Linear Algebra
Basic

Scalar Multiplication

Multiply every entry of a matrix by a scalar.

Formula

(cA)ij=c aij(cA)_{ij} = c\,a_{ij}

Variables

cScalar
AMatrix

Example

3·[[1,2],[3,4]] = [[3,6],[9,12]].

How it works

Scalar multiplication means every entry of a matrix is scaled by the same number c. The rule (cA)_{ij} = c a_{ij} says that the entry in row i, column j of the new matrix is just c times the corresponding entry of the original matrix, so the matrix keeps the same shape while its size changes. This works because a matrix can be viewed as a table of numbers, and multiplying by a scalar applies the same scaling to each component individually.

When to use it

Use scalar multiplication when you need to enlarge, shrink, or negate a matrix in a linear algebra problem. It appears in matrix algebra, solving systems, transformations, and any situation where every component of a data table or vector must be scaled equally.

Worked example, step by step

Let A = [[2, -1, 5], [0, 4, 3]] and c = -2. Compute -2A by multiplying each entry of A by -2. First row: -2·2 = -4, -2·(-1) = 2, -2·5 = -10. Second row: -2·0 = 0, -2·4 = -8, -2·3 = -6. So, -2A = [[-4, 2, -10], [0, -8, -6]].

Common mistakes to avoid

  • Multiplying only the first row or first column instead of every entry
  • Forgetting that a negative scalar changes the sign of each entry
  • Changing the matrix dimensions instead of keeping the same shape

Did You Know?

Multiplying a matrix by a scalar simply scales every entry — stretching the whole transformation.

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Reviewed & maintained by the FormulaWon editorial teamLast reviewed September 2026