Augment Education
    • Question bank
    • Quick fire
    • Worksheets
    • Flashcards
    • Notes
    • Try a quick-fire round
    • All features
    • Business
    • Digital Society
    • Economics
    • Geography
    • Global Politics
    • History
    • Philosophy
    • Psychology
    • Anthropology
    • World Religions
    • Biology
    • Chemistry
    • Physics
    • Computer Science
    • Design Technology
    • ESS
    • SEHS
    • Language and literature
    • Language acquisition
    • Maths AA
    • Maths AI
    • Dance
    • Film
    • Music
    • Theatre
    • Visual Arts
    • Grade calculator
    • Grade boundaries
    • Subject checker
    • Focus timer
    • Exam countdown
    • All free tools
    • IB guide
    • All subjects
  • Blog

Search

Search subjects, the syllabus, glossary terms, the booklets, the IB guide, help and the blog

Log inStart free
augment

Augment Education

IB Diploma revision built around the syllabus.

contact@augment-education.com

Product

  • Features
  • Question bank
  • Quick fire
  • Worksheets
  • Flashcards
  • Notes
  • Subjects
  • What's new

Learn

  • IB guide
  • Booklets, explained
  • Glossary
  • Blog
  • Free tools
  • Grade calculator
  • Subject checker

Company

  • About
  • Help
  • For parents
  • For teachers
  • Comparisons

Subjects

  • English A Lit
  • English A Lang & Lit
  • Chinese A Lit
  • Chinese A Lang & Lit
  • Spanish A Lit
  • Spanish A Lang & Lit
  • English Lit & Perf
  • Spanish Lit & Perf
  • English B
  • Mandarin B
  • Spanish B
  • English ab initio
  • Mandarin ab initio
  • Spanish ab initio
  • Business
  • Digital Society
  • Economics
  • Geography
  • Global Politics
  • History
  • Philosophy
  • Psychology
  • Anthropology
  • World Religions
  • Biology
  • Chemistry
  • Physics
  • Computer Science
  • Design Technology
  • ESS
  • SEHS
  • Maths AA
  • Maths AI
  • Dance
  • Film
  • Music
  • Theatre
  • Visual Arts

Augment Education is developed independently of the International Baccalaureate Organization and is not endorsed by it. “IB” and “International Baccalaureate” are its trademarks.

© 2026 Augment Education. All rights reserved.

  • Privacy
  • Terms
  1. Subjects
  2. Maths AI
  3. Paper 2: extended-response questions

Paper 2: extended-response questions

Work through long contextual Paper 2 questions part by part, use "hence" and given answers to keep going after a lost part, and interpret every result in its context.

  • IB Mathematics: Applications and Interpretation
  • Exam skills
  • SL and HL

16 min readLast reviewed 15 Oct 2026

Introduction

Paper 2 is a set of compulsory extended-response questions. Each question follows one real-world context through many parts, and the parts build on one another: a value found early is used later, a model fitted in one part is tested or applied in the next, and the final parts ask what the results mean. Paper 1 covers the breadth of the course; Paper 2 assesses it in depth, with reasoning sustained across a long question.

The skills that matter most are therefore about the structure of a question as well as technique. They include reading a long stem that adds information as it goes, seeing how the parts connect, using "hence" and given answers, recovering when one part goes wrong, and writing interpretations that earn their reasoning marks. The GDC is available throughout, as on every paper of the course.

Key concept: Modelling. Most Paper 2 questions follow the modelling cycle in miniature: a real situation is described, a model is fitted or given, the model is used to predict, and the final parts test whether the predictions make sense. Seeing a question as one model being built, used and criticised makes the order of its parts predictable.

How a Paper 2 question is built

In the SL Paper 2s of 2021 and 2022, every paper had five questions worth between 13 and 20 marks each. HL Paper 2 has about seven questions of 12 to 21 marks, and its opening questions are often shared with SL. Each question has 5 to 10 parts, usually on one context, and mixes two to four subtopics. A single question on daylight hours, for example, moved from a scatter diagram to a criticism of a quadratic model, then to a sinusoidal model and its parameters, then to solving an equation with the model and finally to a percentage error.

Questions follow an incline of difficulty. The first parts are routine (write down a value from a graph, calculate a mean, find a regression line), the middle parts apply the course's techniques to the context, and the last parts need more thought: an optimisation, an interpretation, a criticism of the model, or a calculation that combines several earlier results. The last two or three parts of each question are where the highest grades are decided.

Stage of a question

Typical command terms

What the marks reward

Opening parts

write down, calculate, find

Reading values correctly; a routine GDC calculation

Middle parts

find, show that, hence, use … to

Applying a model; setting up equations, integrals or tests

Final parts

hence, determine, justify, explain, comment, interpret

Combining results; reasoning; interpretation in context; criticism of the model

The range of topics on Paper 2 can be narrower than on Paper 1, but individual questions can draw on more than one topic. Statistics, sequences and finance, functions and modelling, trigonometry and calculus all appear as main themes, and they are often combined: a probability question with an expected-profit calculation, or a trigonometry question that ends with a rate of change.

Exam tip

Allow about 1.1 minutes per mark at both levels, so a 16-mark question has a budget of about 18 minutes. Note the time at the start of each question. If one question has taken 25 minutes, finish the part you are on, move to the next question and return later; the opening parts of the next question are usually the cheapest marks left on the paper.

Reading a long stem

A Paper 2 stem is often several paragraphs long, and it does not give all its information at the start. New information appears between parts, introduced by sentences such as "The company decides to change its price" or "Further data are collected". That new information applies to the parts that follow it, not to the earlier ones. Many lost marks come from using a value from the wrong stage of the question or from missing a condition stated halfway through.

Reading the stem actively prevents most of these errors. Underline each quantity with its units, write the variable names the question uses, and note any domain or condition ("for t≥0t≥0", "until the tank is empty", "the first year of the model"). When a diagram is given, add values to it as they are found. When new information arrives mid-question, draw a line across the page so that the change is visible.

Tip

Use the question's own variables throughout. If the stem defines hh as the height in metres and tt as the time in minutes, every equation should use hh and tt. Writing yy and xx because the GDC does is a common cause of lost marks for equations and regression lines.

Mapping the parts

Before answering, it helps to spend 30 seconds seeing which parts depend on which. A quick map such as "(c) uses (b); (e) uses the model from (d); (f) is separate" shows where an early error would spread and where a given answer allows a fresh start. It also shows which later parts can be answered even if an earlier one fails. Parts that open with "hence" or "use your answer to" depend on an earlier result; parts that introduce new information often stand alone.

Following the structure of a question

A long question is designed as a path. Each part usually gives exactly what the next one needs, and an approach that ignores the path is almost always longer and riskier. Questions signal the path in several ways.

  • "Hence" means the previous result must be used. An answer reached by a different method may earn nothing.

  • "Hence or otherwise" suggests the previous result, but any correct method is credited.

  • "Use your answer to part (b) to …" is a direct instruction, marked like "hence".

  • A value given in the question ("it can be shown that k=0.032k=0.032", or the answer to a "show that") is to be used in the parts that follow, even if your own value was different.

Common mistake

Starting a "hence" part from scratch. If part (b) found V′(x)V′(x) and part (c) says "hence find the price that maximises the revenue", the expected method is to solve V′(x)=0V′(x)=0 using part (b). Reading the maximum off a graph instead ignores the instruction, and when the command term is "hence" alone, a method that does not use the earlier result can score zero.

The structure also tells you when a result should be simple. If part (a) asks for the value of a parameter and part (b) uses it, a surprising value in (a) is a warning sign. Checking the size of an answer against the context (a price of $7.50 for renting a bicycle is plausible; $750 is not) catches errors before they travel through the rest of the question.

Re-entering after a lost part

Being stuck on one part of a 16-mark question does not mean losing the rest. Paper 2 is written so that a candidate who cannot do one part can usually still do the next, and the marking supports this in two ways: given answers and follow-through.

Given answers and "show that"

When a part says "show that the angle is 44.0°, correct to three significant figures", the answer is printed in the question so that everyone can use it later. If the "show that" cannot be done, skip it and use the given value in the following parts. Those later parts are marked as normal, so a candidate who scores nothing on the "show that" can still earn every later mark.

Worked example

A triangular garden bed has sides of 7 m, 8 m and 10 m. The angle between the 8 m and 10 m sides is θθ.

(a) Show that θ=44.0°θ=44.0°, correct to three significant figures. [3]

(b) Find the area of the garden bed. [2]

Show the solution

(a) The 7 m side is opposite θθ, so the cosine rule gives

cos⁡θ=82+102−722×8×10=115160cosθ=2×8×1082+102−72​=160115​

M1A1

θ=44.0486…°=44.0° (3 s.f.)θ=44.0486…°=44.0° (3 s.f.)

A1 (the unrounded value must be seen), AG

(b) Using the area of a triangle, 12absin⁡C21​absinC:

area=12×8×10×sin⁡44.0486…°=27.8 m2 (27.8107…)area=21​×8×10×sin44.0486…°=27.8 m2 (27.8107…)

M1A1

A candidate who could not do part (a) uses the given value instead: 12×8×10×sin⁡44.0°=27.79…≈27.8 m221​×8×10×sin44.0°=27.79…≈27.8 m2, which earns both marks in part (b).

Two points about "show that" parts are easy to miss. First, the given answer must be reached by working forwards from the information in the question; substituting θ=44.0°θ=44.0° into the cosine rule and checking that the sides come out right earns nothing. Second, when the given value is rounded, a more accurate value (here 44.0486…) must appear before the rounded one, to show the result was calculated and not copied.

Follow-through

The second safety net is follow-through. If part (c) is wrong, part (d) is marked using the candidate's own answer to (c), and correct working from that wrong value earns the marks in (d).

Definition

Follow-through: a marking rule under which a wrong answer from an earlier part is accepted as a starting value, so that correct working using it in later parts can still earn marks.

In markschemes the abbreviation FT marks the answers to which the rule applies.

Follow-through only works when the examiner can see what was used. A wrong regression equation followed by a prediction with no working gives the examiner no way to check that the prediction came from that equation, so the follow-through mark cannot be given. Markschemes often add limits, such as "do not FT if working is not shown" or no follow-through when the earlier error makes the later part much simpler or leads to an impossible value (a probability above 1, a negative length).

Worked example

The regression line of RR on TT is R=13.3T+54.6R=13.3T+54.6 and part (d) asks for the predicted value of RR when T=22T=22. A candidate wrote R=15.3T+54.6R=15.3T+54.6 in part (c). Explain how part (d) is marked if the candidate writes

  1. R=15.3×22+54.6=391R=15.3×22+54.6=391;

  2. R=391R=391 only.

Show the solution

The markscheme for (d) is: substitution of 22 into their equation (M1), the answer A1FT.

  1. The substitution is shown and the arithmetic is correct for the candidate's equation, so both marks are awarded as follow-through: M1A1FT. The error was penalised once, in part (c).

  2. The answer 391 is wrong for the correct equation, and without working the examiner cannot see that it came from the candidate's equation. The method mark is bracketed, so it could only have been implied by a correct answer: 0 marks.

The single line of working in answer 1 is what allows the follow-through marks to be awarded.

Interpreting results in context

The last parts of a Paper 2 question often ask what a result means. The command terms are interpret, comment, explain and justify, and the marks are usually a reasoning mark (R1) for a valid reason and an answer mark (A1) for the conclusion. A conclusion with no valid reason earns nothing, because markschemes routinely say "do not award R0A1".

An interpretation in context names the real quantities, gives units and refers to the situation. "The gradient is 13.3" only states a value, and "as the temperature increases, the rentals increase" describes only the sign. A full interpretation of the gradient of R=13.3T+54.6R=13.3T+54.6 is: each additional degree Celsius of maximum temperature is associated with about 13 more bicycle rentals per day.

Weak answer

Why it fails

Stronger answer

"The model is not good."

No reason

"The model predicts a negative number of rentals when x>15x>15, which is impossible."

"The sample is too small."

Vague; not linked to the question

"Only 8 days were recorded, all between 12 °C and 31 °C, so a prediction at 38 °C is outside the data."

"There is strong correlation."

Strength without direction or context

"r=0.998r=0.998 shows a strong positive linear correlation between temperature and daily rentals."

"The y-intercept is 54.6."

States, does not interpret

"At 0 °C the model predicts about 55 rentals, but 0 °C is outside the data, so this has little meaning."

Criticising a model is part of interpretation. Good criticisms point to a specific feature: a prediction that becomes impossible (negative, larger than the population, beyond 100%), a pattern that does not continue (daylight hours repeat each year, a quadratic does not), extrapolation outside the data, or an assumption that the context breaks. Vague comments such as "real life is more complicated" are not accepted.

Common mistake

Interpreting correlation as cause. A strong correlation between temperature and rentals shows the two vary together; it does not show that the temperature is the reason. Answers that say "the warm weather causes more rentals" are not supported by rr alone, so a causal claim is not a valid interpretation of a correlation coefficient.

A full Paper 2 question

The question that follows is written in the style of SL Paper 2. It moves from statistics to a model of revenue, with a "show that" in the middle to allow re-entry and a "hence" that sets the method. The data are hypothetical.

Day

1

2

3

4

5

6

7

8

Maximum temperature TT (°C)

12

15

17

20

23

25

28

31

Bicycles rented RR

210

260

275

330

365

390

420

470

Exam tip

A bicycle-hire company records the maximum temperature, TT °C, and the number of bicycles rented, RR, on eight days, given in the table of temperatures and rentals.

(a) Find the value of Pearson's product-moment correlation coefficient, rr. [2]

(b) Interpret your value of rr in context. [2]

(c) Find the equation of the regression line of RR on TT. [2]

(d) Use your equation to estimate the number of bicycles rented on a day with a maximum temperature of 22 °C. [2]

(e) Explain why it may not be valid to use your equation for a day with a maximum temperature of 38 °C. [1]

The company finds that, on a typical day, the number of rentals NN is related to the price xx dollars of one rental by N=600−40xN=600−40x. The daily revenue is VV dollars.

(f) Show that V=600x−40x2V=600x−40x2. [1]

(g) Find dVdxdxdV​. [2]

(h) Hence find the price that maximises the daily revenue. [2]

(i) Find the maximum daily revenue. [1]

(j) State one reason why the model for NN cannot be valid for all positive values of xx. [1]

Show the markscheme

(a) r=0.998r=0.998 (0.997685…)(0.997685…) A2

(b) strong A1 positive (linear) correlation between maximum temperature and number of rentals A1

(c) R=13.3T+54.6R=13.3T+54.6 (R=13.3498…T+54.6459…)(R=13.3498…T+54.6459…) A1A1

Note: Award A1 for each coefficient. Award at most A1A0 if the answer is not an equation or uses xx and yy.

(d) R=13.3498…×22+54.6459…R=13.3498…×22+54.6459… (M1)

348348 bicycles (348.343…)(348.343…) A1FT

Note: Accept 347 from the use of 3 s.f. coefficients.

(e) 38 °C is outside the range of the data (12 °C to 31 °C), so this would be extrapolation R1

(f) V=xN=x(600−40x)=600x−40x2V=xN=x(600−40x)=600x−40x2 M1AG

(g) dVdx=600−80xdxdV​=600−80x A1A1

(h) 600−80x=0600−80x=0 M1

x=7.5x=7.5, so a price of $7.50 A1

(i) V=600(7.5)−40(7.5)2=$2250V=600(7.5)−40(7.5)2=$2250 A1

(j) when x>15x>15, NN is negative, which is impossible R1

Total [16]

Several features of the markscheme are typical. In part (c) each coefficient earns its own mark, and an answer written with xx and yy loses one. Part (d) is marked A1FT, so a candidate with a wrong line in (c) can still earn both marks in (d) by substituting into it. Part (f) is a one-mark "show that" whose main purpose is to give everyone the revenue function for (g) to (i). In part (h) "hence" fixes the method: the mark is for setting the derivative from (g) equal to zero, not for reading the maximum off a graph.

Exam tip

For "Explain why it may not be valid …" questions about a regression line, examiners look for a reason tied to the data: extrapolation beyond the range of the data, a prediction of the wrong variable (using the line of RR on TT to predict TT), or a weak correlation. A general remark about sample size, with no link to the question, does not earn the mark.

Common mistakes on Paper 2

Common mistake

Using a value from the wrong stage of the question. When the stem changes a condition mid-question ("the company now increases its price", "the second container is filled to 1 metre"), the new information applies only from that point. Rereading the stem from the start of the current part, not from the start of the question, avoids this.

Premature rounding is one of the most frequently reported causes of lost marks on Paper 2, because values travel through so many parts. A value from part (b), rounded to 3 significant figures and then used in parts (d), (f) and (h), can drift far enough to cost the final accuracy marks. Store each value in the GDC at full accuracy and recall it when needed; write the 3 s.f. value on the page, but calculate with the stored one.

Common mistake

Writing an interpretation that only restates the number. "The p-value is 0.03, which is less than 0.05" is a comparison, not a conclusion. The conclusion must say what the result means for the question: "there is sufficient evidence at the 5% level that the mean waiting time has decreased". Every interpretation needs the context words of the question.

The final common loss is leaving later parts blank after an earlier failure. A part that uses a given answer, a "show that" result or a new piece of information in the stem can usually be done even when everything before it went wrong.

Exam tips for Paper 2

Exam tip

Read the whole of each question before starting it. The later parts often show what an earlier part is for, which helps choose the right method and the right accuracy. A part (e) that asks you to compare two models, for example, tells you to keep the R2R2 or rr value from part (b).

Write each part's answer clearly, with its label, and keep the working for one part together. When an answer from an earlier part is reused, quote it with its label, as in "using θ=44.0486…°θ=44.0486…° from (a)". This makes follow-through easy to award and shows the examiner exactly where each value came from.

Tip

Improve your notes: Choose three recent Paper 2 questions and draw a dependency map for each: one box per part, an arrow from every part whose result is used later, and a star on every "show that" or given value. Add a column of the command terms of the final three parts. After three maps the patterns of re-entry and of "hence" become easy to spot in a new question.

Summary

  • Paper 2 has long contextual questions (five of 13–20 marks at SL; about seven of 12–21 marks at HL), each rising from routine opening parts to demanding final parts.

  • Read the stem actively: underline quantities and units, use the question's variables, and note new information when it appears between parts.

  • "Hence" requires the previous result; "hence or otherwise" allows any method; given values must be used in later parts.

  • A "show that" part gives the answer so you can continue; skip it if necessary and use the given value.

  • Follow-through lets correct work from a wrong earlier answer earn marks, but only when the working is shown.

  • Interpretations need a reason and a conclusion in the words of the context; a conclusion with no reason scores nothing.

  • Criticise a model with a specific reason: an impossible value, extrapolation, a pattern that will not continue.

  • Keep full accuracy in the GDC across parts; round only the answers you write down.

Self-check

  • To do:

    I can map how the parts of a long question depend on one another.

  • To do:

    I can spot new information in a stem and apply it only to the parts that follow it.

  • To do:

    I can use a given "show that" result to continue after a part I could not do.

  • To do:

    I can explain what follow-through is and why it needs working to be shown.

  • To do:

    I can tell the difference between "hence" and "hence or otherwise" and answer each correctly.

  • To do:

    I can interpret a gradient, an intercept and a correlation coefficient in context, with units.

  • To do:

    I can give a specific criticism of a model, such as extrapolation or an impossible prediction.

  • To do:

    I can budget about 1.1 minutes per mark and move on from a question that overruns.

Keep your place

In Augment the notes remember where you stopped and which pages you have finished.

Open in Augment

More IB Maths AI notes

  • Paper 1: short-response questionsThe page before this.
  • Paper 3: extended problem solvingThe next page. HL only.
  • Maths AI assessmentEach Maths AI paper, the internal assessment and grade boundaries.
  • IB Maths AIThe Maths AI syllabus, how it is assessed and every notes page.

Carry on with Maths AI in Augment

With a free account, Augment remembers where you stopped in the notes and which questions you have marked.

Start free