Choose 200 of a Million Records to Label, Improving on Uniform Random Sampling

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Choose 200 of about one million unlabeled records for labeling in a single selection, where uniform random sampling is acceptable but not optimal. The question tests clarifying an undefined notion of useful data and designing a one-shot, coverage-aware selection method that improves on random sampling at this scale.

Choose 200 of a Million Records to Label, Improving on Uniform Random Sampling

Company: Citadel

Role: Software Engineer

Category: Statistics & Math

Difficulty: medium

Interview Round: Technical Screen

Overview: Choose 200 of about one million unlabeled records for labeling in a single selection, where uniform random sampling is acceptable but not optimal. The question tests clarifying an undefined notion of useful data and designing a one-shot, coverage-aware selection method that improves on random sampling at this scale.

Read the full Citadel Software Engineer interview experience this question came from

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Citadel
Aug 29, 2026
mediumSoftware EngineerTechnical ScreenStatistics & Math
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