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| Section | Weight | Objectives |
|---|---|---|
| Unlearning Behaviors | 12.5% | - Governance, Risk and Compliance (GRC) and DevOps - Mindset, Mental Models and Cognitive Bias - Psychological Safety and Neuroscience |
| Measure to Improve | 5% | - The Improvement Kata and Experiments - Creating a Future Value Stream Map |
| Target Operating Models and Organizational Design | 15% | - Desired Outcomes of DevOps - Conway's Law - DevOps Target Operating Model Design Principles |
| Maintaining Energy and Momentum | 15% | - The DevOps Business Case - A High-Trust Culture - Culture and Climate |
| Measure to Learn | 5% | - Creating a Current Value Stream Map - Avoiding Measure to Target |
| Articulating and Socializing Vision | 15% | - Empowering People - Organizational Change in Large Enterprises - Broadcasting Outside of Your Organization |
| DevOps and Transformational Leadership | 15% | - Transformational Leadership - Benefits of DevOps - Current Definitions of DevOps |
| Becoming a DevOps Organization | 17.5% | - Building Safety In - DevOps Kaizen - How DevOps Differs |
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NEW QUESTION # 33
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 # 34
What is a mirror metric for % Rework in the context of Value Stream Mapping?
Answer: A
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 # 35
When you are writing a DevOps investment case, which of the following is a hard, quantifiable benefit you can state?
Answer: B
Explanation:
The correct answer is A because revenue from accelerating time to value is a hard, quantifiable business benefit. A DevOps investment case must translate improvement activity into measurable organizational outcomes. Faster delivery of valuable functionality can directly affect revenue by enabling earlier market entry, quicker customer adoption, faster realization of product enhancements, and reduced delay cost.
Customer satisfaction, competitive advantage, and market perception are important, but they are generally softer or less directly quantifiable unless converted into measurable indicators. For example, customer satisfaction may be tracked through NPS or churn, and competitive advantage may influence revenue, but the option that most directly expresses a financial benefit is accelerated revenue from faster time to value.
DevOps leaders need this distinction when building executive support. Tooling, automation, team redesign, continuous delivery, and value stream improvement should not be justified only as technical improvements.
They should be linked to financial and operational outcomes such as increased revenue, reduced cost of delay, lower change failure cost, faster recovery, and improved capacity for innovation. Relevant study guide references: Measuring to Improve; Measuring to Learn; Becoming a DevOps Organization.
NEW QUESTION # 36
How is traditional IT organized?
Answer: B
Explanation:
The correct answer is C because traditional IT is typically organized by function. Common examples include separate departments for development, testing, infrastructure, security, service desk, operations, architecture, change management, and release management. Each function has its own management structure, priorities, metrics, queues, and operating rhythm. This design can create specialization, but it often introduces delays, fragmented ownership, and handoffs across the delivery lifecycle.
DevOps challenges this model by focusing on end-to-end value streams and cross-functional ownership.
Instead of optimizing individual departments, DevOps seeks to optimize the whole system of work. Cross- functional cells or squads are therefore more consistent with a DevOps operating model than a traditional IT structure. Similarly, being optimized for flow and having fewer handoffs are DevOps characteristics because they support faster feedback, smaller batches, clearer accountability, and improved reliability.
Functional organization is a central reason traditional IT often struggles with slow delivery and operational instability. Work must pass between teams, creating queues, misalignment, and limited shared accountability for outcomes. Relevant study guide references: Target Operating Models and Organizational Designs; Becoming a DevOps Organization; Measuring to Improve.
NEW QUESTION # 37
According to Conway's Law, organizations tend to design systems that are copies of
Answer: B
Explanation:
The correct answer is C. Conway's Law states that organizations design systems that mirror their communication structures. In DevOps leadership, this principle is critical because system architecture is strongly influenced by organizational design. If teams are structured in silos, with separate development, testing, operations, security, and release functions, the technology often reflects those boundaries through handoffs, dependencies, integration delays, and fragmented ownership.
A DevOps organization attempts to reduce this friction by designing teams around products, services, or value streams. When cross-functional teams own delivery and operation end to end, the resulting systems are more likely to support fast flow, clearer accountability, and faster feedback. Conway's Law therefore explains why simply adopting tools or automation is insufficient if the underlying communication and team structures remain unchanged.
Previously designed systems, team diversity, and industry best practices may influence design choices, but they are not the central point of Conway's Law. The main leadership lesson is that organizational structure shapes technical outcomes. Relevant study guide references: Target Operating Models and Organizational Designs; Becoming a DevOps Organization; Measuring to Improve.
NEW QUESTION # 38
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