Exam-style IB Maths AI HL advanced modelling questions with worked solutions. Start with the 3 fully worked examples below — each is solved step by step, showing the working that earns the marks — then try the practice questions and check your working against the mark scheme.
The question bank covers these advanced modelling question types (number of questions in brackets):
Exponential Logistic Growth (18)
Model Fitting and Analysis (11)
Sinusoidal Modelling (8)
Advanced Modelling worked examples
Worked example 1: Identifying Parameters of a Sinusoidal Model · easy
The depth of water in a harbour is modelled by the function , where is the depth in metres and is the time in hours after midnight. Find the amplitude, the equation of the principal axis, and the maximum depth of the water.
Solution
1. Identify the amplitude from the coefficient of the sine function: .
2. Identify the principal axis from the vertical shift: .
3. Calculate the maximum depth by adding the amplitude to the principal axis: .
4. The maximum depth is .
2. Identify the principal axis from the vertical shift: .
4 steps · 1 to fill in
Examiner tip: When extracting parameters from trigonometric models, remember that the amplitude is always a positive distance. The maximum value is simply the principal axis plus the amplitude.
Worked example 2: Solving a Logistic Population Model · medium
The population of fish in a newly stocked lake is modelled by the logistic function , where is the time in months. Calculate the initial population of fish, and use your Graphic Display Calculator to find the time it takes for the population to reach .
Solution
1. Substitute into the model to find the initial population: .
2. Evaluate the fraction: . The initial population is fish.
3. Set the population equal to : .
4. Graph and on your GDC.
5. Find the intersection using the GDC tool (G-SolvISCT).
6. The time taken is , which rounds to months.
6 steps
Examiner tip: For logistic models , the carrying capacity (maximum sustainable population) is given by the numerator . In this case, the maximum population the lake can support is 1200.
Worked example 3: Solving Trigonometric Inequalities in Context · hard
Using a tidal model , find the exact total amount of time during the first 12 hours () when the water depth is strictly greater than metres.
Solution
1. Set up the inequality: .
2. Isolate the trigonometric term: .
3. Solve the corresponding equation using your GDC or unit circle knowledge. The principal angles are and .
4. Calculate the -values: , and .
5. Determine the intervals where the cosine curve is above within the -hour domain: and .
6. Calculate the total duration: . The water is deeper than for hours.
4. Calculate the -values: , and .
6 steps · 1 to fill in
Examiner tip: When dealing with periodic inequalities, always sketch the graph on your GDC. This visual confirmation prevents you from accidentally calculating the time the water is *below* (which would be hours).
Try these IB Maths AI HL advanced modelling questions
Three questions from the bank, easiest first. Mark schemes and AI marking of your written working are in the practice area. One of them has its full worked solution here, open to everyone.
Question 1 · easy · 4 marks · Paper 1
A radioactive substance follows the decay model . Find the initial mass and the mass remaining after exactly 10 years.
Every question here has a full worked solution.See them all →
Question 3 · hard · 7 marks · Paper 1
The population of a species of insects in a closed environment is modelled by the logistic equation:
Initially, the population is 20. After 5 days, the population is 80. The environment can sustain a maximum of 500 insects.
Set up the necessary equations and algebraically solve for the exact values of , , and .
How many IB Maths AI HL advanced modelling questions are there?
There are 37 exam-style advanced modelling questions in the AI HL question bank (Paper 1: 21 · Paper 2: 16), graded 14 easy, 13 medium, 10 hard. Every question has a full IB-style mark scheme (M, A and R marks).
Is advanced modelling on Paper 1 or Paper 2?
Both. In the bank, Paper 1: 21 · Paper 2: 16. Practise with your GDC — AI papers expect calculator methods throughout.
Where can I get the mark schemes?
Open the AI HL Unit 2 practice page: every question has a step-by-step IB-style mark scheme, and you can photograph your working for instant AI marking. The worked examples on this page are free.