policies, procedures, and guidelines, as well as the establishment of key performance indicators to measure Continuous monitoring, measurement, and evaluation of performance metrics help identify areas for enhancement

criticism with respect to safety outcomes, performance and the role of: Prescriptive compliance Safety measurements Lagging indicators Checklists "ZERO" goals Can't measure what didn't happen Quantitative metrics / reductive

While feedback loops provide corrective measures based on past information, feed-forward processes anticipate

You govern through constraints, feedback loops, and measured outcomes — not through reading source code

and strength, controls must be tested to verify they actually work, and the reduction in risk must be measurable

improvement is intentional and proactive 2 - Controlling: Regulating Conformance Planning, performing, measuring

"To manage means to handle risk," Laqua explained, noting that AI introduces "an extra measure" of uncertainty

One of the ways we can visualize problems is to make sure our metrics move beyond measures of compliance to include measures of performance, and effectiveness .

How are we going to measure our progress?

compliance obligations Identify what is Critical to Compliance (CTC) Identify how progress will be measured Continuous Improvement Monitor measures of compliance, performance, and effectiveness Establish incremental

Even at their age they knew that progress was an important thing to measure. I often hear from managers that they are not sure what they should be measuring or what indicators to Without knowing what to measure it is not possible to know your progress. could well be that compliance does know where it is going and without a destination you also cannot measure Measuring effectiveness requires that two aspects are evaluated: effort and outcome ; where: effort

Cross Functional Teams Engineering Problem Solving and Design Risk Management Change Management Measurement