Find kth largest element in binary tree

Last updated: January 28, 2026

Quick Overview

Given a binary tree, write a function to find the k-th largest element in the tree. You should traverse the tree efficiently and return the k-th largest value as an integer. The input will consist of the root node of the binary tree and an integer k, and you can assume that k is always valid.

Grafana Labs
Coding & Algorithms
Software Engineer
Grafana Labs
January 28, 2026
Software Engineer
Phone Screen
Coding & Algorithms
Hard

210

10

2,843 solved


Given a binary tree, write a function to find the k-th largest element in the tree. You should traverse the tree efficiently and return the k-th largest value as an integer. The input will consist of the root node of the binary tree and an integer k, and you can assume that k is always valid.

This coding problem is frequently asked during Phone Screen at Grafana Labs. The interviewer is testing your ability to translate a problem into clean, working code while discussing time and space complexity. Grafana Labs expects candidates to write production-quality code, not just solve the puzzle.

What the Interviewer Expects
  • Quickly identify the optimal approach and its theoretical basis
  • Handle complex algorithm design with multiple interacting components
  • Write concise, elegant code under time pressure
  • Prove correctness of your approach and discuss alternative solutions
  • Optimize beyond the obvious: discuss constant factor improvements
  • Address follow-up variations and explain how the solution generalizes
Key Topics to Cover
Tree structures and recursion
Hash maps and frequency counting
Graph algorithms and traversal
Common algorithm patterns (sliding window, two pointers, BFS/DFS)
How to Approach This
  1. Clarify input constraints and edge cases before writing code.
  2. Walk through your approach verbally and confirm with the interviewer before coding.
  3. Start with a brute force solution, then optimize. Mention time and space complexity.
  4. Test your solution with examples, including edge cases like empty input or duplicates.
  5. Consider common patterns: sliding window, two pointers, hash map, BFS/DFS, dynamic programming.
Possible Follow-up Questions
  • What happens if the input contains duplicates?
  • What is the worst-case input for your solution?
  • How would your solution change if the input was sorted?
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Sample Answer
Problem Analysis

To find the k-th largest element in a binary tree, we can utilize the properties of a binary search tree (BST) if the tree is structured as such. However, since the problem does not explicitly state t...

Approach
  1. Start with a recursive function that performs a reverse in-order traversal of the tree.
  2. Maintain a counter to track how many nodes have been visited. When the counter reaches k, we have found ou...

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