Data scientist
IndustryData scientist is a common outcome cluster for statistics graduates when industry fits their elective and placement choices.
Outcomes scatter. The honest pitch for statistics is a cluster of roles and a ladder, not a single job title with a salary guarantee.
Where Tool-Lifes has a matching profession page, links are provided. Otherwise the role is still named so you can research it elsewhere.
Where graduates go
Economist
EconometricsEconomist is a common outcome cluster for statistics graduates when econometrics fits their elective and placement choices.
Physician
Clinical trials pathPhysician is a common outcome cluster for statistics graduates when clinical trials path fits their elective and placement choices.
Mathematician
TheoryMathematician is a common outcome cluster for statistics graduates when theory fits their elective and placement choices.
Biostatistician
HealthBiostatistician is a common outcome cluster for statistics graduates when health fits their elective and placement choices.
Actuary
InsuranceActuary is a common outcome cluster for statistics graduates when insurance fits their elective and placement choices.
Survey methodologist
Official statsSurvey methodologist is a common outcome cluster for statistics graduates when official stats fits their elective and placement choices.
Policy analyst
GovernmentPolicy analyst is a common outcome cluster for statistics graduates when government fits their elective and placement choices.
A typical ladder
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1
Foundation years
0–2Build vocabulary and habits; seek near-peer tutoring before gaps compound.
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2
Methods & electives
2–3Choose a track; collect artefacts (code, essays, clinics, portfolios) employers can inspect.
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3
Capstone / placement
3–4+Public synthesis under supervision; convert into references and a coherent story.
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4
Early career
0–3 postJunior roles, rotations or graduate schemes; learning speed matters more than title.
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5
Independent practice
3–10+Licensure, senior ownership or founding — field-dependent gates apply.
Adjacent paths
Teaching the subject
School or tutoring paths for those who can explain foundations clearly.
Research assistantships
Bridge to postgraduate study when labs or archives have funding.
Policy & communication
Translate the field for ministries, NGOs or newsrooms.
Entrepreneurial builds
Products or services that package a practised skill for a paying niche.
How to prepare
Practise the entry craft
Problem sets, portfolios, essays or auditions that mirror first-year reality — not only entrance exams.
Read one primary source weekly
Papers, codes, cases or scores beat summary channels for real vocabulary.
Shadow for a day
A clinic, newsroom, studio or site visit reveals hours and hierarchy better than brochures.
Check accreditation
If you need a licence later, confirm the programme is recognised where you intend to practise.
A major is a training path. A job is a labour-market role. Keep both maps open and update them yearly.
Keep exploring
More in STEM & Engineering
💻
Computer Science
Algorithms, systems and software — how machines are made to reason, store and communicate.
Employability 94 ⚡Electrical Engineering
Circuits, fields and signals — powering, sensing and communicating the physical world.
Employability 88 🔧Mechanical Engineering
Forces, materials and machines — designing things that move, bear load and last.
Employability 86 🌉Civil Engineering
Infrastructure that societies stand on — bridges, water, roads, cities and codes.
Employability 84 ⚗️Chemical Engineering
Turning reactions into plants — scale, safety and efficiency from molecule to factory.
Employability 82 🛰️Aerospace Engineering
Flight in air and vacuum — structures, propulsion, guidance and certification.
Employability 76 📊Data Science
Statistics, computing and domain sense — turning messy data into decisions that hold up.
Employability 92 🧮Mathematics
Proof, structure and abstraction — the language that other sciences borrow.
Employability 70 ⚛️Physics
Matter, energy, space and time — from lab benches to the edge of the observable.
Employability 68 🧪Chemistry
Molecules and reactions — how substances change, bind and are made safely.
Employability 72