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| Section | Weight | Objectives |
|---|---|---|
| DevOps and Transformational Leadership | 15% | - Definitions and benefits of DevOps - Transformational leadership principles - Leadership frameworks for change |
| Becoming a DevOps Organisation | 15% | - Differences between DevOps and traditional IT - Building safety and continuous improvement - DevOps principles and adoption |
| Articulating and Realising Value | 10% | - Communicating value to stakeholders - Value outcomes and benefits realization - Investment cases and business justification |
| Target Operating Models and Organizational Design | 10% | - Conway's Law and organizational structure - Designing DevOps-aligned operating models - Team structures and collaboration |
| Measuring to Learn | 15% | - Evaluating DevOps performance - Tools and techniques for measurement - Purpose of measurement |
| Unlearning Behaviors | 15% | - Cognitive bias and psychological safety - Governance, risk and compliance in DevOps - Mindset and mental models |
| Measuring to Improve | 15% | - Value stream mapping - Avoiding measurement pitfalls - Meaningful metrics and indicators |
| Leading Cultural Change | 5% | - Driving behavioural and cultural transformation - Empowerment and participation |
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NEW QUESTION # 19
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: A
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 # 20
What characterizes the Fourth Industrial Revolution?
Answer: B
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 # 21
What is a mirror metric for % Rework in the context of Value Stream Mapping?
Answer: D
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 # 22
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 # 23
What doesn't help to create a culture where people feel safe to fail?
Answer: D
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 # 24
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