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| Section | Objectives |
|---|---|
| Topic 1: Articulating and Socializing Vision | - Communicating transformation strategy
|
| Topic 2: DevOps and Transformational Leadership | - Leadership principles for DevOps transformation
|
| Topic 3: Becoming a DevOps Organization | - Organizational transformation
|
| Topic 4: Measuring to Learn | - Metrics and feedback loops
|
| Topic 5: Measuring to Improve | - Continuous improvement metrics
|
| Topic 6: Maintaining Energy and Momentum | - Sustaining DevOps transformation
|
| Topic 7: Target Operating Models and Organizational Design | - Designing DevOps organizations
|
| Topic 8: Unlearning Behaviors | - Psychological safety and cognitive bias
|
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NEW QUESTION # 39
When preparing for a DevOps transformation, what technique can be used to create a shared vision of the need to change?
Answer: B
Explanation:
The correct answer is B because a value stream map is a strong technique for creating a shared view of why change is needed. Before a DevOps transformation can gain momentum, stakeholders must understand the current system of work: how demand enters, how work flows, where it waits, where it is handed off, where rework occurs, and where customer value is delayed. A value stream map makes these issues visible to everyone involved.
This shared visibility is important because transformation often fails when different teams hold different mental models of the problem. Development may see operations as a blocker, operations may see development as careless, and leadership may see only high-level delivery metrics. Value stream mapping helps replace assumptions and blame with a common evidence base. It allows stakeholders to see that many problems are systemic rather than caused by individual teams.
Kanban can help manage and visualize work, but the question asks about creating a shared vision of the need to change. Reengineering is broader and more disruptive. A change score card may track change but does not create the same end-to-end understanding. Relevant study guide references: Articulating and Socializing Vision; Measuring to Learn; Measuring to Improve; Becoming a DevOps Organization.
NEW QUESTION # 40
What doesn't a Value Stream Map do?
Answer: D
Explanation:
The correct answer is D because a Value Stream Map primarily makes the current system of work visible; it does not automatically determine or implement the corrective actions required to remove waste. A value stream map helps teams see how work flows from demand to value realization, including handoffs, delays, queues, wait time, process time, rework, dependencies, and bottlenecks. This creates a shared factual basis for improvement, but the map itself is a diagnostic and collaboration tool, not a complete solution design.
Options A, B, and C describe core benefits of value stream mapping. It provides a time diagnostic by exposing elapsed time versus active work time. It helps visual collaboration because stakeholders can collectively inspect the end-to-end system rather than debating isolated departmental views. It identifies waste by surfacing non-value-adding activities, excessive approvals, rework, waiting, batching, and unnecessary handoffs.
Once waste is visible, teams can then design experiments, improvement actions, future-state maps, automation opportunities, policy changes, or organizational adjustments. Relevant study guide references:
Measuring to Improve; Measuring to Learn; Becoming a DevOps Organization; Target Operating Models and Organizational Designs.
NEW QUESTION # 41
What is a benefit of a squad model?
Answer: C
Explanation:
The correct answer is D because the squad model can both provide an effective way to scale DevOps teams and reduce the management overhead associated with silo-based structures. Squads are small, dedicated, cross- functional teams aligned to a product, service, customer journey, or value stream. They bring together the skills needed to build, test, release, operate, and improve services with fewer handoffs and less dependency on separate functional departments.
This model supports DevOps scaling because multiple squads can operate with clear ownership while coordinating through chapters, guilds, tribes, or other lightweight structures. It also reduces the overhead created by traditional silos, where work must be passed between separate teams with different priorities, queues, managers, and measures. By increasing autonomy and end-to-end accountability, squads improve flow and feedback.
Option B is incorrect because centralized control of planning is not the primary benefit of squads. In fact, DevOps-aligned squad models usually favor decentralized decision-making within aligned strategic boundaries. The goal is not uncontrolled independence, but fast local decision-making connected to shared purpose and outcomes. Relevant study guide references: Target Operating Models and Organizational Designs; Becoming a DevOps Organization; Measuring to Improve.
NEW QUESTION # 42
In Kolb's Learning Styles, when a person is thinking and watching, what are they doing?
Answer: D
Explanation:
The correct answer is B. In Kolb's Learning Styles model, "thinking and watching" corresponds to Assimilating. Kolb's model combines two dimensions: how people perceive information and how they process it. "Thinking" aligns with abstract conceptualization, while "watching" aligns with reflective observation. Together, these form the Assimilating learning style.
Assimilating learners tend to prefer logical analysis, structured models, concepts, theories, and reflective understanding. They often want to understand the "why" behind a practice before applying it. In DevOps leadership, recognizing different learning styles is useful because transformation requires people to learn new behaviors, unlearn old assumptions, and adopt new ways of working. A leader who only communicates through one style may fail to engage the whole organization.
The other styles map differently. Diverging is feeling and watching. Converging is thinking and doing.
Accommodating is feeling and doing. DevOps leaders should support learning through explanation, experimentation, reflection, practice, and feedback so that different learning preferences are addressed.
Relevant study guide references: Unlearning Behaviors; Maintaining Energy and Momentum; DevOps and Transformational Leadership.
NEW QUESTION # 43
Which of the following is NOT a type of cognitive bias?
Answer: D
Explanation:
The correct answer is A because "Flamingo fallacy" is not a recognized cognitive bias in the context of DevOps leadership, organizational learning, or decision-making psychology. Cognitive biases are systematic patterns of deviation in judgment that can distort how individuals and groups interpret information, assess risk, make decisions, and respond to evidence. In DevOps transformation, these biases are especially important because they can reinforce legacy behaviors, prevent learning, and cause leaders to misread the real state of the organization.
The clustering illusion is a recognized bias where people perceive patterns in random or limited data. This can lead teams to infer false trends from incidents, metrics, or customer feedback. The bandwagon effect is also a recognized bias, where people adopt beliefs or behaviors because others do, rather than because evidence supports them. Risk compensation describes behavioral adjustment in response to perceived safety or risk controls and is relevant when assessing how people respond to safeguards, automation, or controls.
DevOps leaders must unlearn biased thinking by using evidence, feedback, experimentation, and diverse perspectives. Relevant study guide references: Unlearning Behaviors, Measuring to Learn, DevOps and Transformational Leadership, and Measuring to Improve.
NEW QUESTION # 44
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