Find the Probability That the Three Smallest Dice Sum to Three

Quick Overview

Roll four independent fair six-sided dice. Explain the assumptions and derivation clearly, check edge cases, and show how the result changes when those assumptions no longer hold.

Find the Probability That the Three Smallest Dice Sum to Three

Company: Optiver

Role: Software Engineer

Category: Statistics & Math

Difficulty: hard

Interview Round: Technical Screen

Roll four independent fair six-sided dice. Sort the four results and sum the three smallest values. What is the probability that this sum equals `3`? Derive the answer by characterizing the event and counting outcomes. Do not enumerate all `6^4` ordered rolls one by one. ### Constraints & Assumptions - Each die has faces `1` through `6` with equal probability. - Dice are distinguishable before sorting. - The three-smallest sum uses exactly three of the four results. ```hint Keep ordered and sorted outcomes distinct The dice are distinguishable when counting elementary outcomes even though the requested statistic uses their sorted values. ``` ### What a Strong Answer Covers - A precise translation from the sorted-value condition to a condition on ordered rolls. - An exhaustive favorable count with no overlaps or omissions. - A reduced probability and a sanity check. ### Follow-up Questions - What is the probability the three smallest sum to four? - How would the expression change for `n` dice and the `m` smallest? - What is the conditional distribution of the largest die under the event?

Quick Answer: Roll four independent fair six-sided dice. Explain the assumptions and derivation clearly, check edge cases, and show how the result changes when those assumptions no longer hold.

|Home/Statistics & Math/Optiver
Optiver logo
Optiver
May 24, 2026, 12:00 AM
hardSoftware EngineerTechnical ScreenStatistics & Math
0
0

Roll four independent fair six-sided dice. Sort the four results and sum the three smallest values. What is the probability that this sum equals 3?

Derive the answer by characterizing the event and counting outcomes. Do not enumerate all 6^4 ordered rolls one by one.

Constraints & Assumptions

  • Each die has faces 1 through 6 with equal probability.
  • Dice are distinguishable before sorting.
  • The three-smallest sum uses exactly three of the four results.

What a Strong Answer Covers Guidance

  • A precise translation from the sorted-value condition to a condition on ordered rolls.
  • An exhaustive favorable count with no overlaps or omissions.
  • A reduced probability and a sanity check.

Follow-up Questions Guidance

  • What is the probability the three smallest sum to four?
  • How would the expression change for n dice and the m smallest?
  • What is the conditional distribution of the largest die under the event?
Loading comments...