Mathematics is applied in education policy, economics, and cognitive sciences as a reliable health indicator of an education system and treated as a harbinger of systemic conditions.

South Africa ignominiously ranks near the bottom in the Trends in International Mathematics and Science Study.

In 2023, grade 9 mathematics and science learners scored 397 and 362, respectively, which is well below the international average of 500.

Average scores mask severe inequality, and in 2023 Quintile 5 and Quintile 1 schools scored 492 and 307, respectively, which is tantamount to a two- to three-year learning backlog for the poor.

Structural constraints in South Africa are real. In 2023 South Africa employed about 455 000 teachers, deployed in over 24,580 schools (about 2 500 of which are private schools).

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