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Term           Common abbreviation                  Plain-language explanation

                                                           Accepting an automated output because it appears
            Automation bias                 -
                                                                        neutral or authoritative.
                                                            Loss of human capability through over-reliance on
              Skill erosion                 -
                                                                                 a tool.

                                                            Deciding per task whether to automate, augment,
             Task redesign                  -
                                                                      protect, or create new work.

                                                                A measure of the conditions that prevent
           Leading indicator                -
                                                                   problems, taken before outcomes.

           Lagging indicator                -               A measure of outcomes after they have occurred.

              Total cost of                                 All costs of adoption, operation, review, incidents,
                                           TCO
              ownership                                                         and exit.

                                                           A description of levels of institutional capability and
            Maturity model                  -
                                                                             the next step.

                                                               A small team providing patterns, templates,
          Center of excellence              -
                                                                        testing, and enablement.

                                                            Central standards and register with ownership and
           Federated model                  -
                                                                          delivery inside units.

             Community of                                   A cross-unit group sharing evidence, failures, and
                                            -
                practice                                                   reusable practice.

                                                            Controls placed around a model rather than inside
               Guardrails                   -               it: permissions, validation, allowlists, and approval
                                                                                 gates.

                                                            The ability to see what a running system is doing,
             Observability                  -                through traces, logs, cost, latency, and recorded
                                                                                failures.


         Review Questions
       1. What is the difference among governance, management, compliance, assurance, and audit?

       2. Why is a written policy not enough to build institutional capability?
       3. How do the four functions of governing, mapping, measuring, and managing organize a risk
         cycle?

       4. Which factors determine the risk level of a use case?
       5. When is human oversight a formality rather than meaningful?
       6. What is the difference between pre-release testing and post-release monitoring?

       7.  What  additional  requirements  apply  when  a  system  is  given  tools  and  executive
         permissions?




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