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| Section | Objectives |
|---|---|
| Maintaining Energy and Momentum | - Sustaining DevOps transformation
|
| Measuring to Improve | - Continuous improvement metrics
|
| Articulating and Socializing Vision | - Communicating transformation strategy
|
| Measuring to Learn | - Metrics and feedback loops
|
| Becoming a DevOps Organization | - Organizational transformation
|
| DevOps and Transformational Leadership | - Leadership principles for DevOps transformation
|
| Target Operating Models and Organizational Design | - Designing DevOps organizations
|
| Unlearning Behaviors | - Psychological safety and cognitive bias
|
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NEW QUESTION # 41
Which of the following is a Beyond Budgeting principle?
Answer: D
Explanation:
The correct answer is B because Beyond Budgeting promotes adaptive management, decentralized decision- making, transparency, trust, and accountable teams. It challenges traditional annual budgeting practices that rely heavily on fixed targets, centralized control, rigid planning cycles, and performance evaluation tied narrowly to budget adherence or reward mechanisms. In DevOps, this is highly relevant because fast flow and learning require funding and governance models that support adaptability.
Cultivating belonging and organizing around accountable teams aligns with DevOps operating models where teams own products, services, or value streams end to end. These teams require enough autonomy to respond to customer feedback, operational data, changing priorities, and emerging risks. Strong belonging also supports collaboration, shared purpose, and psychological safety.
Options A, C, and D reflect traditional command-and-control budgeting and governance. Rules and regulations, fixed cascaded targets, and measurement only for rewards can drive local optimization, gaming of metrics, and resistance to learning. Beyond Budgeting instead supports relative goals, dynamic planning, empowered teams, and continuous resource allocation. Relevant study guide references: Target Operating Models and Organizational Designs; Measuring to Improve; Becoming a DevOps Organization.
NEW QUESTION # 42
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: C
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 # 43
What is a benefit of a squad model?
Answer: A
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 # 44
When you are putting the customer upfront and center, what shouldn't you do?
Answer: D
Explanation:
The correct answer is A because customer-centric DevOps decision-making should be based on evidence, feedback, and validated learning rather than hierarchy. The "highest paid person's opinion" problem, often called HiPPO-driven decision-making, occurs when seniority overrides customer evidence, operational data, team insight, or experiment results. This is especially harmful in DevOps evolution because it reinforces command-and-control behavior and prevents organizations from learning from the actual users of the system.
Putting the customer upfront and center means using customer feedback, telemetry, usage data, support patterns, market signals, and outcome measures to guide prioritization and improvement. Pulling improvement ideas from customers is appropriate because it connects delivery to real needs. Using live- streaming reaction and prediction services can help organizations understand behavior and sentiment quickly.
Being data-driven supports faster feedback and better product decisions.
A DevOps leader should create conditions where decisions are informed by the people closest to the customer, the work, and the evidence. Relevant study guide references: Measuring to Learn; Becoming a DevOps Organization; DevOps and Transformational Leadership; Articulating and Socializing Vision.
NEW QUESTION # 45
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 # 46
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