnant of prescriptive-based compliance focused on audits where

In compliance management, this could mean addressing a sudden audit finding or a compliance violation

Processes are needed to address deviance and variability often achieved through audits, analysis, and In addition, measures are needed to contend with natural variability.