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Interview questions / Python & DSA
Python & DSA interview question

Lowest Common Ancestor of a Binary Tree

Find the lowest common ancestor of two nodes in a binary tree.

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The 60-second answer

Use postorder recursion that returns a node when either target is found and bubbles up the split point. Target O(n) time and O(h) recursion space.

Build the answer in this order

1
Clarify constraints

Use postorder recursion that returns a node when either target is found and bubbles up the split point.

2
Choose the approach

Target O(n) time and O(h) recursion space.

3
Prove complexity

Call out edge cases such as one target being the ancestor of the other, missing targets if existence is not guaranteed, and skewed trees.

4
Test edge cases

Explain the invariant before coding, then dry-run a small case and state time/space complexity.

A useful interview mental model

This is the shape of a strong answer—not a script to memorize.

01Clarify
02Approach
03Implement
04Test
05Complexity

Senior-level signal

  • Clarify whether both nodes are guaranteed present; that changes validation requirements.
  • Discuss an iterative parent-map alternative when recursion depth is risky.

What the interviewer is really testing

Problem decomposition, correctness, data-structure choice, complexity reasoning, and clean implementation under pressure.

Likely follow-up questions

Can you improve the time or space complexity?
Which edge case is most likely to break this solution?
How would you test this under interview time pressure?

Common weak-answer patterns

  • Starting to code before constraints are clear.
  • Giving complexity without explaining why it is correct.
  • Skipping adversarial and boundary cases.