Q1 2026·Verified data
VUKA.
Section 9 · Decision Engine
30 careers, scored honestly out of 10
Each career is scored on five verified dimensions: Employment probability, Salary, Demand, Access (how easy to enter), and Inverse Risk. Final score is the weighted average.
Employment
Probability of finding a job
Salary
Entry + ceiling potential
Demand
Critical Skills List + employer surveys
Access
Cost, time, entry barriers
Inverse Risk
Lower volatility = higher
Sort by
| # | Career | Field | Emp | Sal | Dem | Acc | Risk | Score | Verdict | Maths gate? |
|---|---|---|---|---|---|---|---|---|---|---|
| 01 | AI / Machine Learning Engineer 3–5 yrs · R700K–R1M+ | ICT | 9 | 10 | 10 | 6 | 9 | 9.2 | STRONG YES | Pure Maths |
| 02 | Data Scientist 3–4 yrs · R364K–R470K | ICT | 9 | 9 | 10 | 7 | 9 | 9.0 | STRONG YES | Pure Maths |
| 03 | Specialist Doctor 10–14 yrs · R400K–R600K | Health | 10 | 10 | 9 | 2 | 10 | 8.9 | STRONG YES (long journey) | Pure Maths |
| 04 | Actuary 6–10 yrs · R470K+ | Finance | 9 | 10 | 9 | 4 | 9 | 8.8 | STRONG YES | Pure Maths |
| 05 | Cybersecurity Specialist 3–5 yrs · R350K–R600K | ICT | 9 | 8 | 9 | 6 | 9 | 8.4 | STRONG YES | Pure Maths |
| 06 | Electrical Engineer 4–6 yrs · R350K–R560K | Engineering | 9 | 8 | 9 | 5 | 9 | 8.3 | STRONG YES | Pure Maths |
| 07 | Civil Engineer 4–6 yrs · R350K–R500K | Engineering | 9 | 8 | 9 | 5 | 9 | 8.3 | STRONG YES | Pure Maths |
| 08 | Mechanical Engineer 4–6 yrs · R350K–R520K | Engineering | 9 | 8 | 9 | 5 | 9 | 8.3 | STRONG YES | Pure Maths |
| 09 | Doctor (GP) 7 yrs · R324K (svc) | Health | 10 | 7 | 9 | 3 | 10 | 8.3 | STRONG YES | Pure Maths |
| 10 | Software Engineer 3–4 yrs · R360K–R756K | ICT | 8 | 8 | 9 | 7 | 9 | 8.2 | STRONG YES | Pure Maths |
| 11 | Renewable Energy Engineer 4–5 yrs · R240K–R480K | Engineering | 8 | 7 | 10 | 5 | 9 | 8.1 | STRONG YES | Pure Maths |
| 12 | Electrical Artisan (TVET) 4–5 yrs · R180K–R350K | Trades | 8 | 6 | 9 | 8 | 8 | 7.8 | STRONG YES — best TVET pathway | Not required |
| 13 | Quantity Surveyor 4–6 yrs · R280K–R420K | Built Env. | 8 | 7 | 8 | 6 | 8 | 7.5 | YES | Pure Maths |
| 14 | Industrial Engineer 4–6 yrs · R350K–R450K | Engineering | 8 | 7 | 8 | 5 | 8 | 7.5 | STRONG YES | Pure Maths |
| 15 | Chartered Accountant CA(SA) 7 yrs · R300K–R420K | Finance | 8 | 7 | 8 | 4 | 8 | 7.4 | YES — long path, high certainty | Not required |
| 16 | Registered Nurse 3–4 yrs · R180K–R240K | Health | 8 | 5 | 8 | 8 | 8 | 7.2 | YES — accessible, strong demand | Not required |
| 17 | Financial Analyst 3–5 yrs · R300K–R470K | Finance | 7 | 7 | 7 | 6 | 7 | 6.9 | YES | Pure Maths |
| 18 | Teacher (STEM) 4–5 yrs · R200K–R350K | Education | 8 | 5 | 7 | 7 | 7 | 6.8 | YES — STEM only | Pure Maths |
| 19 | Supply Chain Manager 3–4 yrs · R200K–R350K | Business | 7 | 6 | 7 | 6 | 7 | 6.6 | YES — specialise | Not required |
| 20 | Environmental Scientist 4–5 yrs · R200K–R350K | Science | 7 | 6 | 7 | 6 | 7 | 6.6 | YES — growing | Pure Maths |
| 21 | Attorney (commercial) 6–8 yrs · R120K–R250K | Law | 7 | 6 | 6 | 4 | 6 | 6.1 | CONDITIONAL — top uni + commercial law | Not required |
| 22 | Digital Marketer 3–4 yrs · R150K–R250K | Marketing | 6 | 5 | 6 | 7 | 6 | 5.8 | CONDITIONAL — needs digital skills | Not required |
| 23 | HR Practitioner 3–4 yrs · R180K–R280K | HR | 6 | 5 | 5 | 6 | 6 | 5.5 | CONDITIONAL — competitive market | Not required |
| 24 | BCom Business General 3–4 yrs · R200K–R300K | Business | 6 | 5 | 5 | 6 | 5 | 5.4 | CONDITIONAL — must specialise | Not required |
| 25 | Teacher (Humanities) 4–5 yrs · R180K–R300K | Education | 6 | 4 | 5 | 7 | 5 | 5.2 | MODERATE RISK | Not required |
| 26 | Journalism (traditional media) 3–4 yrs · R120K–R200K | Media | 4 | 3 | 2 | 7 | 3 | 3.5 | HIGH RISK — sector contracting | Not required |
| 27 | General BA Humanities 3–4 yrs · R120K–R180K | Humanities | 4 | 2 | 2 | 7 | 3 | 3.2 | HIGH RISK — need clear plan | Not required |
| 28 | Social Sciences (general) 3–4 yrs · R120K–R180K | Humanities | 4 | 2 | 2 | 7 | 3 | 3.2 | HIGH RISK | Not required |
| 29 | Public Administration 3–4 yrs · R120K–R180K | Public Admin | 4 | 2 | 2 | 7 | 2 | 3.1 | HIGH RISK — govt hiring freeze | Not required |
| 30 | Political Science 3–4 yrs · R120K–R150K | Humanities | 3 | 2 | 2 | 7 | 2 | 2.8 | HIGH RISK — pair with law/postgrad | Not required |
Source: VUKA Decision Engine — composite of SAGEA 2025, Xpatweb 2025, DHET 2023, Stats SA QLFS, GTAC