Skip to main content

TL;DR

Inclusion-Exclusion Principle: Compute the probability of a union by alternating sums of intersections. This concept is essential for quantitative trading interviews and is frequently tested at top firms.

By Valenke Exam Prep Team·Last updated 2026-06-01
Probability

Inclusion-Exclusion Principle

Compute the probability of a union by alternating sums of intersections.

The inclusion-exclusion principle computes the probability (or size) of a union: P(A1An)=iP(Ai)i<jP(AiAj)+i<j<kP(AiAjAk)P(A_1 \cup \cdots \cup A_n) = \sum_i P(A_i) - \sum_{i<j} P(A_i \cap A_j) + \sum_{i<j<k} P(A_i \cap A_j \cap A_k) - \cdots Intuition: Adding all individual probabilities overcounts elements in intersections. Subtracting pairwise intersections undercounts elements in triple intersections. The alternating sum corrects exactly. When to use: Computing "at least one of" probabilities, counting derangements, computing probabilities of unions of non-disjoint events. This is a fundamental technique. Many "narrow" results (like the derangement formula) are derived via inclusion-exclusion.

Ready to practice for the Valenke Finance Exam?

Adaptive practice powered by Item Response Theory targets your weak areas. Start with 3 free sessions.

Start free practice →