20 Classification Drills
Classify each clue as quickly as possible. State the deciding word or fact, not just the label.
Prompts
- Success depends on two long-tenured experts and inconsistent local controls.
- Processes are documented and roles are no longer person-dependent, but enterprise standards are still emerging.
- Scalable standards and coordinated policies are institutionalized, but performance is not yet actively managed by metrics.
- Metrics are used to control performance and risk across standardized processes.
- Measured mature processes are systematically optimized through continuous improvement.
- An assessment item is rated 4/4 Effective.
- The team needs a first pilot with deep evidence in one regulated business unit.
- Finance and IT disagree about the rating.
- A repository is 18 months old.
- Executives need a concise strengths/gaps/targets/timeline view.
- Assessors need drivers, ratings, gaps, risks, options, governance, metrics, and resource analysis.
- The team is sequencing initiatives, timelines, and expected rating gains.
- The organization repeats the DMMA next year to compare against baseline.
- A maturity framework requires one vendor product.
- The framework tells exactly how every organization must implement every practice.
- The assessment team maps DMBOK activities and deliverables to framework criteria.
- No formal Data Governance office exists, but a steering committee initiated the DMMA.
- Staff time spent manually aggregating data is tracked.
- A baseline improves from one reassessment to the next.
- A large current-to-target gap exists in a capability required for regulation.
Classification Key
- Level 1 — Initial/Ad Hoc.
- Level 2 — Repeatable.
- Level 3 — Defined.
- Level 4 — Managed.
- Level 5 — Optimized.
- Within-level criterion score; not automatically maturity Level 4.
- Localized assessment scope.
- Evidence review + consensus reconciliation.
- Readiness/evidence freshness risk.
- Executive briefing.
- Assessment report.
- Create Targeted Program for Improvements / roadmap.
- Re-assess Maturity.
- Framework-selection problem: technology/vendor neutrality.
- Prescriptive-framework concern.
- Appropriate DAMA-DMBOK framework use.
- Steering/management fallback oversight.
- Resource-utilization metric.
- Rate-of-change metric/trend.
- High-priority maturity gap / risk-based improvement target.