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If you are a teacher then please also visit my new site: for over 2500+ pages of content for teaching IB mathematics including worksheets, mock exams, investigations, enrichment tasks, technology guides, exploration support and investigations.

IB Maths Super Exploration Guide

Below you can download a comprehensive exploration guide that I’ve written to help students get excellent marks on their IB maths coursework.  The guide is suitable for both Analysis and also Applications students. Over the past several years I’ve written over 200 posts with exploration ideas and marked hundreds of IAs whilst working as an IB examiner.  It’s frustrating how many students throw away marks from not understanding the criteria correctly.  Hopefully this will make a big difference!

I have split the guide into 3 separate pdfs – focusing on (1) Exploration essentials (2) Statistical explorations (3) Modeling explorations.  The first guide is completely free.

Content in the 3 guides includes:

  1. The new marking criteria,
  2. How to choose a topic,
  3. Examples of around 70 topics that could be investigated,
  4. Useful websites for use in the exploration,
  5. A student checklist for completing a good investigation,
  6. Common mistakes that students make and how to avoid them,
  7. Regression techniques (polynomial, trigonometric, exponential etc) 
  8. Non calculator methods for modelling (to show understanding)
  9. Technology support – how to use Desmos, Tracker and Geogebra effectively
  10. Pearson’s product and correlation investigation methods
  11. Chi-squared and Spearman’s rank investigations 
  12. Advanced statistical techniques (t-tests, Poisson, Bernoulli trials, normal distribution and more)
  13. Non calculator methods for statistics (to show understanding)
  14. And a lot, lot more!

Make sure you give yourself the best chance of doing well on your coursework.

Part 1: Exploration Essentials Guide (63 pages)

You can download this for free here

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Part 2: Statistics for Explorations Guide (55 pages)

You can download a preview pdf here

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Part 3: Modelling for Explorations Guide (50 pages)

You can download a preview pdf here

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Purchase options

Please note – these will be emailed to you and are not an automatic download. You don’t need a PayPal account – simply click the relevant credit card to pay as a guest.

(1) Exploration Guide bundle.

IB Maths Super Exploration Guide Bundle

The IB Maths Super Exploration Guide Bundle contains the Exploration Guide Essentials (63 pages), Statistics for Explorations (55 pages) and Modeling for Explorations (50 pages). Please note this is not an automatic download – but will be emailed to you the same day.


(2) HL Paper 3 Bundle

If you are also doing Higher Level then you can purchase a bundle of both the Super Exploration Guide and also some Paper 3 questions with full worked solutions.

Exploration Guide + Analysis Paper 3s

Both the Exploration Guide and 8 Paper 3s for the Analysis course


Exploration Guide + Applications Paper 3s

Both the Exploration Guide and 6 Paper 3s for the Applications course




This is inspired from the great site,  Practical Cryptography which is a really good resource for code making and code breaking.  One of their articles is about how we can use the Chi Squared test to crack a Caesar Shift code.  Indeed, if you use an online program to crack a Caesar shift, they are probably using this technique.


This is the formula that you will be using for Chi Squared.  It looks more complicated than it is.  Say we have the following message (also from Practical Cryptography):


We first work out the frequency of each letter which we do using the Counton site.


We next need to work out the expected values for each letter.  To do this we first need the expected percentages for the English language:


Then we can count the number of letters in the code we want to crack (162 – again we can use an online tool)

Now, to find the expected number of As in the code we simply do 162 x 0.082 = 13.284.

The actual number of As in the code is 18.

Therefore we can do (13.284-18)2/18  following the formula at the top of the page.

We then do exactly the same for the Bs in the code.  The expected number is 162 x 0.015 = 2.43.  The actual number is 3.

Therefore we can do (3-2.43)2 /2.43

We do this same method for all the letters A-Z and then add all those numbers together.  This is our Chi Squared statistic.  The lower the value, the closer the 2 distributions are.  If the expected values and the observed values are the same then there will be a chi squared of zero.

If you add all the values together you get a Chi Squared value of ≈1634 – which is quite large!   This is what we would expect – because we already know that the code we have received has letter frequencies quite different to normal English sentences.  Now, what a Caesar Shift decoder can do is shift the received code through all the permutations and then for each one find out the Chi Squared value.  The permutation with the lowest Chi Squared will be the solution.

For example, if we shift every letter in our received code back by one – using the Counton tool (so A goes to Z etc) we get:


We can then do the same Chi Squared calculations as before.  This will give a Chi Squared of ≈3440 – which is an even worse fit than the last calculation.  If we carried this on so that A goes to T we would get:


and a Chi Squared on this would show that this has a Chi Squared of ≈33 – ie it is a very good fit.  (You will get closer to zero on very long code texts which follow standard English usage).  Now, obviously we could see that this is the correct decryption without even working out the Chi Squared value – but this method allows a computer to do it, without needing the ability to understand English.  Additionally a codebreaker who spoke no English would still be able to decipher this code, on mathematics alone.

The Practical Cryptography site have a tool for quickly working out Chi Squared values from texts – so you can experiment with your own codes.  Note that this is a slightly different use of Chi-Squared as here we are not comparing with a critical value, but instead comparing all Chi Squared to find the lowest value.

If you liked this post you might also like:

Code Breakers Wanted by the NSA – A look at some other code breaking techniques.

RSA Public Key Encryption – The Code that Secures the internet – How understanding RSA code is essential for all people involved in internet security.

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IB Revision

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If you’re already thinking about your coursework then it’s probably also time to start planning some revision, either for the end of Year 12 school exams or Year 13 final exams. There’s a really great website that I would strongly recommend students use – you choose your subject (HL/SL/Studies if your exam is in 2020 or Applications/Analysis if your exam is in 2021), and then have the following resources:

Screen Shot 2018-03-19 at 4.42.05 PM.pngThe Questionbank takes you to a breakdown of each main subject area (e.g. Algebra, Calculus etc) and each area then has a number of graded questions. What I like about this is that you are given a difficulty rating, as well as a mark scheme and also a worked video tutorial.  Really useful!

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The Practice Exams section takes you to ready made exams on each topic – again with worked solutions.  This also has some harder exams for those students aiming for 6s and 7s and the Past IB Exams section takes you to full video worked solutions to every question on every past paper – and you can also get a prediction exam for the upcoming year.

I would really recommend everyone making use of this – there is a mixture of a lot of free content as well as premium content so have a look and see what you think.

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All content on this site has been written by Andrew Chambers (MSc. Mathematics, IB Mathematics Examiner).

New website for International teachers

I’ve just launched a brand new maths site for international schools – over 2000 pdf pages of resources to support IB teachers.  If you are an IB teacher this could save you 200+ hours of preparation time.

Explore here!

Free HL Paper 3 Questions

P3 investigation questions and fully typed mark scheme.  Packs for both Applications students and Analysis students.

Available to download here

IB Maths Super Exploration Guide

A Super Exploration Guide with 168 pages of essential advice from a current IB examiner to ensure you get great marks on your coursework.

Available to download here.

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