Analyze Knights-and-Knaves Dialogue Variants

Quick Overview

Analyze Knights-and-Knaves Dialogue Variants evaluates statistical assumptions, formulas, estimation strategy, uncertainty, edge cases, and interpretation in a realistic interview setting. A strong answer states assumptions, handles edge cases, explains trade-offs, and shows how to validate the result clearly.

Analyze Knights-and-Knaves Dialogue Variants

Company: SIG (Susquehanna)

Role: Data Scientist

Category: Statistics & Math

Difficulty: medium

Interview Round: Technical Screen

On an island where every person is either a knight (always tells the truth) or a knave (always lies), you meet two people, A and B. Person B says to A: "You always lie," and then makes one additional claim chosen from exactly one of the following four variants: 1) "A is a knave and B is a knight." 2) "A is a knight and B is a knave." 3) "A is a knave and B is a knave." 4) "A is a knight and B is a knight." For each variant independently, determine the logically consistent identities of A and B (knight or knave), or conclude that the information is insufficient or inconsistent. Show your reasoning.

Overview: Analyze Knights-and-Knaves Dialogue Variants evaluates statistical assumptions, formulas, estimation strategy, uncertainty, edge cases, and interpretation in a realistic interview setting. A strong answer states assumptions, handles edge cases, explains trade-offs, and shows how to validate the result clearly.

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SIG (Susquehanna)
Aug 1, 2025
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Analyze Knights-and-Knaves Dialogue Variants

Knights and Knaves: Two Statements from B

Context

On an island, every person is either a knight (always tells the truth) or a knave (always lies). You meet two people, A and B. Person B makes two statements:

  1. First, B says to A: "You always lie." (i.e., B asserts that A is a knave.)
  2. Then B makes exactly one of the following additional claims:
    1. "A is a knave and B is a knight."
    2. "A is a knight and B is a knave."
    3. "A is a knave and B is a knave."
    4. "A is a knight and B is a knight."

Task

For each variant (1–4) independently, determine the logically consistent identities of A and B (knight or knave), or conclude that the information is insufficient or inconsistent. Show your reasoning.

Clarifying Questions to Ask Guidance

  • Clarify the random variables, distributional assumptions, independence assumptions, and desired output.
  • Show enough derivation for the interviewer to follow the reasoning.
  • Explain how you would validate the result with simulation or sensitivity checks.

What a Strong Answer Covers Guidance

  • A correct setup with definitions, formulas, and boundary conditions.
  • A step-by-step derivation or estimation plan.
  • Interpretation of the result, including uncertainty and practical limitations.
  • Checks for assumptions, edge cases, and numerical stability.

Follow-up Questions Guidance

  • How would the result change if the assumptions were relaxed?
  • Can you verify the answer with a simulation?
  • What is the most likely source of estimation error?
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