IB Maths AI HL May 2023 TZ2: what the examiners reported

Paper 2 showed a well prepared cohort, confident with graph theory, Markov chains and coupled differential equations, while paper 1 exposed weaknesses in Venn diagrams, bearings, matrix transformations and integrating by hand. Wrong accuracy and wrong calculator angle mode cost many marks. Paper 3 was harder than intended because candidates struggled to plan, to differentiate manually and to understand what statistical tests actually mean.

By Pietro Meloni, PhD · Summarised from the IB subject report on

Maths AI HL grade boundaries, May 2023 TZ2: minimum mark for each grade. Every session
ComponentMax4567
Overall10032445768
Internal assessment209121517
Paper 111031445770
Paper 211036506579
Paper 35515212632

HL Paper 1

GDC-driven statistics, 3D solids, directed graphs and standard distributions went well, but simple probability with Venn diagrams, bearings, transformations, volumes about the y-axis and differential equations were weak, and accuracy rules were often ignored.

Found difficult

  • basic probability
  • financial mathematics
  • spearman's rank correlation
  • complex numbers
  • matrix transformations
  • bearings
  • volumes of revolution
  • separable differential equations
  • rounding and accuracy

Well prepared

  • use of technology
  • hypothesis testing
  • volume and surface area
  • graph theory
  • normal distribution
  • binomial distribution
HL Paper 1: question by question, in my words.
QTopicHow it wentWhere marks were lost
1reading features from the graph of a height functionAnswered wellgave no acceptable reason in the final partTip: Graph the function once on the GDC and read all the required features from it.
2chi-squared test with a given critical valueAnswered wellused the p-value even though the statistic and critical value were asked forTip: When a critical value is supplied, compare the test statistic with it as the question intends.
3Venn diagram with independent eventsMost struggledset up the independence equation wrongly so probabilities summed above one; did not use P(R | S) = P(R) for independent eventsTip: Check that all regions of a Venn diagram add to one, and use independence to simplify conditional probabilities.
4compound interest or finance solver problemAnswered welldid not round money to two decimal places as instructedTip: Money answers usually need two decimal places; read the accuracy instruction in each question.
5short question with an inequality slip (topic not named in report)Mixedused a strict inequality where a non-strict one was needed; struggled with part (c)
6measurement of a 3D solidAnswered wellomitted units; did not round to the nearest square centimetre as askedTip: Include units and follow any specific rounding requested in the question.
7binomial probabilities and finding a required number of trialsMixedwithout an inverse binomial function, had to scan tables by trial and errorTip: Know how to use a table of cumulative binomial values on your GDC to find a minimum n or k.
8directed graph and routesMixedgave routes with too few steps in part (c)Tip: Check that each listed route meets the required number of steps before writing it.
9Spearman's rank with ties and coefficient of determinationMixeddid not average tied ranks; interpretation not in context; odd reasons for avoiding Pearson's coefficient; did not know what R squared meansTip: Give tied values the mean of their ranks and learn what the coefficient of determination tells you.
10hypothesis test with a given critical valueMixedreversed or incorrect hypotheses; used the p-value instead of the given critical valueTip: Write the null as no effect or equality and use the method the question sets up.
11sum of two sinusoids, maximum and phaseMost struggledhad no strategy to find the maximum; did not graph V1 + V2 on the GDCTip: When asked to use technology, graph the combined function and read off amplitude and phase.
12related rates of change for a volumeMixedchose a chain rule form needing the harder derivative dr/dVTip: Write the chain rule using the derivative that is easiest to compute, such as dV/dr.
13matrix transformations and area scale factorMost struggledleft the question blank; multiplied matrices in the wrong order; used the determinant as a multiplier where division was neededTip: Apply the first transformation on the right of the product and use the determinant to scale areas both ways.
14boat motion with bearings and vectorsMost struggledcould not identify the direction of travel; unfamiliar with bearings clockwise from north; set up wrong equations for timesTip: Draw a diagram with a north line and measure bearings clockwise before writing the velocity vector.
15interval limits to given accuracy and a justificationMixeddid not give limits to four significant figures; gave strange reasons in part (b)Tip: Follow the requested number of significant figures and base any reason on the statistics in front of you.
16intersection of curves and volume of revolution about the y-axisMost struggledleft the GDC in degree mode; did not rewrite the curves as x in terms of yTip: For rotation about the y-axis, express x in terms of y and integrate pi x squared dy.
17separable differential equationMost struggledcould not integrate x over x squared plus 1 after separatingTip: Recognise that f'(x)/f(x) integrates to ln|f(x)| plus a constant.

What to practise

  • Make the exact or three significant figure rule a habit from the start of the course.
  • Teach students what conclusion follows from comparing a p-value or statistic with the threshold, and to state it in context.
  • Check the GDC angle mode for each question, as both radians and degrees were needed.

HL Paper 2

Candidates were broadly well prepared, kept to accuracy rules and coped with HL topics such as graph theory, Markov chains and coupled systems; gaps appeared mainly in SL trigonometry and optimization.

Found difficult

  • trigonometry
  • optimization

Well prepared

  • graph theory
  • markov chains
  • eigenvalues and eigenvectors
  • coupled differential equations
  • rounding and accuracy
  • use of technology
HL Paper 2: question by question, in my words.
QTopicHow it wentWhere marks were lost
1trigonometry in context with area and arc lengthMixedlacked basic trigonometry knowledge; found the area without the area formula; calculated more sides than neededTip: Revise SL triangle trigonometry and pick the shortest route to the required length or area.
2exponential model in contextAnswered wellavoided technology when solving; gave three significant figures instead of the nearest minuteTip: Use the GDC to solve and give the answer in the unit and precision asked for.
3optimization of dimensionsMost struggledcould not clearly show the given formula; reused a wrong formula from part (a); found only one of two sets of dimensionsTip: When solving with technology, look for every solution in the domain, not just the first one returned.
4spanning trees and travelling salesman boundsMixedmissed that twice the MST gives an upper bound; started nearest neighbour from the wrong vertex; took the smaller value as the lower bound; did not return to the start vertexTip: Choose the larger lower bound and the smaller upper bound, and make tours start and finish at the given vertex.
5Markov chain transition matrix and steady stateMixedworked with the transpose and premultiplied wrongly; used 30 instead of 6 from the context; could not set up the steady state equationsTip: Fix whether columns or rows sum to one and multiply the state vector on the matching side.
6Poisson distribution, hypothesis test and type II errorMixeddid not know the conditions for a Poisson model; wrote hypotheses about counts instead of the mean; could not write the critical region as an intervalTip: State hypotheses about the population mean and write the critical region as a clear set of values.
7coupled differential equations and phase portraitAnswered wellunclear on what a ratio means; could not draw the particular solution curveTip: After sketching the general phase portrait, practise drawing the trajectory through a given starting point.

What to practise

  • Present organised, legible working with clear labelled diagrams.
  • Use technology to avoid premature rounding and give answers to three significant figures.
  • Do not neglect SL topics such as trigonometry and basic calculus.
  • Write units in contextual answers and use technology to find all solutions in a domain.

HL Paper 3

Harder than intended because several standard techniques were not secure; candidates struggled to plan, to differentiate by hand and to understand and adapt statistical tests.

Found difficult

  • chain rule
  • problem solving
  • t-test
  • hypothesis testing
  • interpreting results in context

Well prepared

  • trigonometry
  • use of technology
HL Paper 3: question by question, in my words.
QTopicHow it wentWhere marks were lost
1minimising journey time across two regionsMost struggledassumed the rectangle diagonal makes 45 degrees; added speeds from the two regions; copied a given answer without justification; made invalid algebra while differentiatingTip: Plan the route on a diagram, show each step of a show that, and practise differentiating roots by hand.
2paired t-test, regression and Kendall's tauMost struggledran an unpaired test when a paired one was named; described the p-value as the probability the null is true; used the wrong regression line; misused critical regions for a new statisticTip: Learn what a p-value means and read new definitions slowly before applying them.

What to practise

  • Practise making a plan before starting an extended problem.
  • Teach clear written communication of reasoning.
  • Train students to read unfamiliar information calmly and use it.
  • Integrate problem solving throughout instead of treating the syllabus as separate items.

Internal assessment

What moderators raised about the exploration this session, criterion by criterion.

  • A. coherence slipped towards the end and topics beyond the syllabus were poorly explained
  • A. repeated calculations and descriptions of syllabus methods reduced concision; teacher marks often too high
  • B. undefined variables, graphs without labels, long data tables and unreferenced internet diagrams
  • C. effort and presentation rewarded instead of independent or creative thinking
  • D. results described rather than evaluated; little checking of test validity or residuals
  • E. hand calculation of statistics and unexplained use of methods beyond the syllabus
  • E. non-significant results treated as proving the null and outliers removed without context
  • E. tests applied without checking normality or minimum expected frequencies

About this summary

After every session the IB sends schools a subject report: how candidates did on each paper and question, and what teachers should work on. This page is my reading of the Maths AI HL report for May 2023 TZ2, in my own words. No text from the report or from the exam questions is reproduced, and it is not endorsed by the International Baccalaureate.

Session codes: TZ is the time zone variant of the papers. Other variants of the same session: May 2023 TZ1. Corrections: pietro@pietromeloni.com.

Frequently asked questions

Which questions were hardest in Maths AI HL May 2023 TZ2?

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The questions most candidates struggled with were on Venn diagram with independent events, sum of two sinusoids, maximum and phase, matrix transformations and area scale factor and boat motion with bearings and vectors. The tables above list every question discussed in the report, paper by paper.

What did candidates find difficult in May 2023 TZ2?

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Across the papers the examiners listed basic probability, financial mathematics, spearman's rank correlation, complex numbers, matrix transformations, bearings, volumes of revolution and separable differential equations, among others.

What were the grade boundaries for Maths AI HL May 2023 TZ2?

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Maths AI HL: a 7 from 68 out of 100 overall in May 2023 TZ2. The component boundaries are in the table on this page.

Is this the official IB subject report?

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No. It is my summary of the report the IB issues to schools after each session, rewritten in my own words with a teacher's reading of it. No text from the report or from exam questions is reproduced. Your school's IB coordinator can access the original.

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