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How to prepare for a coding interview without wasting your time

Most coding interview prep is unfocused: grind a random pile of problems, hope the patterns stick, walk in and freeze anyway. The candidates who do well don't necessarily know more algorithms — they've practiced the actual skill being tested, which is thinking out loud through an unfamiliar problem under a clock. Here's a plan that targets that skill directly instead of hoping volume alone gets you there.

What a coding interview is actually testing

It looks like a test of whether you can produce correct code, but that's only part of it. The interviewer is also watching how you clarify an ambiguous problem, how you reason about tradeoffs before writing anything, how you communicate while you work instead of going silent, and how you handle being stuck or wrong. A candidate who writes clean code silently and never explains their thinking often scores worse than one who talks through a slightly messier solution — because the interviewer can't evaluate a process they can't see.

A framework for working the problem live

  1. Clarify. Restate the problem in your own words and ask about edge cases and constraints before writing a line of code. This alone eliminates a large share of interview failures — solving the wrong problem confidently.
  2. Plan out loud. Talk through at least one approach, including its time and space complexity, before coding. If a brute-force idea is the obvious start, say so explicitly and note what you'd improve.
  3. Code in small, narrated steps. Write incrementally, saying what each part does, rather than typing silently for five minutes and revealing a finished block.
  4. Test it yourself. Trace through a small example, and explicitly check an edge case, before declaring you're done.

Every step of this is a chance to demonstrate the things being evaluated beyond raw correctness — which is exactly why silent, heads-down coding under-performs even when the final answer is right.

A worked example of the process

"So if I understand correctly, I need to find the longest substring without repeating characters — can inputs include things like spaces or is it letters only? Okay. My first instinct is brute force: check every substring, which is O(n³) with the substring check included — that's probably too slow for a large input. I think I can do this in one pass with a sliding window and a set to track characters currently in the window, which would bring it down to O(n) time. Let me code that up... [narrates while writing] ...and let me trace through 'abcabcbb' to make sure the window shrinks correctly when I hit the repeat at the second 'a'."

Notice the candidate names the naive approach, states its complexity, explicitly says why it's insufficient, and only then moves to the better one — all before writing code.

How to practice this specific skill

Solving problems alone in silence trains the wrong thing. Practice explaining your approach out loud, even solo — record yourself if that helps you notice where you go quiet. Time-box practice problems to interview-realistic lengths rather than letting yourself work indefinitely. And prioritize breadth over depth early on: being comfortable with the common patterns (two pointers, sliding window, BFS/DFS, basic dynamic programming) covers far more ground than mastering a handful of hard problems. The same "practice the live reasoning, not just the answer" idea shows up in behavioral rounds too — see how the STAR method structures narrating a process out loud under pressure.

Common mistakes to avoid

Bottom line

A coding interview rewards visible reasoning as much as a correct final answer. Clarify before you plan, plan out loud before you code, narrate while you write, and test what you produce. Practicing that full loop — not just solving more problems in isolation — is what actually transfers to the pressure of the real interview.

Practice the reasoning, not just the answer.

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