PracHub
QuestionsCoachesLearningGuidesInterview Prep
|Home/Product / Decision Making/Goldman Sachs

Lottery Coupon Winners Calculation

Last updated: Jun 25, 2026

Quick Overview

This question tests a candidate's ability to apply digit dynamic programming to efficiently count integers with specific digit-sum properties over large numeric ranges. It evaluates algorithmic thinking at the intersection of combinatorics and optimization, a category commonly assessed in technical interviews to measure comfort with non-obvious problem reductions and complexity trade-offs.

  • medium
  • Goldman Sachs
  • Product / Decision Making
  • Product Manager

Lottery Coupon Winners Calculation

Company: Goldman Sachs

Role: Product Manager

Category: Product / Decision Making

Difficulty: medium

Interview Round: Take-home Project

##### Question You are given an integer n representing consecutively numbered lottery coupons from 1 to n. A person is considered a winner if the sum of the digits on their coupon equals a value s. Among all possible values of s (1 ≤ s ≤ 9·⌈log10 n⌉), determine how many distinct values of s yield the largest possible number of winners. Implement a function lotteryCoupons(n) that returns this count, and explain your algorithm’s time- and space-complexity. ​ ##### Hints Observe that only the frequency of each digit-sum matters; you do not need to materialize every coupon number. Think about how to compute digit sums efficiently for the range 1…n.

Quick Answer: This question tests a candidate's ability to apply digit dynamic programming to efficiently count integers with specific digit-sum properties over large numeric ranges. It evaluates algorithmic thinking at the intersection of combinatorics and optimization, a category commonly assessed in technical interviews to measure comfort with non-obvious problem reductions and complexity trade-offs.

Related Interview Questions

  • Word Compression Algorithm - Goldman Sachs (medium)
|Home/Product / Decision Making/Goldman Sachs

Lottery Coupon Winners Calculation

Goldman Sachs logo
Goldman Sachs
Jul 4, 2025, 8:28 PM
mediumProduct ManagerTake-home ProjectProduct / Decision Making
14
0

Lottery Coupons: Most Frequent Digit-Sum Values

Problem

You are running a lottery with consecutively numbered coupons from 111 to nnn (inclusive). A coupon wins if the sum of its decimal digits equals a chosen target value sss. For example, coupon 232323 has digit sum 2+3=52 + 3 = 52+3=5.

For a given nnn, consider every possible target digit sum sss in the range 1≤s≤9⋅d1 \le s \le 9 \cdot d1≤s≤9⋅d, where ddd is the number of digits of nnn. Each value of sss produces some number of winning coupons among 1…n1 \ldots n1…n (possibly zero). Let MMM be the maximum number of winners that any single sss achieves.

Implement a function lotteryCoupons(n) that returns how many distinct values of sss achieve exactly MMM winners — i.e. the number of digit sums that tie for "most popular." Then explain the algorithm's time and space complexity.

Constraints & Assumptions

  • n≥1n \ge 1n≥1 , base-10 representation; assume nnn can be as large as 101810^{18}1018 (so an O(n)O(n)O(n) scan is too slow).
  • ddd = number of decimal digits of nnn ; the relevant digit-sum range is 1≤s≤9d1 \le s \le 9d1≤s≤9d .
  • Values of sss that no coupon in 1…n1 \ldots n1…n can reach simply have 000 winners and never affect the maximum (assuming at least one coupon exists, the max is ≥1\ge 1≥1 ).
  • Counts can be large; assume they fit in a 64-bit integer for n≤1018n \le 10^{18}n≤1018 (use arbitrary-precision integers if nnn may exceed that).

Clarifying Questions to Ask

  • Is the numbering inclusive of both endpoints ( 111 and nnn ), and is 000 ever a coupon? (Here: inclusive of 1…n1 \ldots n1…n ; 000 is not a coupon.)
  • What is the upper bound on nnn — does it fit in 64 bits, or could it be an arbitrarily long number? (Drives whether O(n)O(n)O(n) is acceptable and which integer type to use.)
  • Are coupons always base-10, and are leading zeros ever printed on a coupon (which would change its digit sum)? (Here: base-10, no printed leading zeros.)
  • If two or more values of sss tie for the maximum, do we return the count of such values, or the values themselves? (Here: the count.)
  • Should the function return the count of winners or the count of winning targets sss ? (The latter — confirm the deliverable.)

What a Strong Answer Covers

  • Reframing to a histogram problem: recognizing that only per-digit-sum frequencies matter, so the output is a property of the count[s] distribution (its max and the multiplicity of that max), not of individual coupons.
  • An efficient counting method: a digit DP (or equivalent combinatorial argument) that counts integers in [1,n][1, n][1,n] by digit sum in time polynomial in the number of digits, with a correct tight/loose transition that never lets a prefix exceed nnn .
  • Edge-case correctness: excluding the spurious 000 introduced by leading zeros; using 9d9d9d (the exact digit-count bound) rather than 9⌈log⁡10n⌉9\lceil\log_{10} n\rceil9⌈log10​n⌉ ; handling single-digit nnn , nnn being a power of 101010 , and n=1n = 1n=1 ; choosing a wide enough integer type.
  • Complexity stated and justified: time and space in terms of ddd (and why the naive O(n)O(n)O(n) enumeration is unacceptable at the stated scale), plus a worked trace on a small nnn (e.g. n=23n = 23n=23 ) to demonstrate the answer.

Follow-up Questions

  • How would you adapt the DP to count coupons in an arbitrary range [L,R][L, R][L,R] rather than [1,n][1, n][1,n] ? (Hint: f(R)−f(L−1)f(R) - f(L-1)f(R)−f(L−1) .)
  • Generalize to base bbb instead of base 10 — what changes in the transition and in the max-sum bound?
  • For a "full block" n=10d−1n = 10^d - 1n=10d−1 , the digit-sum distribution is the coefficients of (1+x+⋯+x9)d(1 + x + \cdots + x^9)^d(1+x+⋯+x9)d . What does that tell you about how many sums can tie for the maximum, and is that bound preserved for arbitrary nnn ?
  • If you needed the answer for many queries with different nnn sharing the same digit length, how could you precompute or memoize to amortize the work?
Loading comments...

Browse More Questions

More Product / Decision Making•More Goldman Sachs•More Product Manager•Goldman Sachs Product Manager•Goldman Sachs Product / Decision Making•Product Manager Product / Decision Making

Write your answer

Your first approved answer each day earns 20 XP.

Sign in to write your answer.
PracHub

Master your tech interviews with 8,000+ real questions from top companies.

Product

  • Questions
  • Learning Tracks
  • Interview Guides
  • Resources
  • Premium
  • For Universities
  • Student Access

Browse

  • By Company
  • By Role
  • By Category
  • Topic Hubs
  • SQL Questions
  • AI Coding Questions
  • Compare Platforms
  • Discord Community

Support

  • support@prachub.com
  • (916) 541-4762

Legal

  • Privacy Policy
  • Terms of Service
  • About Us

© 2026 PracHub. All rights reserved.