Bound the Rank of BA Given Rank of AB

Quick Overview

For real 4 by 4 matrices with rank(AB) = 2, determine the possible range of rank(BA).

Bound the Rank of BA Given Rank of AB

Company: Goldman Sachs

Role: Data Scientist

Category: Statistics & Math

Difficulty: easy

Interview Round: Online Assessment

# Bound the Rank of BA Given Rank of AB Let `A` and `B` be real `4 x 4` matrices with `rank(AB) = 2`. Determine every possible value of `rank(BA)`. Prove the lower and upper bounds and show that each integer in the claimed range is attainable. ### Constraints & Assumptions - No invertibility, symmetry, or commutativity assumption is given. - A complete answer needs constructions or a general existence argument, not only rank inequalities. ### Clarifying Questions to Ask - Are explicit matrices required for the attainable ranks? - May standard rank-nullity and image/kernel formulas be used? ```hint Compare images with kernels Use `rank(AB) = rank(B) - dim(image(B) intersect kernel(A))`, and apply the analogous formula to `BA`. ``` ### What a Strong Answer Covers - Why rank four for `BA` is impossible. - Why rank zero is not excluded by `rank(AB) = 2`. - Constructions for all attainable intermediate ranks. - Correct use of rank, image, and kernel dimensions. ### Follow-up Questions - How does the range change for `n x n` matrices with `rank(AB) = r`? - What extra conclusion follows if either factor is invertible?

Quick Answer: For real 4 by 4 matrices with rank(AB) = 2, determine the possible range of rank(BA).

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Goldman Sachs
Sep 2, 2026
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Bound the Rank of BA Given Rank of AB

Let A and B be real 4 x 4 matrices with rank(AB) = 2. Determine every possible value of rank(BA). Prove the lower and upper bounds and show that each integer in the claimed range is attainable.

Constraints & Assumptions

  • No invertibility, symmetry, or commutativity assumption is given.
  • A complete answer needs constructions or a general existence argument, not only rank inequalities.

Clarifying Questions to Ask Guidance

  • Are explicit matrices required for the attainable ranks?
  • May standard rank-nullity and image/kernel formulas be used?

What a Strong Answer Covers Guidance

  • Why rank four for BA is impossible.
  • Why rank zero is not excluded by rank(AB) = 2 .
  • Constructions for all attainable intermediate ranks.
  • Correct use of rank, image, and kernel dimensions.

Follow-up Questions Guidance

  • How does the range change for n x n matrices with rank(AB) = r ?
  • What extra conclusion follows if either factor is invertible?
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