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| Section | Weight | Objectives |
|---|---|---|
| Target Operating Models and Organizational Design | 15% | - Conway's Law - DevOps Target Operating Model Design Principles - Desired Outcomes of DevOps |
| Becoming a DevOps Organization | 17.5% | - How DevOps Differs - DevOps Kaizen - Building Safety In |
| Articulating and Socializing Vision | 15% | - Broadcasting Outside of Your Organization - Empowering People - Organizational Change in Large Enterprises |
| Measure to Improve | 5% | - The Improvement Kata and Experiments - Creating a Future Value Stream Map |
| Unlearning Behaviors | 12.5% | - Psychological Safety and Neuroscience - Governance, Risk and Compliance (GRC) and DevOps - Mindset, Mental Models and Cognitive Bias |
| Maintaining Energy and Momentum | 15% | - The DevOps Business Case - Culture and Climate - A High-Trust Culture |
| DevOps and Transformational Leadership | 15% | - Benefits of DevOps - Transformational Leadership - Current Definitions of DevOps |
| Measure to Learn | 5% | - Avoiding Measure to Target - Creating a Current Value Stream Map |
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NEW QUESTION # 23
Which of the following is a desired outcome for DevOps?
Answer: A
Explanation:
The correct answer is A because end-to-end lifecycle accountability is a core desired outcome of DevOps.
DevOps seeks to move away from fragmented ownership, where one group builds, another tests, another releases, and another operates. Instead, teams should share responsibility for the full lifecycle of a product or service, from idea and design through development, deployment, operation, feedback, and continual improvement.
This accountability improves flow because teams no longer optimize only their local function. It also improves quality and reliability because the people creating change are connected to operational outcomes and customer feedback. When teams own the lifecycle, they are more likely to build operable, secure, observable, and supportable services. This also reduces blame between departments and encourages learning from incidents and production behavior.
The other options describe traditional constraints that DevOps tries to reduce. Dependencies between teams slow delivery and create coordination burden. Significant upfront planning can delay learning and increase batch size. Handoffs between teams introduce queues, information loss, and weak accountability. Relevant study guide references: Becoming a DevOps Organization; Target Operating Models and Organizational Designs; Measuring to Improve; Measuring to Learn.
NEW QUESTION # 24
Which of the following is NOT a type of cognitive bias?
Answer: B
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 # 25
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 # 26
What is one of Kotter's principles of a Dual Operating System?
Answer: A
Explanation:
The correct answer is D. Kotter's Dual Operating System emphasizes the need to run transformation through a second, more agile network alongside the traditional hierarchy. One of its principles is a "get-to" mindset rather than a "have-to" mindset. This means people participate because they are emotionally and intellectually committed to the opportunity, not simply because management has mandated compliance.
This is highly relevant to DevOps leadership because sustainable change cannot be achieved only through policy, structure, or tool adoption. Teams must understand the purpose of the transformation and feel motivated to contribute to better flow, faster feedback, improved resilience, and customer value. A "get-to" mindset creates voluntary energy, ownership, and momentum.
The other options are incorrect. Kotter does not advocate more management or simply enhancing hierarchy.
Nor is transformation only "head driven"; successful change engages both head and heart. Relevant study guide references: Maintaining Energy and Momentum; DevOps and Transformational Leadership; Articulating and Socializing Vision.
NEW QUESTION # 27
Bernhard is an expert tester and whilst he likes the new model his organization has chosen, which means he is in a cross-functional team, he also misses working in a group of testers and sharing best practice and knowledge. He goes to his chapter meetups but wants a broader community to work with on the emerging artificial intelligence based testing automation tools becoming available in the market.
What could Bernhard do?
Answer: D
Explanation:
The correct answer is A because a guild is an appropriate structure for a broader community of interest that spans teams, squads, chapters, or tribes. Bernhard already participates in chapter meetups, which typically connect people with the same discipline or competency area, such as testing. However, his need is more specific and broader: collaboration around emerging AI-based testing automation tools across the organization.
A guild allows interested practitioners to voluntarily share knowledge, develop practices, explore tools, run experiments, and build capability around a shared topic. This fits the DevOps principle of enabling decentralized learning while avoiding the return to rigid functional silos. It also supports communities of practice, which help specialists maintain professional excellence while still contributing to cross-functional delivery teams.
Option B introduces unnecessary hierarchy. Option C is incorrect because squads are delivery teams, not communities for specialist knowledge sharing. Option D may help locally, but it is narrower than forming a guild and depends on the chapter lead rather than creating an open community. Relevant study guide references: Target Operating Models and Organizational Designs; Maintaining Energy and Momentum; Becoming a DevOps Organization.
NEW QUESTION # 28
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