268. Missing Number
easyAsked at BloombergAn array of n distinct numbers in [0, n] is missing one. Find it. Bloomberg uses this to test whether you know multiple O(n)/O(1) tricks — sum formula AND XOR fold — and can pick between them based on the input constraints.
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Source citations
Public interview reports confirming this problem appears in Bloomberg loops.
- Glassdoor (2026-Q1)— Bloomberg SWE phone-screen reports cite Missing Number as a follow-up to Single Number.
- Blind (2025-11)— Bloomberg new-grad reports note the O(1) space constraint as the actual signal.
Problem
Given an array nums containing n distinct numbers in the range [0, n], return the only number in the range that is missing from the array.
Constraints
n == nums.length1 <= n <= 10^40 <= nums[i] <= nAll the numbers of nums are unique.
Examples
Example 1
nums = [3,0,1]2Explanation: n = 3 since there are 3 numbers, so all numbers are in the range [0,3]. 2 is the missing number.
Example 2
nums = [0,1]2Explanation: n = 2 since there are 2 numbers, so all numbers are in the range [0,2]. 2 is missing.
Example 3
nums = [9,6,4,2,3,5,7,0,1]8Approaches
1. Sum formula (Gauss)
Expected sum is n * (n + 1) / 2. Subtract the actual sum.
- Time
- O(n)
- Space
- O(1)
function missingNumber(nums) {
const n = nums.length;
const expected = (n * (n + 1)) / 2;
let actual = 0;
for (const num of nums) actual += num;
return expected - actual;
}Tradeoff: Most direct. The closed-form Gauss formula gives the expected sum in O(1). Risk: integer overflow in C++/Java for huge n; safe in JS (64-bit doubles up to 2^53).
2. XOR fold
XOR every index 0..n and every nums[i]. Pairs cancel; the missing index survives.
- Time
- O(n)
- Space
- O(1)
function missingNumberXor(nums) {
let result = nums.length;
for (let i = 0; i < nums.length; i++) {
result ^= i ^ nums[i];
}
return result;
}Tradeoff: No overflow risk. Mention this as the overflow-safe alternative — Bloomberg specifically asks when overflow matters.
Bloomberg-specific tips
Bloomberg interviewers want BOTH formulas verbally. State the sum-formula approach first, then say 'XOR is overflow-safe if integer range is a concern.' That tradeoff awareness is what they grade.
Common mistakes
- Off-by-one on n — the range is [0, n] (inclusive), so n + 1 distinct values fit, but only n are in the array.
- Sorting first — O(n log n) when O(n) is possible.
- Using a hash set — O(n) space when O(1) is achievable.
Follow-up questions
An interviewer at Bloomberg may pivot to one of these next:
- Find All Numbers Disappeared in an Array (LC 448) — multiple missing.
- First Missing Positive (LC 41) — find the smallest positive missing.
- Single Number (LC 136) — same XOR trick.
Solve it now
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FAQ
Sum formula or XOR?
In JS, both work. In a language with 32-bit ints, the sum formula can overflow for huge n. XOR is overflow-safe.
Why initialize result to nums.length, not 0?
Because the loop only covers indices 0..n-1, but the range is 0..n. The missing-from-loop value n is included via the initial value.
Free learning resources
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