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WGU D668 ADVANCED DATA MANAGEMENT – NEWEST 2026 OA EXAM TEST BANK (200+ Q&A WITH RATIONALES)

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Ace your WGU D668 Objective Assessment on the first try with this fully updated 2026 test bank. Inside: over 200 realistic practice questions covering every key topic—database design and normalization (1NF, 2NF, 3NF, BCNF), ER modeling, SQL fundamentals (queries, joins, subqueries, aggregations, DDL/DML), indexing and performance tuning (clustered/non-clustered indexes, execution plans, statistics), transactions and concurrency (ACID, isolation levels, deadlocks), NoSQL and Big Data (document, key-value, column-family, graph, CAP theorem, BASE), and data warehousing/ETL (star schema, snowflake, SCD types, fact/dimension tables). Each question includes the correct answer and a clear, detailed rationale to help you truly master advanced data management concepts—not just memorize. Designed to mirror the actual WGU OA, this study guide saves you hours of review, builds your confidence, and ensures you pass fast. Get the exact prep you need for Advanced Data Management.

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Institution
WGU D668 ADVANCED DATA MANAGEMENT
Course
WGU D668 ADVANCED DATA MANAGEMENT

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WGU D668 OA | Objective Assessment | 53

Questions and Answers | 100% Correct.



Q1. A table has repeating groups (multiple phone

numbers in one column). Which normal form is violated?

A. 1NF

B. 2NF

C. 3NF

D. BCNF

Answer: A (1NF)

Rationale: First Normal Form requires atomic (indivisible)

values and no repeating groups.

Q2. A table is in 1NF and has a composite primary key

(OrderID, ProductID). The column “ProductName” depends

only on ProductID, not the full key. Which normal form is

violated?

A. 1NF

B. 2NF

1

,C. 3NF

D. 4NF

Answer: B (2NF)

Rationale: 2NF eliminates partial dependencies (non-key

attributes depending on part of a composite key).

Q3. A table is in 2NF but has a transitive dependency:

StudentID → MajorID → MajorName. Which normal form

is violated?

A. 1NF

B. 2NF

C. 3NF

D. BCNF

Answer: C (3NF)

Rationale: 3NF removes transitive dependencies (non-key

→ non-key).

Q4. Which normal form requires every determinant to be

a candidate key?

A. 2NF

2

,B. 3NF

C. BCNF

D. 4NF

Answer: C (BCNF)

Rationale: Boyce-Codd Normal Form is a stronger version

of 3NF.

Q5. In an ER diagram, a diamond represents:

A. Entity

B. Attribute

C. Relationship

D. Primary key

Answer: C (Relationship)

Rationale: Rectangles = entities, ellipses = attributes,

diamonds = relationships.

Q6. Which cardinality means one entity instance relates

to many of another, but not vice versa?

A. 1:1

B. 1:M

3

, C. M:N

D. M:1

Answer: B (1:M)

Rationale: One-to-many – e.g., one customer, many

orders.

Q7. A recursive relationship means:

A. Table relates to itself

B. Table relates to two others

C. Table has no primary key

D. Table has composite key

Answer: A (Table relates to itself)

Rationale: Example: Employee supervises other

Employees.

Q8. Which is a weak entity?

A. Has its own primary key

B. Existence depends on another entity

C. Always in 3NF

D. Cannot have attributes

4

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WGU D668 ADVANCED DATA MANAGEMENT

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