Maths AA Exploration Ideas Examiner-ranked topics · 2026
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24 IB Maths AA Exploration ideas that score highly

Experienced IB examiners's pick of Maths AA Exploration topics for 2026 — sorted by maths area, each with the key technique and why it scores. The Exploration is a 12–20 page mathematical investigation, so these are topics and questions, not experiments. Choose one, then plan it in our examiner-written Maths AA Exploration frame.

What makes a Maths AA Exploration topic score? Three things together: genuine personal interest (the topic is visibly yours, not generic); a focused question narrow enough to investigate in depth across 12–20 pages; and room to develop sophisticated AA-level mathematics — calculus, algebra, functions, trigonometry, proof — that you carry out yourself with correct notation and critical reflection. The marks are not in describing a topic; they are in the mathematics you do with it. Every idea below is chosen to give you all three.

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CALCULUS IN THE REAL WORLD

Optimisation, volumes of revolution and modelling rates of change give you genuine, sophisticated AA calculus to carry out yourself.

1 · Optimising the dimensions of a drinks can to minimise material for a fixed volume.

Maths area: differential calculus · Key technique: optimisation (minimise surface area subject to a volume constraint)

A clean optimisation: form the cost/area function, differentiate, find and justify the minimum, then compare your "ideal" can to real cans — the gap (lids, seams, branding) drives genuine reflection.

∫ calculusoptimisationmodelling

2 · Modelling the volume of a wine bottle (or vase) by rotating a curve and integrating.

Maths area: integral calculus · Key technique: volume of revolution (∫πy² dx) on a fitted curve

Photograph a real object, fit a function to its profile, then integrate to predict its volume and check against the true capacity — a personal, measurable test of your model.

∫ calculusvolume of revolutionmodelling

3 · How does a cup of coffee cool? Modelling temperature with Newton's law of cooling.

Maths area: differential equations / exponentials · Key technique: first-order DE, exponential model fitted to data

Collect your own cooling data, derive and solve the differential equation, fit the exponential constant and reflect on where the model breaks down (ambient changes, stirring) — calculus you genuinely own.

∫ calculusdifferential equationsmodelling

ALGEBRA, SEQUENCES & PROOF

Series, recurrence and genuine proof are exactly the rigour the Use of mathematics criterion rewards at the top band.

4 · Proving and exploring the convergence of an infinite series behind a familiar constant.

Maths area: sequences & series · Key technique: convergence, partial sums, rate of convergence (e.g. a series for π or e)

Investigate how fast a chosen series converges, prove a result about its sum, and compare competing series — real analysis-flavoured rigour that shows command well above quoting a formula.

proofseries∫ calculus

5 · How quickly does a continued fraction converge to the golden ratio?

Maths area: recurrence & algebra · Key technique: recurrence relations, limits, induction

Derive the recurrence, prove the limit, and link it to Fibonacci ratios — a tightly focused question with proof, sequences and a satisfying convergence story to reflect on.

proofrecurrencesequences

6 · A proof you find beautiful: exploring and extending the proof of Pythagoras (or irrationality of √2).

Maths area: proof & number · Key technique: proof by contradiction, generalisation

Take a classic proof, present it rigorously in your own words, then push it — generalise, find a second proof, or test where the argument fails — turning a known result into a genuine investigation.

proofnumber theory

7 · Modelling compound growth: how does the frequency of compounding approach continuous interest?

Maths area: sequences & limits · Key technique: limits, the definition of e, geometric reasoning

Build the sequence (1 + r/n)ⁿ from a real savings question and show it converges to eʳ — a personal finance hook that lands on a genuine limit and the number e.

limitssequencesmodelling

Ready to investigate it properly?

The Maths AA Exploration frame walks you through every criterion — and the paid unlock helps you build the mathematics, communication and critical reflection into one export-ready document.

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GEOMETRY, TRIGONOMETRY & MODELLING CURVES

Fitting functions and trig models to real curves and cycles gives precise, testable mathematics you can graph and evaluate.

8 · Modelling a suspension cable: parabola versus catenary y = a·cosh(x/a).

Maths area: functions & calculus · Key technique: curve-fitting, hyperbolic functions, residual comparison

Hang a chain, measure its shape, and decide whether a parabola or the catenary fits better and why — two competing models, real data, and a clean reflection on which assumptions matter.

modellingfunctions∫ calculus

9 · Using trigonometric functions to model the hours of daylight across a year.

Maths area: trigonometry · Key technique: sinusoidal modelling, amplitude/period/phase, regression

Fit a sine model to daylight data for your own city, test it against a second latitude, and reflect on where the simple sinusoid fails — a focused, data-anchored trig investigation.

trigonometrymodellingregression

10 · The mathematics of a parabolic dish (or whispering gallery): why the focus works.

Maths area: conics & geometry · Key technique: reflective property of conics, coordinate geometry, tangents

Prove the focusing property of a parabola or ellipse from its equation and tangents, then connect it to a satellite dish or whispering gallery you find interesting — proof grounded in a real object.

proofgeometrymodelling

11 · Modelling a roller-coaster (or ski-jump) profile with piecewise smooth functions.

Maths area: functions & calculus · Key technique: piecewise functions, continuity and differentiability conditions

Design a track that is continuous and smooth at every join by matching values and derivatives — genuine calculus constraints, with a strong personal-design angle to reflect on.

∫ calculusfunctionsmodelling

PROBABILITY & STATISTICS

Conditional probability, distributions and regression let you build models and test them — rich material for reflection on assumptions.

12 · Why does the Monty Hall problem feel wrong? A conditional-probability exploration.

Maths area: probability · Key technique: conditional probability, Bayes' reasoning, simulation check

Work the probabilities rigorously, generalise to n doors, and back the theory with your own simulation — a famous puzzle turned into a focused, self-driven investigation.

probabilityproofmodelling

13 · Does the birthday problem hold up? Probability theory versus a real class.

Maths area: probability · Key technique: complementary counting, approximations, comparison to data

Derive the shared-birthday probability, approximate it, then test it against real groups and reflect on the gap — accessible to set up but rich enough to develop carefully.

probabilitymodelling

14 · Modelling rare events with the Poisson distribution (e.g. goals, buses, or texts per hour).

Maths area: statistics · Key technique: Poisson modelling, goodness-of-fit (χ²), parameter estimation

Collect your own count data, fit a Poisson model, and test the fit with χ² — a genuine statistical investigation that reflects honestly on whether the assumptions hold.

statisticsregressionmodelling

15 · How well does a normal distribution model real heights, reaction times or exam marks?

Maths area: statistics · Key technique: normal modelling, standardisation, goodness-of-fit testing

Gather your own sample, standardise it, and test normality rather than assuming it — the critical evaluation of fit is exactly what the Reflection criterion rewards.

statisticsmodelling

Found your question?

The examiner-written Maths AA Exploration frame takes you through every criterion with the rubric, worked examples and the traps that cost marks. Planning your topic and question is free — unlock the full frame to develop the mathematics, communication and reflection.

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MATHS IN SPORT, MUSIC, ART & FINANCE

A personal passion is the surest route to genuine engagement — provided you build real AA mathematics on top of it.

16 · Optimising the angle of a basketball free throw (or football free kick).

Maths area: calculus & mechanics-style modelling · Key technique: projectile equations, optimisation of the launch angle

Derive the trajectory, optimise the angle for a given release height and speed, and compare to your own measured shots — calculus and a sport you care about, with honest reflection on air resistance.

∫ calculusoptimisationmodelling

17 · The mathematics of musical tuning: equal temperament and the frequencies of a scale.

Maths area: exponentials & logs · Key technique: geometric sequences, the twelfth root of two, comparison to just intonation

Show why equal temperament uses ¹²√2, compare the resulting frequencies to pure ratios, and reflect on the compromise — a focused, original take if you play an instrument.

sequencesmodellingproof

18 · Tessellations and transformations: the geometry behind an Islamic or Escher-style pattern.

Maths area: geometry & transformations · Key technique: symmetry groups, matrices/transformations, tiling constraints

Reconstruct a real pattern from transformations, prove why only certain tilings are possible, and design your own — geometry with a strong artistic, personal hook.

geometryproofmodelling

19 · Pricing a fair bet or insurance premium with expected value.

Maths area: probability & finance · Key technique: expected value, probability distributions, break-even analysis

Model a real game, lottery or premium, compute the expected value and the house edge, and reflect on risk versus return — a focused finance question with genuine probability behind it.

probabilitymodelling

20 · How fair is a ranking? Modelling a league or tournament with matrices.

Maths area: matrices & algebra · Key technique: matrix methods, eigenvector-style ranking, iteration

Build a results matrix for a sport you follow, derive a ranking, and reflect on what the model rewards and ignores — a personal, data-rich algebra investigation.

matricesmodelling

21 · The geometry of a perfect penalty zone: optimising shot placement.

Maths area: trigonometry & optimisation · Key technique: angles subtended, optimisation, geometric modelling

Model the angle a goal subtends from different positions and optimise it — a tightly focused, original sports-geometry question with real trig and calculus to develop.

trigonometryoptimisationmodelling

22 · Fractals and self-similarity: measuring the dimension of a coastline or fern.

Maths area: logs & geometry · Key technique: box-counting, logarithmic regression, fractal dimension

Estimate a fractal dimension from your own measurements using a log–log plot, and reflect on what "dimension" really means — visually striking and genuinely investigative.

regressiongeometrymodelling

23 · Modelling the spread of a trend (or rumour) with the logistic function.

Maths area: calculus · Key technique: logistic differential equation, curve-fitting, inflection point

Derive the logistic model, fit it to real adoption data you gather, locate the inflection point with calculus, and reflect on the carrying-capacity assumption.

∫ calculusdifferential equationsmodelling

24 · The mathematics of a spiral: modelling a shell, sunflower or galaxy with logarithmic spirals.

Maths area: functions & polar coordinates · Key technique: logarithmic/Fibonacci spirals, polar equations, curve-fitting

Fit a logarithmic spiral to a real photograph in polar form, test the fit, and connect it to the golden angle — an original, beautiful topic with genuine functions and reflection.

functionsmodellinggeometry

From a topic to a top-band Exploration

A topic is the easy part — the marks are in how you investigate it. The Exploration is scored out of 20 across five criteria: A Presentation /4, B Mathematical communication /4, C Personal engagement /3, D Reflection /3 and E Use of mathematics /6. Whichever topic you pick, the same moves win: a focused question you genuinely care about, sophisticated AA-level mathematics (calculus, algebra, functions, trig, proof) that you carry out yourself, correct notation with defined variables and labelled graphs, and critical reflection on assumptions, limitations and extensions — not just restating the answer.

Build your chosen topic into a full Exploration

The examiner-written Maths AA Exploration frame takes you through every section with the rubric, worked examples and the traps that cost marks. Planning your topic and question is free — unlock the full Exploration frame (the mathematics, communication and reflection) to finish the whole IA and export it to Word or PDF.

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Maths AA Exploration ideas — FAQ

What makes a good IB Maths AA Exploration topic?

Genuine personal interest, a focused question narrow enough to investigate in depth, and room to develop sophisticated AA-level mathematics — calculus, algebra, functions, trigonometry or proof — that you carry out yourself with correct notation. Avoid topics you can only describe or that simply quote a known result; choose one you can genuinely investigate.

How personal and focused should my Exploration be?

Very. Personal engagement and reflection carry a real share of the marks, so the topic should be visibly yours — a hobby, a puzzle, something from sport, music, art or finance — and the question should be narrow enough that 12–20 pages can explore it properly. A focused question you care about beats a broad, generic one every time.

Can I just copy one of these topics?

Use them as a launchpad, but make the Exploration your own: narrow the research question to something you care about, bring your own data or context, and do the mathematics yourself rather than quoting results. That ownership is exactly what Personal engagement, Use of mathematics and Reflection reward.

How much and what level of mathematics do I need?

Mathematics that is relevant, correct and commensurate with the Analysis & Approaches course or beyond — for top marks, sophisticated or rigorous: genuine calculus, algebra and sequences, functions, trigonometric modelling, probability and statistics, or a real proof. Build it section by section in the free Maths AA Exploration frame — focused question, mathematics, communication and critical reflection.

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