Correct Answer: A. Collect and retain only data necessary for a defined purpose
Explanation:
Limiting data reduces privacy exposure, security risk, and misuse opportunities. Each collected field should have a clear justification connected to the task.
Correct Answer: B. Combinations of indirect identifiers can allow re-identification using external data
Explanation:
Attributes such as birth date, location, and occupation can form a distinctive combination. Attackers may link those quasi-identifiers with other datasets to infer identity.
Correct Answer: A. Reduce the ability to link records to identifiable individuals
Explanation:
Anonymization removes or transforms identifying information to lower linkage risk. Its effectiveness depends on the remaining data and available external information.
Correct Answer: C. A national identity number linked to an individual
Explanation:
A national identity number directly identifies or can readily be linked to a specific person. Its collection and storage therefore require strong protection and justification.
Correct Answer: D. Appropriate collection, use, disclosure, and control of information about people
Explanation:
Privacy addresses how personal information is handled and whether individuals’ interests and expectations are respected. It is broader than simply protecting files from hackers.
Correct Answer: A. Make visual differences proportional to data differences and disclose relevant context
Explanation:
Honest visualization avoids graphical distortion and provides enough information for accurate interpretation. Scale choices, exclusions, and transformations should not mislead the audience.
Correct Answer: A. Using placement, size, and emphasis to direct attention toward the most important information
Explanation:
Visual hierarchy helps viewers identify key indicators first and then move to supporting context. Without it, competing elements can make a dashboard difficult to scan.
Correct Answer: D. Large or highly populated regions may have higher counts simply because of their size or population
Explanation:
Raw counts often reflect exposure, such as population, rather than the rate of an event. Normalizing by an appropriate denominator can support fairer geographic comparison.
Correct Answer: C. When users need to filter, zoom, or inspect details across a complex dataset
Explanation:
Interaction can reveal details on demand and support exploration without displaying everything simultaneously. A static view remains preferable when a stable, self-contained message is required.
Correct Answer: D. Combine color with labels, shapes, patterns, or line styles
Explanation:
Redundant encodings allow categories to remain distinguishable even when hues are difficult to separate. Accessible palettes and adequate contrast further improve readability.
Correct Answer: C. Add an interval band or error bars with a clear definition
Explanation:
Interval encodings show that an estimate is not known with perfect precision. The caption should identify whether the interval represents confidence, prediction, variability, or another quantity.