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| Section | Objectives |
|---|---|
| Measuring to Learn | - Metrics and feedback loops
|
| Articulating and Socializing Vision | - Communicating transformation strategy
|
| Measuring to Improve | - Continuous improvement metrics
|
| Target Operating Models and Organizational Design | - Designing DevOps organizations
|
| Maintaining Energy and Momentum | - Sustaining DevOps transformation
|
| DevOps and Transformational Leadership | - Leadership principles for DevOps transformation
|
| Becoming a DevOps Organization | - Organizational transformation
|
| Unlearning Behaviors | - Psychological safety and cognitive bias
|
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NEW QUESTION # 40
What is a mirror metric for % Rework in the context of Value Stream Mapping?
Answer: B
Explanation:
The correct answer is B because "% Complete and Accurate" is effectively the mirror metric of "% Rework." In value stream mapping, teams need to understand not only how long work takes, but also the quality of the work as it moves between steps. If work arrives incomplete, incorrect, unclear, or unusable, downstream teams must spend time clarifying, correcting, or repeating work. That creates rework, delays, queues, frustration, and reduced flow efficiency.
"% Complete and Accurate" measures the proportion of work that can proceed without needing correction or additional information. A higher complete-and-accurate percentage indicates better upstream quality and smoother flow. Conversely, a high rework percentage indicates that defects, missing information, poor requirements, weak handoffs, or inadequate validation are causing work to loop backward through the system.
The other options are not the correct mirror metric. Unplanned work and planned work describe work-type allocation, not quality of transfer. Repeated work is similar in meaning to rework, but it is not the recognized inverse measurement. Relevant study guide references: Measuring to Improve; Value Stream Mapping; Measuring to Learn; Becoming a DevOps Organization.
NEW QUESTION # 41
When an organization has adopted DevOps principles and practices, releasing a change to their applications and services can be described as which of the following?
Answer: A
Explanation:
In a mature DevOps organization, releasing change should become routine, low-risk, repeatable, and almost unremarkable - "like breathing." This reflects a shift away from large, infrequent, manually coordinated releases toward small, frequent, well-tested, automated, and observable changes. DevOps aims to make delivery safe by improving flow, feedback, collaboration, automation, deployment practices, monitoring, and learning from production.
Option A describes the traditional release pattern DevOps seeks to eliminate: large batches, long lead times, fragile deployments, and fear of failure. Option C also reflects an older operating model in which releases are treated as exceptional events requiring special windows, weekend work, and extensive coordination. Option D implies that release responsibility is isolated in a separate team, whereas DevOps promotes shared ownership across product, development, operations, security, and other stakeholders.
The key point is that DevOps does not simply accelerate release frequency; it changes the system so that frequent release becomes safe. Capabilities such as continuous integration, deployment automation, automated testing, feature flags, telemetry, rollback patterns, and blameless learning reduce the risk of change. Relevant study guide references: Becoming a DevOps Organization, Measuring to Improve, Measuring to Learn, and Target Operating Models and Organizational Designs.
NEW QUESTION # 42
Which of the following is a characteristic of a well-functioning team?
Answer: A
Explanation:
The correct answer is B because a well-functioning team has enough clarity, focus, and alignment that it is not constantly disrupted by changing priorities. In DevOps, frequent uncontrolled reprioritization damages flow, creates context switching, increases work in progress, delays completion, and weakens accountability. A team that reprioritizes infrequently is more likely to have stable goals, clear decision rules, and a shared understanding of what matters most.
The other options describe poor team functioning. A team unable to make decisions lacks autonomy or clarity.
An unaccountable team does not own outcomes or commitments. A team making slow progress toward goals may be blocked by dependencies, unclear priorities, excessive work in progress, or weak feedback loops.
This does not mean priorities never change. DevOps teams must remain responsive to customer feedback, incidents, risk, and business needs. However, effective teams manage priority changes deliberately rather than reactively. They protect focus while still learning and adapting. Relevant study guide references: Maintaining Energy and Momentum; DevOps and Transformational Leadership; Measuring to Improve; Target Operating Models and Organizational Designs.
NEW QUESTION # 43
What characterizes the Fourth Industrial Revolution?
Answer: D
Explanation:
The correct answer is B. The Fourth Industrial Revolution is characterized by the convergence of cyber- physical systems, artificial intelligence, the Internet of Things, advanced automation, data-driven decision- making, and highly connected digital ecosystems. In the DevOps Leader context, this matters because organizations are operating in an environment where speed, adaptability, resilience, security, and continuous learning are essential.
The other options correspond more closely to earlier industrial revolutions. The steam engine is associated with the First Industrial Revolution. Mass production is associated with the Second Industrial Revolution.
Digital and automation are more closely associated with the Third Industrial Revolution, where computing and electronics transformed production and business processes.
The Fourth Industrial Revolution increases pressure on organizations to respond rapidly to customer needs, market changes, cyber threats, and technological disruption. DevOps provides a leadership and operating model for this environment by improving flow, feedback, experimentation, automation, and collaboration across business and technology teams. Relevant study guide references: DevOps and Transformational Leadership; Becoming a DevOps Organization; Articulating and Socializing Vision.
NEW QUESTION # 44
What doesn't help to create a culture where people feel safe to fail?
Answer: C
Explanation:
The correct answer is B because allowing leaders to punish failure directly undermines psychological safety, learning, experimentation, and transparency. A DevOps culture depends on people being willing to surface problems, admit uncertainty, report incidents, share mistakes, and test improvements. If failure is punished, teams hide information, avoid risk, reduce experimentation, and focus on self-protection rather than organizational learning.
Making experimentation time explicit supports innovation and controlled learning. Shared accountabilities and goals reduce blame between functions because teams are aligned around common outcomes rather than departmental defensiveness. Using ChatOps to swarm incidents can improve collaboration, visibility, and collective problem-solving during operational events. These practices contribute to an environment where failure is treated as information that can improve the system.
This does not mean DevOps accepts negligence or lack of discipline. It means leaders distinguish between blameworthy behavior and the normal learning that occurs in complex systems. The goal is to create conditions where teams can learn quickly and safely from failure. Punitive leadership blocks that learning cycle. Relevant study guide references: DevOps and Transformational Leadership; Unlearning Behaviors; Maintaining Energy and Momentum; Measuring to Learn.
NEW QUESTION # 45
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