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Chime·Backend Engineer·Technical Phone Screen·Intermediate

Intermediate
May 2026

Summary

Chime backend interview with a string parsing problem that had two parts, the second of which got pretty gnarly. The core idea was simple but the follow-up with shuffled input forced a real algorithmic solution and I wasn't fully prepared for how much the complexity jumped.

Questions Asked (2)

Q1

Given an integer n and a string formed by concatenating n-1 numbers from the range 1 to n in sorted order, find the missing number.

Algorithms & Data Structures
Author's notes

Part one felt manageable.

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AI HintsAI Generated

Suggested Approach

Clarify the problem constraints and edge cases, then propose an O(n) time and O(1) space solution using the sum formula. Explain how to compute the expected sum of 1 to n and subtract the sum of the digits in the string to find the missing number.

Pro tip: Mention that for very large n, the sum may exceed standard integer limits, so consider using a 64-bit integer or modular arithmetic to avoid overflow. Also, discuss how you would handle the input string efficiently without converting it to an integer array.

1. Clarify the problem

Ask questions to confirm the input format, constraints (e.g., n up to 10^9), and whether the string contains single-digit or multi-digit numbers. Ensure you understand that the string is a concatenation of numbers from 1 to n with one missing.

2. Identify the mathematical approach

Recognize that the sum of numbers from 1 to n is n*(n+1)/2. The missing number is the difference between this expected sum and the sum of all numbers present in the string.

3. Parse the string efficiently

Iterate through the string, extracting each number by considering the length of the next number. Since numbers are in sorted order, you can determine the number of digits of the next number based on the current position and the expected sequence.

4. Compute the missing number

Calculate the expected sum using the formula, subtract the sum of parsed numbers, and return the result. Handle edge cases such as missing number being 1 or n.

5. Analyze complexity and edge cases

Discuss time complexity O(n) for parsing the string and space complexity O(1). Mention potential overflow and how to mitigate it, and test with small examples.

Key Points to Mention

  • Sum formula: n*(n+1)/2
  • String parsing without converting to integer array
  • Handling multi-digit numbers and variable lengths
  • Time and space complexity analysis
  • Overflow considerations for large n
  • Edge cases: missing 1, missing n, n=1

AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.

Q2

Now the numbers were shuffled before concatenation. The string is the same length but the order of numbers is arbitrary. Find the missing number.

Algorithms & Data StructuresTechnical Trade-offs
Author's notes

This is where things went sideways for me.

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AI HintsAI Generated

Suggested Approach

First, clarify the problem constraints: the original set of numbers, the range, and how the concatenated string is formed. Then, propose an algorithm that parses the string into individual numbers despite the arbitrary order, using the known set to validate splits, and finally identify the missing number by comparing the parsed set with the expected set.

Pro tip: Discuss the trade-offs between different parsing strategies, such as backtracking versus dynamic programming, and highlight how you would handle edge cases like numbers with leading zeros or varying digit lengths.

1. Clarify the problem

Ask questions to confirm the range of numbers, whether they are consecutive, if there are duplicates, and the exact format of the concatenated string.

2. Choose a parsing strategy

Decide on an approach to split the string into numbers, such as backtracking with pruning or dynamic programming, considering the constraints.

3. Implement and validate

Write code to parse the string, ensuring each parsed number is within the expected range and not already used, and handle edge cases like leading zeros.

4. Identify the missing number

After successful parsing, compare the set of parsed numbers with the expected complete set to find the missing one.

5. Analyze complexity and trade-offs

Discuss the time and space complexity of your solution and alternative approaches, and justify your choices based on the problem constraints.

Key Points to Mention

  • Backtracking with pruning to efficiently parse the string
  • Dynamic programming to avoid redundant computations
  • Handling numbers with leading zeros and varying digit lengths
  • Using a set or boolean array to track seen numbers
  • Time and space complexity analysis of the chosen approach
  • Edge cases such as empty string, single missing number, or multiple missing numbers

AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.