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Find valid range of q for outcome probabilities

Last updated: Mar 29, 2026

Quick Overview

This question evaluates understanding of probability distributions and the formulation of arbitrage conditions using linear algebra, testing competencies in probability theory, inequality constraints, and financial modeling within the Software Engineering Fundamentals / Data Science domain.

  • easy
  • Imc
  • Software Engineering Fundamentals
  • Data Scientist

Find valid range of q for outcome probabilities

Company: Imc

Role: Data Scientist

Category: Software Engineering Fundamentals

Difficulty: easy

Interview Round: Technical Screen

You have a 3-outcome experiment with mutually exclusive outcomes: - Outcome 1 occurs with probability \(q\) - Outcome 2 occurs with probability \(q^2\) - Outcome 3 occurs with probability \(1 - q - q^2\) 1) Find the full range of \(q\) for which these form a valid probability distribution. 2) Suppose there are three tradable “tickets” (assets) and you are allowed to take long/short positions. Each ticket has a known payoff in each of the 3 outcomes. Let: - \(x \in \mathbb{R}^3\) be the portfolio positions (positive = long, negative = short) - \(p \in \mathbb{R}^3\) be today’s prices of the tickets - \(A \in \mathbb{R}^{3\times 3}\) be the payoff matrix where \(A_{ij}\) is the payoff of ticket \(j\) in outcome \(i\) Write the “construct an arbitrage portfolio” condition as a matrix/vector inequality system (i.e., a feasibility problem using \(A\), \(p\), and \(x\)).

Quick Answer: This question evaluates understanding of probability distributions and the formulation of arbitrage conditions using linear algebra, testing competencies in probability theory, inequality constraints, and financial modeling within the Software Engineering Fundamentals / Data Science domain.

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Imc
Jan 6, 2026, 12:00 AM
Data Scientist
Technical Screen
Software Engineering Fundamentals
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You have a 3-outcome experiment with mutually exclusive outcomes:

  • Outcome 1 occurs with probability qqq
  • Outcome 2 occurs with probability q2q^2q2
  • Outcome 3 occurs with probability 1−q−q21 - q - q^21−q−q2
  1. Find the full range of qqq for which these form a valid probability distribution.
  2. Suppose there are three tradable “tickets” (assets) and you are allowed to take long/short positions. Each ticket has a known payoff in each of the 3 outcomes. Let:
  • x∈R3x \in \mathbb{R}^3x∈R3 be the portfolio positions (positive = long, negative = short)
  • p∈R3p \in \mathbb{R}^3p∈R3 be today’s prices of the tickets
  • A∈R3×3A \in \mathbb{R}^{3\times 3}A∈R3×3 be the payoff matrix where AijA_{ij}Aij​ is the payoff of ticket jjj in outcome iii

Write the “construct an arbitrage portfolio” condition as a matrix/vector inequality system (i.e., a feasibility problem using AAA, ppp, and xxx).

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