Top K Frequent Words / Characters

Phone ScreenRobinhoodLast reported July 2026Low Frequency
Reported
3× across candidate reports
First seen
April 2025
Last reported
July 2026
Reported outcome
mixed

Problem Overview

Given a string (ranging from a short sentence to an entire book paragraph), extract all words, count their frequencies, and return the top K most frequent words along with their counts. Requirements: (1) case-insensitive — normalize all words to lowercase; (2) punctuation and whitespace are delimiters, not part of words;…

  • 4 candidate-reported follow-ups — the exact probes interviewers asked, with the trigger for each
  • The rest of the problem statement — full requirements, constraints, and edge cases
  • Approach and trade-offs — what passing candidates did, and the mistakes that sink people
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Verified Source
Every question is reconstructed from multiple independent candidate reports. Verbatim follow-ups, not invented ones.
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Technical claims, formulas, and scale numbers are reviewed against primary sources.
Interviewer Follow-ups
The exact follow-ups reported by candidates, with the trigger that prompts each one — plus the mistakes that sink people.
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