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| Section | Weight | Objectives |
|---|---|---|
| Unlearning Behaviors | 15% | - Cognitive bias and psychological safety - Governance, risk and compliance in DevOps - Mindset and mental models |
| DevOps and Transformational Leadership | 15% | - Definitions and benefits of DevOps - Transformational leadership principles - Leadership frameworks for change |
| Target Operating Models and Organizational Design | 10% | - Designing DevOps-aligned operating models - Conway's Law and organizational structure - Team structures and collaboration |
| Measuring to Improve | 15% | - Meaningful metrics and indicators - Value stream mapping - Avoiding measurement pitfalls |
| Articulating and Realising Value | 10% | - Investment cases and business justification - Communicating value to stakeholders - Value outcomes and benefits realization |
| Becoming a DevOps Organisation | 15% | - DevOps principles and adoption - Building safety and continuous improvement - Differences between DevOps and traditional IT |
| Leading Cultural Change | 5% | - Empowerment and participation - Driving behavioural and cultural transformation |
| Measuring to Learn | 15% | - Tools and techniques for measurement - Evaluating DevOps performance - Purpose of measurement |
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NEW QUESTION # 32
Which of the following is one of the 4C's from Training from the Back of the Room?
Answer: D
Explanation:
The correct answer is D, Concrete. Training from the Back of the Room uses the 4C model: Connections, Concepts, Concrete Practice, and Conclusions. The purpose of this model is to design learning so that participants are actively engaged, connect new information to existing experience, practice the concepts, and leave with meaningful conclusions or commitments. In DevOps leadership, this matters because transformation requires learning, unlearning, and behavior change across the organization.
"Concrete" appears in the model as Concrete Practice. This is the stage where learners apply new concepts in a realistic or practical way rather than simply listening to information. For DevOps adoption, this supports experiential learning: teams do not become effective by hearing slogans about collaboration, flow, automation, or feedback; they improve by applying those ideas to real work.
Curiosity, courage, and candor are useful leadership and cultural attributes, but they are not one of the formal
4C elements in Training from the Back of the Room. Relevant study guide references: Articulating and Socializing Vision; Maintaining Energy and Momentum; Unlearning Behaviors; DevOps and Transformational Leadership.
NEW QUESTION # 33
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 # 34
Imran is a service transition manager in the IT Operations team in a publishing house. Imran feels that he and his colleagues could be working more closely with the developers of their publishing platforms, but he cannot influence the organization model so, in his view, IT Operations will always be a centralized team.
In order to achieve his goal of working more closely with the developers, what should Imran and his colleagues NOT do?
Answer: C
Explanation:
The correct answer is D because asking developers to provide requirements on a monthly basis reinforces a traditional handoff model rather than improving collaboration. Imran's challenge is that IT Operations remains centralized, but even within that constraint, Ops can adopt DevOps-aligned working practices that bring teams closer together. Monthly requirements gathering creates batching, delayed feedback, queueing, and separation between development and operations. It treats Ops as a downstream recipient of work rather than an active partner in delivery.
The other options are constructive patterns for improving collaboration without requiring an immediate reorganization. Shared services can help development teams consume reliable operational capabilities in a self-service way. Assigning an Ops liaison to feature teams creates a stronger communication bridge and helps operational considerations enter earlier in the lifecycle. Making Ops work visible on shared Kanban boards improves transparency, coordination, and flow.
DevOps does not require every organization to adopt the same structure immediately, but it does require reducing handoffs, improving visibility, and increasing shared ownership. Relevant study guide references:
Target Operating Models and Organizational Designs; Becoming a DevOps Organization; Measuring to Improve.
NEW QUESTION # 35
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 # 36
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 # 37
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