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The Continuum
§01 · CAREER ENGINE

Your mathematics is a career asset.
The question is which one.

R3.5M+
Median lifetime earnings advantage
BSc Mathematics vs. no math degree
94%
Employment within 12 months
Math-degree graduates in SA
12+
Distinct career sectors
that require strong mathematics
§02 · CAREER PROFILES

12 careers. One discipline. Your choice.

Every career below requires strong Grade 10–12 mathematics as its foundation. The difference is in depth and direction. Filter by sector to find your path.

Finance
Tech
Engineering
Data & AI
Actuarial
Government
Academia
Finance

Quantitative Analyst

R850K – R2200K/ year

Building pricing models for derivatives, stress-testing portfolios, and writing Python/R scripts that trade millions of rands per second.

Typical degrees
BSc MathematicsBSc Applied MathematicsBSc Mathematical Statistics
SA employers hiring now
Standard Bank · FirstRand / FNB · Investec · Nedbank · Absa
CAPS skills that feed this
Calculus · Probability & Statistics · Linear Algebra · Number Patterns
Actuarial

Actuary

R700K – R2800K/ year

Designing medical aid pricing that is profitable for a 5-year horizon, modelling pandemic risk, and communicating statistical findings to executives who don't know what a standard deviation is.

Typical degrees
BSc Actuarial ScienceBSc Actuarial & Financial Mathematics
SA employers hiring now
Discovery · Old Mutual · Sanlam · Momentum · Munich Re SA
CAPS skills that feed this
Probability & Statistics · Financial Mathematics · Sequences & Series · Calculus
Data & AI

Data Scientist

R600K – R1400K/ year

Training machine learning models to detect fraudulent transactions, presenting insights from 50 million customer records, and arguing with engineers about whether 94% accuracy is good enough.

Typical degrees
BSc Mathematics & Computer ScienceBSc Statistics & Data ScienceBSc Applied Mathematics
SA employers hiring now
Naspers / Prosus · Capitec Bank · Nedbank · African Rainbow Minerals · MTN
CAPS skills that feed this
Probability & Statistics · Functions & Graphs · Sequences & Series
Tech

Machine Learning Engineer

R700K – R1800K/ year

Optimising neural network architectures for real-time speech recognition, debugging gradient descent failures at 2am, and making things that were impossible five years ago run on a mobile phone.

Typical degrees
BSc Mathematics & Computer ScienceBSc Computational & Applied Mathematics
SA employers hiring now
Synthesis / BCX · Entelect · Deloitte Digital · AWS SA · Google SA office
CAPS skills that feed this
Calculus · Linear Algebra · Probability & Statistics · Functions
Finance

Financial Engineer

R750K – R1900K/ year

Structuring hedge products for institutional investors, running Monte Carlo simulations on commodity futures, and explaining Black-Scholes to people who definitely should know it by now.

Typical degrees
BSc Applied MathematicsBSc Actuarial & Financial Mathematics
SA employers hiring now
JSE · Stanlib · Coronation · Allan Gray · Sanlam Investments
CAPS skills that feed this
Calculus · Financial Mathematics · Probability & Statistics · Differential Calculus
Tech

Software Engineer

R500K – R1200K/ year

Architecting the API layer for a fintech product used by 4 million people, reviewing pull requests, and occasionally being right about why the build broke.

Typical degrees
BSc Mathematics & Computer ScienceBSc Computational & Applied Mathematics
SA employers hiring now
Amazon SA · Microsoft SA · Entelect · BCX · Standard Bank Technology
CAPS skills that feed this
Functions & Graphs · Sequences & Series · Number Patterns · Euclidean Geometry
Finance

Risk Analyst

R450K – R900K/ year

Building credit scoring models, reporting on market risk exposure, and spending more time in spreadsheets than should be legally allowed.

Typical degrees
BSc Mathematical StatisticsBSc MathematicsBCom Quantitative Methods
SA employers hiring now
SARS · Reserve Bank · Standard Bank Risk · Absa Risk · Hollard
CAPS skills that feed this
Probability & Statistics · Financial Mathematics · Sequences & Series
Government

Statistician

R380K – R750K/ year

Analysing the national census, producing poverty statistics that appear in parliamentary debates, and explaining p-values to journalists who will misquote you.

Typical degrees
BSc Mathematical StatisticsBSc Statistics & Data Science
SA employers hiring now
Statistics South Africa · CSIR · MRC · National Department of Health · NRF
CAPS skills that feed this
Probability & Statistics · Data Handling · Functions & Graphs
Academia

Computational Scientist

R350K – R800K/ year

Running climate simulations on the CHPC supercomputer, publishing papers nobody will read until 20 years later when the findings matter enormously.

Typical degrees
BSc Computational & Applied MathematicsBSc Mathematics & Physics
SA employers hiring now
CSIR · SAWS · Wits · UCT · NRF
CAPS skills that feed this
Calculus · Linear Algebra · Differential Equations · Statistics
Engineering

Aerospace Modelling Specialist

R650K – R1400K/ year

Simulating the aerodynamics of an unmanned aerial vehicle, checking whether the wings will survive a 6g manoeuvre, and occasionally being the only person in the room who can answer the question.

Typical degrees
BSc Applied MathematicsBEng AeronauticalBSc Mathematics & Physics
SA employers hiring now
Denel · ARMSCOR · Thales SA · Boeing SA · Airbus suppliers
CAPS skills that feed this
Calculus · Trigonometry · Differential Equations · Vectors
Tech

Cryptography Specialist

R700K – R1600K/ year

Designing the elliptic curve parameters that protect South Africa's tax authority from nation-state attacks, and occasionally wondering if anyone else on the team actually knows modular arithmetic.

Typical degrees
BSc MathematicsBSc Mathematics & Computer Science
SA employers hiring now
SARS · Reserve Bank · CSIR · Standard Bank Cybersecurity · African Rainbow Capital
CAPS skills that feed this
Number Theory · Abstract Algebra · Probability · Functions
Finance

Quantitative Trader

R900K – R3500K/ year

Back-testing a mean-reversion strategy on JSE equities, arguing with the risk team about Sharpe ratios, and occasionally making more money in an afternoon than most people make in a year.

Typical degrees
BSc MathematicsBSc Applied MathematicsBSc Actuarial Science
SA employers hiring now
PSG Quant · Peregrine · Rand Merchant Bank · Coronation Quant Desk · SBG Securities
CAPS skills that feed this
Calculus · Probability & Statistics · Financial Mathematics · Linear Algebra
§03 · SALARY MATRIX

What maths-based careers actually pay in South Africa.

Each bar shows the salary range from entry level to senior. Sorted by earning potential. Every career on this list requires strong mathematics.

Career
R0R875KR1.75MR2.625MR3.5M
Math depth
Finance
Quantitative Trader
R900KR3500K
Postgrad
Actuarial
Actuary
R700KR2800K
Postgrad
Finance
Quantitative Analyst
R850KR2200K
Postgrad
Finance
Financial Engineer
R750KR1900K
Postgrad
Tech
Machine Learning Engineer
R700KR1800K
Postgrad
Tech
Cryptography Specialist
R700KR1600K
Postgrad
Engineering
Aerospace Modelling Specialist
R650KR1400K
Postgrad
Data & AI
Data Scientist
R600KR1400K
Degree
Tech
Software Engineer
R500KR1200K
Gr12
Finance
Risk Analyst
R450KR900K
Gr12
Academia
Computational Scientist
R350KR800K
Postgrad
Government
Statistician
R380KR750K
Gr12
Finance
Tech
Engineering
Data & AI
Actuarial
Government
Academia
Salaries in ZAR thousands per year · 2026 market data
§04 · BURSARY PIPELINE

Corporations will pay for your degree. If you qualify.

South African corporations spend millions every year funding mathematics and engineering degrees — and they cannot fill the seats. Your Grade 12 results are the entry criteria. Here are the doors they open.

ABSA
Up to R80K/yr
Degrees: BSc Mathematics, BSc Actuarial Science
Application window: April–June
Standard Bank STEM
Up to R90K/yr
Degrees: BSc Mathematics & Computer Science, BSc Applied Mathematics
Application window: March–May
Eskom
Full tuition + stipend
Degrees: BEng, BSc Applied Mathematics, BSc Physics
Application window: February–April
MTN Bursary Trust
Up to R70K/yr
Degrees: BSc Mathematics & Computer Science, BCom
Application window: May–July
Sasol
Full cost of study
Degrees: BSc Applied Mathematics, BSc Chemistry, BEng Chemical
Application window: March–June
Thales SA
Up to R120K/yr
Degrees: BEng Aeronautical, BSc Applied Mathematics, BSc Physics
Application window: April–August
§05 · QUALIFICATION MAP

Every CAPS topic is a door. Here is what it opens.

Grade 10
Key topics
Algebra & EquationsFunctions & GraphsFinancial MathsTrigonometry
Opens
Any mathematics-dependent degree qualification pathway
Essential building blocks for ALL careers listed
Grade 11
Key topics
Quadratic FunctionsTrigonometric IdentitiesEuclidean GeometryStatistics
Opens
BSc Statistics & Data Science
BSc Mathematics & Computer Science
BCom Quantitative Methods
Grade 12
Key topics
Differential CalculusIntegral CalculusNumber PatternsProbability
Opens
BSc Actuarial Science
BSc Applied Mathematics
BSc Computational & Applied Mathematics
BEng
University (Honours)
Key topics
Real AnalysisLinear AlgebraNumerical MethodsAbstract Algebra
Opens
Quantitative Analyst
Machine Learning Engineer
Financial Engineer
Research career
Postgraduate (Masters/PhD)
Key topics
Functional AnalysisStochastic CalculusCryptographyDifferential Geometry
Opens
Quantitative Trader
Cryptography Specialist
Academic Researcher
Global top-tier roles

Your Grade 12 results open or close these doors.
Know exactly where you stand.

The Continuum maps your current mastery to specific career pathways and tells you exactly which skills to develop and in what order — before the exam.