Out of Nowhere

A hard Python mock interview question on DataDriven, with an AI interviewer who asks follow-up questions and a hire or no-hire decision at the end.

Domain
Python
Difficulty
hard
Seniority
L6

Interview Prompt

Flag every reading that sits more than `threshold` standard deviations from the mean of the `window` readings just before it, reporting its baseline mean, standard deviation and z-score. Our monitoring service sends `data` as `(timestamp, value)` pairs in time order.

Summary

Every stream has a rhythm. Find the readings that break it.

How This Interview Works

  1. Read the vague prompt (just like a real interview)
  2. Ask clarifying questions to the AI interviewer
  3. Write and run your Python against test cases
  4. Answer the interviewer's follow-up questions, then get a hire or no-hire decision