Diagnostics C16-001–014
Use only after committing an answer. Source PDF: https://drive.google.com/file/d/1aX8ze7aLSkVsVG5C4eYBJW88Le6MgyfM/view
C16-001 — Correct: A
Correct rationale: Chapter 16 starts with understanding current culture, the existing operating model, people, decision-making, and how data is already managed before defining a new organization.
Option logic - A: Chapter 16 starts with understanding current culture, the existing operating model, people, decision-making, and how data is already managed before defining a new organization. - B: The chapter begins from the enterprise's own current state, not external job-market trends. - C: A target org chart is premature; the operating model must fit current culture and decision norms. - D: Technology is only one element and cannot substitute for understanding people, culture, and decision structures.
Source: Chapter 16, pp. 521–523
Confusion pair: Current state vs target organization
Mistake Autopsy Tag: Skipped current-state diagnosis
C16-002 — Correct: B
Correct rationale: The operating model defines relationships, responsibilities, collaboration, and decision processes; it forms a basis for organization design but is not itself an org chart.
Option logic - A: An org chart focuses reporting relationships and named positions, which Chapter 16 explicitly distinguishes from the operating model. - B: The operating model defines relationships, responsibilities, collaboration, and decision processes; it forms a basis for organization design but is not itself an org chart. - C: A maturity score belongs to Chapter 15 and does not define how people collaborate or decide. - D: Technical architecture describes systems/technology, not the organizational decision framework.
Source: Chapter 16, p. 523
Confusion pair: Operating model vs org chart
Mistake Autopsy Tag: Confused organizational constructs
C16-003 — Correct: C
Correct rationale: Chapter 16 says an operating model is not an org chart; it describes relationships among organizational components, responsibilities, collaboration, and decision-making.
Option logic - A: Stakeholder analysis helps engagement but does not replace the missing collaboration and decision framework. - B: Data Quality measurement is a capability activity, not the organizational design gap described. - C: Chapter 16 says an operating model is not an org chart; it describes relationships among organizational components, responsibilities, collaboration, and decision-making. - D: A maturity baseline measures capability, not decision rights and collaboration.
Source: Chapter 16, p. 523
Confusion pair: Operating model vs org chart
Mistake Autopsy Tag: Mistook reporting structure for operating model
C16-004 — Correct: D
Correct rationale: After mapping current state, Chapter 16 says to assess satisfaction with it using business questions such as confidence in revenue reports, KPI tracking, timely decisions, and legal compliance.
Option logic - A: Centralization is not a default remedy; model selection comes after understanding needs, culture, and fit. - B: Knowing who does the work does not prove that the current state meets business needs. - C: A technology replacement may be useful later, but the chapter first uses these outcomes to diagnose organizational needs and priorities. - D: After mapping current state, Chapter 16 says to assess satisfaction with it using business questions such as confidence in revenue reports, KPI tracking, timely decisions, and legal compliance.
Source: Chapter 16, p. 522
Confusion pair: Current-state description vs satisfaction
Mistake Autopsy Tag: Jumped to solution before diagnosing need
C16-005 — Correct: A
Correct rationale: Chapter 16 warns that a DMO not aligned to existing decision-making and committee constructs will be challenging to sustain; evolution should accommodate organizational culture.
Option logic - A: Chapter 16 warns that a DMO not aligned to existing decision-making and committee constructs will be challenging to sustain; evolution should accommodate organizational culture. - B: Bypassing committees does not by itself create the layered enterprise/divisional structure of federation. - C: Data Quality may be affected, but the primary organizational risk in the scenario is cultural misalignment. - D: Reporting line is a design choice; the chapter explicitly notes different placements are possible.
Source: Chapter 16, pp. 522–523
Confusion pair: Culture fit vs imposed structure
Mistake Autopsy Tag: Ignored organizational norms
C16-006 — Correct: B
Correct rationale: The chapter says the DMO should align with hierarchy/resources while engaging business stakeholders across functions; credibility and participation help decisions stick.
Option logic - A: The chapter repeatedly protects a business perspective and does not require all roles to move to IT. - B: The chapter says the DMO should align with hierarchy/resources while engaging business stakeholders across functions; credibility and participation help decisions stick. - C: Executive sponsorship remains one of the ten critical success factors. - D: Participation does not mean identical authority; operating models define differentiated responsibilities and decision rights.
Source: Chapter 16, pp. 522–523
Confusion pair: Cross-functional participation vs centralized ownership
Mistake Autopsy Tag: Reduced collaboration to org placement
C16-007 — Correct: C
Correct rationale: Chapter 16 says there is no perfect structure, urges alignment with culture and norms, and favors evolution rather than imposed radical change; it also recognizes market or regulatory shocks can force faster maturity.
Option logic - A: Centralized is described as formal/mature but not universally best; fit matters. - B: Evolution means change can occur over time, not that the current model can never change. - C: Chapter 16 says there is no perfect structure, urges alignment with culture and norms, and favors evolution rather than imposed radical change; it also recognizes market or regulatory shocks can force faster maturity. - D: The operating model is not merely an org chart, and culture/decision style are explicit selection inputs.
Source: Chapter 16, pp. 522–523, 527–528
Confusion pair: Evolution vs forced redesign
Mistake Autopsy Tag: Applied one-size-fits-all logic
C16-008 — Correct: D
Correct rationale: Chapter 16 defines decentralized responsibility as distributed across LOBs and IT, coordinated through committees, without a single owner.
Option logic - A: This describes the hybrid model. - B: This is the network model, which formalizes decentralized connections with a RACI. - C: This describes the centralized model. - D: Chapter 16 defines decentralized responsibility as distributed across LOBs and IT, coordinated through committees, without a single owner.
Source: Chapter 16, pp. 523–524
Confusion pair: Decentralized vs network/hybrid/centralized
Mistake Autopsy Tag: Operating-model identification
C16-009 — Correct: A
Correct rationale: The network model adds formal, documented accountability to decentralized work through known connections, often represented by a RACI.
Option logic - A: The network model adds formal, documented accountability to decentralized work through known connections, often represented by a RACI. - B: Single ownership is characteristic of a centralized model. - C: Layered enterprise and regional structures describe federation. - D: Network formalization does not require eliminating distributed roles.
Source: Chapter 16, p. 524
Confusion pair: Network vs decentralized
Mistake Autopsy Tag: Missed RACI/accountability clue
C16-010 — Correct: B
Correct rationale: Centralization places the major Data Management functions under one formal leader, creating clear accountability and easier decision-making.
Option logic - A: This describes decentralization. - B: Centralization places the major Data Management functions under one formal leader, creating clear accountability and easier decision-making. - C: This describes a network model. - D: This describes federation.
Source: Chapter 16, pp. 524–525
Confusion pair: Centralized vs network/federated
Mistake Autopsy Tag: Model identification by ownership
C16-011 — Correct: C
Correct rationale: Chapter 16's hybrid model combines centralized direction/COE support with decentralized business-unit roles; exactly which roles are centralized varies by culture.
Option logic - A: The central COE and executive accountability make this more formal than pure decentralization. - B: A network model formalizes connections but does not necessarily establish the central COE plus distributed execution described. - C: Chapter 16's hybrid model combines centralized direction/COE support with decentralized business-unit roles; exactly which roles are centralized varies by culture. - D: Not all functions report centrally, so it is not fully centralized.
Source: Chapter 16, pp. 525–526
Confusion pair: Hybrid vs decentralized/network/centralized
Mistake Autopsy Tag: Missed mixed central-local structure
C16-012 — Correct: D
Correct rationale: Chapter 16 describes federation as an enterprise layer with multiple divisional or regional hybrid structures: centralized strategy with decentralized execution.
Option logic - A: Centralization would put the work under a single organization rather than multiple regional/divisional structures. - B: A network can support distributed accountability but does not capture the layered enterprise-plus-regional hybrid design. - C: Pure decentralization lacks the enterprise strategy/COE accountability described. - D: Chapter 16 describes federation as an enterprise layer with multiple divisional or regional hybrid structures: centralized strategy with decentralized execution.
Source: Chapter 16, pp. 526–527
Confusion pair: Federated vs hybrid/network
Mistake Autopsy Tag: Missed layered enterprise/division design
C16-013 — Correct: A
Correct rationale: The chapter says to assess centralization/decentralization, hierarchy, division or regional independence, requirements, goals, and especially how decisions are made and implemented.
Option logic - A: The chapter says to assess centralization/decentralization, hierarchy, division or regional independence, requirements, goals, and especially how decisions are made and implemented. - B: Popularity is not a source-based selection criterion. - C: Headcount is a design implication, not the primary fit test. - D: The chapter explicitly rejects one-size-fits-all model selection.
Source: Chapter 16, pp. 527–528
Confusion pair: Best fit vs model prestige
Mistake Autopsy Tag: Selected model by prestige rather than fit
C16-014 — Correct: B
Correct rationale: Chapter 16 says many organizations begin decentralized, formalize accountabilities through a RACI/network, then pull some roles together as synergies/economies emerge, often evolving toward hybrid/federated models.
Option logic - A: The source describes the opposite starting direction for many organizations and does not recommend eliminating governance. - B: Chapter 16 says many organizations begin decentralized, formalize accountabilities through a RACI/network, then pull some roles together as synergies/economies emerge, often evolving toward hybrid/federated models. - C: Federation is typically a later response to scale/complexity, not the starting point described. - D: Removing accountability is contrary to the evolution described.
Source: Chapter 16, pp. 527–528
Confusion pair: Organic evolution vs arbitrary model sequence
Mistake Autopsy Tag: Model evolution sequencing