L1 · FoundationsList basics~2 min · 5 tests

Find the Largest Number Without max()

Find the largest element of a Python list with a single loop instead of max(), and handle an empty list. Your first O(n) scan, run live in the browser.

The problem

Return the largest number in nums without using max() or sorting. Return None for an empty list.

Examples

  1. Example 1

    Input

    find_max([3, 9, 2, 7])

    Expected output

    9
  2. Example 2

    Input

    find_max([-5, -2, -9])

    Expected output

    -2

+ 3 hidden tests on Submit.

Edge cases to ask about

  • All negative
  • Empty list
  • Single element

Hints

0/3

    How an interviewer scores this

    0/9
    Python 3.13 · find_max
    ⌘/Ctrl + Enter runs the examples

    Your code runs in real CPython inside your browser — nothing is sent anywhere. The first run downloads the interpreter (about 6 MB, once). Your code is saved on this device as you type.

    Complexity Lab

    What does this cost as n grows?

    Interviewers score the analysis as much as the code. Commit to an answer first — then check it, and measure your code against the optimal one at growing input sizes.

    Time complexity of the optimal solution
    Space complexity (extra memory)

    Pick both to reveal the answer.

    Measure it

    Runs the function on inputs of size 250 up to 16,000 and records the time and peak memory. Slow solutions stop early — a short curve is itself the answer.

    From brute force to optimal

    The progression an interviewer wants to hear, one step at a time.

    ApproachTimeSpaceIdea
    Track the best so farO(n)O(1)
    Walkthrough of the optimal approach (try it yourself first)

    Start best at nums[0] and replace it whenever a bigger value appears. Starting at 0 is the classic bug: it returns 0 for an all-negative list.

    You can't do better than O(n): an element you skip could be the maximum.

    Complexity: O(n) time, O(1) space. Every element must be seen once — any unseen element could be the largest.

    Reveal the reference solution
    def find_max(nums):
        if not nums:
            return None
        best = nums[0]
        for x in nums[1:]:
            if x > best:
                best = x
        return best

    Follow-ups interviewers ask

    • Return the index of the largest instead.

    Frequently asked interview questions

    Core interview concepts, complexities, and follow-ups scored by hiring teams.

    What is the time complexity of Find the Largest Number Without max() in Python?

    The optimal solution runs in O(n) time and O(1) auxiliary space. Every element must be seen once — any unseen element could be the largest.

    What follow-up questions do interviewers ask about Find the Largest Number Without max()?

    Return the index of the largest instead.