📉Curriculum & Skills

Statistics · Uncertainty made usable — design, inference and the ethics of claiming a pattern is real.

A statistics curriculum is a sequence, not a shopping list. Early courses build shared vocabulary; middle years introduce methods; the final stretch demands a project that can fail in public.

Elective freedom varies: some systems lock professional accreditation hours; others allow wide minors. The courses below are the common spine, not every university's catalogue.

Core courses

Probability

1–2

Probability trains the habits statistics depends on — not trivia for exams, but reusable technique for later studios, labs or clinics.

Inference

1–2

Inference trains the habits statistics depends on — not trivia for exams, but reusable technique for later studios, labs or clinics.

Regression

1–2

Regression trains the habits statistics depends on — not trivia for exams, but reusable technique for later studios, labs or clinics.

Experimental design

2–3

Experimental design trains the habits statistics depends on — not trivia for exams, but reusable technique for later studios, labs or clinics.

Bayesian methods

2–3

Bayesian methods trains the habits statistics depends on — not trivia for exams, but reusable technique for later studios, labs or clinics.

Computational stats

2–3

Computational stats trains the habits statistics depends on — not trivia for exams, but reusable technique for later studios, labs or clinics.

Survey sampling

3–4

Survey sampling trains the habits statistics depends on — not trivia for exams, but reusable technique for later studios, labs or clinics.

Time series

3–4

Time series trains the habits statistics depends on — not trivia for exams, but reusable technique for later studios, labs or clinics.

Common tracks

Biostatistics

A biostatistics emphasis usually appears after foundations, when students choose seminars, labs or studios that deepen one problem family inside statistics.

Official statistics

A official statistics emphasis usually appears after foundations, when students choose seminars, labs or studios that deepen one problem family inside statistics.

ML/stats

A ml/stats emphasis usually appears after foundations, when students choose seminars, labs or studios that deepen one problem family inside statistics.

Econometrics

A econometrics emphasis usually appears after foundations, when students choose seminars, labs or studios that deepen one problem family inside statistics.

Skill map

949086828078
Inference
94
Experimental design
90
Coding (R/Python)
86
Communicating uncertainty
82
Data cleaning
80
Ethics
78

Inference

Inference is practised weekly in statistics programmes; the percentage is relative strength among skills on this page, not a grade.

Experimental design

Experimental design is practised weekly in statistics programmes; the percentage is relative strength among skills on this page, not a grade.

Coding (R/Python)

Coding (R/Python) is practised weekly in statistics programmes; the percentage is relative strength among skills on this page, not a grade.

Communicating uncertainty

Communicating uncertainty is practised weekly in statistics programmes; the percentage is relative strength among skills on this page, not a grade.

Data cleaning

Data cleaning is practised weekly in statistics programmes; the percentage is relative strength among skills on this page, not a grade.

Ethics

Ethics is practised weekly in statistics programmes; the percentage is relative strength among skills on this page, not a grade.

How you learn

Lectures & readings

Large-group framing plus primary texts or problem sets that define the week's vocabulary.

Labs / studios / clinics

Supervised practice where mistakes are expected and feedback is specific.

Seminars

Small-group argument; silence is expensive because the group notices.

Capstone / thesis

A public synthesis — defence, exhibition, clinic portfolio or engineered prototype.

Treat the catalogue as a map of practised skills, not a brand promise. The department that grades hard and returns work fast usually teaches more than the one that advertises prestige alone.

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