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Actual exam question from CompTIA's DY0-001
Question #: 1
Topic #: 1
[All DY0-001 Questions]

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

  • A. The data set consuming too many resources
  • B. The data set having insufficient features
  • C. The data set having insufficient row observations
  • D. The data set not being representative of the population
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Suggested Answer: D 🗳️

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SuntzuLegacy
1 month, 1 week ago
Selected Answer: D
When creating a synthetic dataset, the primary concern is ensuring that the dataset is representative of the true population. If the synthetic data do not accurately reflect the characteristics and distributions of the real data they are meant to model, the resulting analyses or models trained on that synthetic data will likely be misleading. Therefore, D. The data set not being representative of the population is the most critical issue.
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