Diagnostics C16-015–028
C16-015 — Correct: C
Correct rationale: Executive sponsorship is the first of ten success factors and is described as essential for sustainable change.
Option logic - A: Centralization is an operating-model option, not a universal success factor. - B: The chapter explicitly warns against a one-size-fits-all approach. - C: Executive sponsorship is the first of ten success factors and is described as essential for sustainable change. - D: Technology replacement is not listed as a success factor and does not precede people/change work by default.
Source: Chapter 16, pp. 528–529
Confusion pair: Success factor vs operating-model choice
Mistake Autopsy Tag: Misclassified design choice as success factor
C16-016 — Correct: D
Correct rationale: Chapter 16 separates a shared understanding of the DMO's purpose and value from the ongoing, tailored communication needed to build awareness and behavioral change.
Option logic - A: Both leaders and broader stakeholders need the vision; communication is not limited to technical staff. - B: Adoption measurement and HR/compensation are separate topics. - C: They reinforce each other but are distinct success factors. - D: Chapter 16 separates a shared understanding of the DMO's purpose and value from the ongoing, tailored communication needed to build awareness and behavioral change.
Source: Chapter 16, pp. 529–530
Confusion pair: Clear vision vs communication
Mistake Autopsy Tag: Collapsed distinct change factors
C16-017 — Correct: A
Correct rationale: Leadership alignment is agreement and unified support around the need, purpose, success definition, and linkage to leaders' goals.
Option logic - A: Leadership alignment is agreement and unified support around the need, purpose, success definition, and linkage to leaders' goals. - B: Alignment does not erase differentiated roles. - C: A single executive may sponsor the work, but alignment is broader than centralized decision authority. - D: Communication remains necessary even when leaders are aligned.
Source: Chapter 16, p. 529
Confusion pair: Leadership alignment vs executive sponsorship
Mistake Autopsy Tag: Reduced alignment to authority
C16-018 — Correct: B
Correct rationale: Chapter 16 defines proactive change management as planning for, managing, and sustaining the people side of establishing the DMO.
Option logic - A: Adoption measurement tells whether change is occurring but does not replace the plan to manage people through it. - B: Chapter 16 defines proactive change management as planning for, managing, and sustaining the people side of establishing the DMO. - C: Guiding principles shape consistent decisions but do not by themselves manage transitions and resistance. - D: Data Architecture is a capability, not one of the ten organizational success factors.
Source: Chapter 16, p. 529
Confusion pair: Change management vs measurement/principles
Mistake Autopsy Tag: Ignored people-side transition
C16-019 — Correct: C
Correct rationale: Chapter 16 says to measure adoption, improvement delta, enabling effects, process/project improvements, risk response, innovation, and trusted analytics.
Option logic - A: Org-chart size does not show behavioral adoption or value. - B: Sponsor attendance is not sufficient evidence that the roadmap is being adopted. - C: Chapter 16 says to measure adoption, improvement delta, enabling effects, process/project improvements, risk response, innovation, and trusted analytics. - D: Technology inventory does not measure adoption or business influence.
Source: Chapter 16, p. 530
Confusion pair: Adoption measurement vs activity counts
Mistake Autopsy Tag: Measured structure instead of adoption/outcomes
C16-020 — Correct: D
Correct rationale: Guiding principles articulate shared values, rules, constraints, and behaviors and serve as reference points for integrated decision-making across any operating model.
Option logic - A: Incremental evolution reduces change risk but does not by itself supply common decision criteria. - B: Training builds skill/understanding but is not the shared rule set used to resolve decisions. - C: Sponsorship provides authority and support but still needs agreed principles for consistent choices. - D: Guiding principles articulate shared values, rules, constraints, and behaviors and serve as reference points for integrated decision-making across any operating model.
Source: Chapter 16, pp. 530–531
Confusion pair: Guiding principles vs sponsorship/training
Mistake Autopsy Tag: No common decision rules
C16-021 — Correct: A
Correct rationale: Chapter 16 favors incremental improvement tied to business objectives because it lowers risk, is easier to justify, and improves adoption and stakeholder buy-in.
Option logic - A: Chapter 16 favors incremental improvement tied to business objectives because it lowers risk, is easier to justify, and improves adoption and stakeholder buy-in. - B: The principle explicitly seeks to minimize large-scale high-risk change. - C: Evolution is not stasis; it is staged improvement over time. - D: Stakeholder support is part of why incremental change is more sustainable.
Source: Chapter 16, p. 531
Confusion pair: Evolution vs big-bang change
Mistake Autopsy Tag: Ignored incremental adoption
C16-022 — Correct: B
Correct rationale: Chapter 16 says to inventory who already creates/manages data, measures quality, or performs analogous work; existing people bring valuable knowledge and transferable skills.
Option logic - A: The chapter recommends using what already exists before hiring additional resources. - B: Chapter 16 says to inventory who already creates/manages data, measures quality, or performs analogous work; existing people bring valuable knowledge and transferable skills. - C: The needed roles span business, IT, and hybrid functions, not architects alone. - D: A CDO organization may not exist and current participants can be distributed.
Source: Chapter 16, pp. 531–532
Confusion pair: Existing participants vs new hiring
Mistake Autopsy Tag: Skipped internal capability inventory
C16-023 — Correct: C
Correct rationale: Chapter 16 explicitly connects HR to validation of titles, roles, compensation, and performance expectations after the participant inventory.
Option logic - A: Architecture belongs to architecture/data-management roles, not HR. - B: The sponsor is an executive governance/change role, not an HR substitute. - C: Chapter 16 explicitly connects HR to validation of titles, roles, compensation, and performance expectations after the participant inventory. - D: Business Data Quality rules are typically owned by stewards/business roles.
Source: Chapter 16, pp. 531–532
Confusion pair: HR role vs Data Management authority
Mistake Autopsy Tag: Misassigned functional responsibility
C16-024 — Correct: D
Correct rationale: The chapter says using existing committees can be easier, but the risk is that Data Management topics may not receive the focus they require.
Option logic - A: The chapter actually advises leadership forums to be decision-making bodies; existing committees may satisfy this. - B: Committee reuse does not determine the operating model by itself. - C: Business representation is often desirable, not a reason to reject the committee. - D: The chapter says using existing committees can be easier, but the risk is that Data Management topics may not receive the focus they require.
Source: Chapter 16, p. 532
Confusion pair: Reuse existing committee vs create new
Mistake Autopsy Tag: Ignored attention/focus risk
C16-025 — Correct: A
Correct rationale: The chapter defines stakeholders broadly and includes SMEs, leaders, employees, committees, customers, regulators, vendors, brokers, agents, and others.
Option logic - A: The chapter defines stakeholders broadly and includes SMEs, leaders, employees, committees, customers, regulators, vendors, brokers, agents, and others. - B: Formal title is not required to influence or be affected. - C: Budget authority is only one type of influence. - D: External stakeholders are explicitly included.
Source: Chapter 16, pp. 532–533
Confusion pair: Stakeholder vs formal participant
Mistake Autopsy Tag: Defined stakeholder too narrowly
C16-026 — Correct: B
Correct rationale: Figure 112 maps high influence and high interest to Key Player.
Option logic - A: Meet Their Needs is the high-influence, lower-interest quadrant. - B: Figure 112 maps high influence and high interest to Key Player. - C: Show Consideration is lower influence with high interest. - D: Lower Priority is low influence and low interest.
Source: Chapter 16, p. 533
Confusion pair: Stakeholder quadrant mapping
Mistake Autopsy Tag: Influence/interest quadrant error
C16-027 — Correct: C
Correct rationale: Figure 112 maps high influence with lower interest to Meet Their Needs.
Option logic - A: Key Player requires both high influence and high interest. - B: Show Consideration is for lower influence with high interest. - C: Figure 112 maps high influence with lower interest to Meet Their Needs. - D: Lower Priority is for low influence and low interest.
Source: Chapter 16, p. 533
Confusion pair: Meet needs vs key player
Mistake Autopsy Tag: Influence/interest quadrant error
C16-028 — Correct: D
Correct rationale: Chapter 16 says long-term support depends on articulating why each stakeholder matters and showing the direct connection between Data Management outputs and stakeholder goals.
Option logic - A: Over-involving stakeholders can waste time and does not create relevance. - B: Authority may secure short-term compliance but not the durable support the section seeks. - C: The chapter emphasizes early stakeholder analysis and engagement, not post-implementation explanation. - D: Chapter 16 says long-term support depends on articulating why each stakeholder matters and showing the direct connection between Data Management outputs and stakeholder goals.
Source: Chapter 16, p. 533
Confusion pair: Stakeholder engagement vs forced participation
Mistake Autopsy Tag: Failed to connect value to stakeholder goals