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CompTIA DY0-001 Exam - Topic 2 Question 25 Discussion

Which of the following issues should a data scientist be most concerned about when generating a synthetic data set?
D) The data set not being representative of the population
A) The data set consuming too many resources
B) The data set having insufficient features
C) The data set having insufficient row observations

CompTIA DY0-001 Exam - Topic 2 Question 25 Discussion

Actual exam question for CompTIA's DY0-001 exam
Question #: 25
Topic #: 2
[All DY0-001 Questions]

Which of the following issues should a data scientist be most concerned about when generating a synthetic data set?

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Suggested Answer: D

If synthetic data don't accurately mirror the real-world distributions and relationships, any models trained on them will perform poorly in deployment. Representativeness is the critical concern when generating synthetic data.


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