AI / Machine Learning Engineer
BSc Computer Science / Data Science → Specialisation
- Duration
- 3–5 yrs
- Probability
- >85%
- Salary entry
- R700K–R1M+
- Peak salary
- R1.5M+
- Demand
- 🟢 Explosive
- Risk
- ✅ Low
Each pathway is mapped against employment probability, time investment, salary range and outlook to 2030. Green, yellow, red — based on verified outcomes data.
High-confidence pathways
75–95% employment probability. Critical national skills demand.
Plan-required pathways
Specialisation, internships and digital skills decide outcomes.
Caution pathways
Weakest employment outcomes — enter only with eyes open and a clear plan.
BSc Computer Science / Data Science → Specialisation
BSc Statistics / CS / Engineering + Python
BSc Actuarial Science → ASSA Professional Exams
BSc CS / BEng Software / Coding Bootcamp
BEng Civil → ECSA registration
BEng Electrical → ECSA registration
BEng Mechanical → ECSA registration
MBChB (6yr) → Community Service (1yr)
BCom Acc (3) → PGDA (1) → SAICA Articles (3)
BSc IT/CS + CISSP/CEH certifications
N3–N6 TVET Electrical → Trade Test (QCTO)
Diploma Nursing (3yr) or BCur (4yr) → SANC
BEng Electrical/Mechanical → RE specialisation / PV cert
BEng Industrial → ECSA
BSc/BQuantSurveying → ASAQS registration
BCom (3yr) — must specialise (Finance, Supply Chain, Analytics)
⚠ Specialise (Supply Chain, Analytics, FinTech) or face oversupply
LLB (4yr) → Candidate Attorney (2yr) → Admission
⚠ Top universities + commercial law required
BEd / PGCE → SACE registration
⚠ Govt-dependent; NSFAS funded
BCom Supply Chain / Logistics (3yr)
BCom Marketing / Comms + Google/Meta cert
⚠ Digital + analytics skills decide outcome
BCom HR / Industrial Psychology
BCom Finance + CFP certification
BSc Environmental Science → Honours
BA (3yr) — oversupplied; no clear demand
⚠ Pair with education/digital/data skills
BCom / BAdmin (3yr) — govt hiring freeze
⚠ Add postgrad policy / consulting pivot
BSW (4yr) → SACSSP registration
⚠ NGO sector / international orgs only
BA Politics (3yr) — no direct employer pipeline
⚠ Pair with law / journalism / policy postgrad
BA Journalism (3yr) — sector contracting
⚠ Digital content + multi-platform skills essential
BA Social Sciences (3yr)
⚠ Honours required; add coding/data literacy
Source: SAGEA 2025 · DHET 2023 · GTAC · Xpatweb 2025 · Stats SA QLFS · BDO Renewables 2025