{"id":46028,"date":"2026-09-10T15:39:56","date_gmt":"2026-09-10T08:39:56","guid":{"rendered":"https:\/\/times.edu.vn\/?p=46028"},"modified":"2026-09-10T15:40:28","modified_gmt":"2026-09-10T08:40:28","slug":"ib-mathematics-ai-ia-structure","status":"publish","type":"post","link":"https:\/\/times.edu.vn\/en\/ib\/ib-mathematics-ai-ia-structure\/","title":{"rendered":"IB Mathematics AI IA structure 2026: How to organise your exploration for maximum marks"},"content":{"rendered":"<p>A strong IB Mathematics AI IA structure should organise the exploration as a clear mathematical investigation, with each section contributing to the overall argument and assessment criteria. A typical structure includes an introduction and rationale, context and data collection, the main mathematical exploration, ongoing interpretation and reflection, a conclusion, and references with any necessary appendices. Clear section headings, properly presented graphs and equations, and consistent mathematical notation help the examiner follow the investigation easily.<\/p>\n<p>This guide explains how to structure each part of the IB Mathematics AI IA so the exploration is coherent, analytical, and clearly communicated.<\/p>\n<h2>How to write a strong introduction for your IB Mathematics AI IA<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/times.edu.vn\/wp-content\/uploads\/2026\/09\/IB-Mathematics-AI-IA-structure.webp\" alt=\"IB Mathematics AI IA structure\" width=\"1000\" height=\"667\" \/><\/p>\n<p>The introduction is the first thing your examiner reads, and it does a great deal of work in a small number of pages. A well-written IA introduction <a href=\"https:\/\/times.edu.vn\/en\/ib\/the-ultimate-ib-diploma-program-ibdp-guide\/\">IB<\/a> AI section accomplishes three things simultaneously: It establishes your personal connection to the topic, it defines the mathematical scope of your investigation, and it gives the reader a precise, testable aim.<\/p>\n<p><strong>State a specific, measurable aim.<\/strong> A vague aim like &#8220;I want to investigate how temperature affects food sales&#8221; will not score well under Criterion B (Mathematical Communication). A strong aim reads like this: &#8220;The aim of this exploration is to determine whether a statistically significant linear relationship exists between weekly average temperature (\u00b0C) and artisan ice cream revenue (USD) across 48 weeks of sales data collected from a local business in Singapore.&#8221; The specificity signals to the examiner that you understand what mathematical tools you will need and why.<\/p>\n<p><strong>Explain your personal rationale authentically.<\/strong> The personal engagement structure IB AI rewards students who connect the topic to genuine lived experience or intellectual curiosity. Avoid writing &#8220;I chose this topic because I find statistics interesting.&#8221; Instead, describe a real observation, a personal role, or a question from your own life that made this investigation feel necessary. One sentence of honest context is worth more than a paragraph of vague enthusiasm.<\/p>\n<p><strong>Keep the introduction to one to two pages.<\/strong> This section should orient the reader, not overwhelm them with background theory. Save detailed mathematical definitions for the Context and Data section that follows.<\/p>\n\n\t<button class='btn-dang-ky' onclick=\"openPopup('popup1')\">\n\t\t<span class='text-effect-1'>\n\t\t\t<svg\n\t\t\t\txmlns='http:\/\/www.w3.org\/2000\/svg'\n\t\t\t\tviewBox='0 0 64 64'\n\t\t\t\twidth='24'\n\t\t\t\theight='24'\n\t\t\t\taria-label='Calendar icon'\n\t\t\t>\n\t\t\t\t<rect width='64' height='64' rx='6' fill='#caa15a'\/>\n\t\t\t\t<rect x='10' y='14' width='44' height='40' rx='4'\n\t\t\t\t\tfill='none' stroke='#ffffff' stroke-width='4'\/>\n\t\t\t\t<line x1='10' y1='24' x2='54' y2='24'\n\t\t\t\t\tstroke='#ffffff' stroke-width='4'\/>\n\t\t\t\t<line x1='22' y1='6' x2='22' y2='18'\n\t\t\t\t\tstroke='#ffffff' stroke-width='4' stroke-linecap='round'\/>\n\t\t\t\t<line x1='42' y1='6' x2='42' y2='18'\n\t\t\t\t\tstroke='#ffffff' stroke-width='4' stroke-linecap='round'\/>\n\t\t\t<\/svg>\n\t\t\tBook a Trial Class\n\t\t<\/span>\n\t<\/button>\n<p><strong style=\"color: #f00;\">&gt;&gt;&gt; Read more:<\/strong> <a class=\"xem-them-link\" href=\"https:\/\/times.edu.vn\/en\/ib\/ib-mathematics-ai-sl-exam-tips\/\">IB Mathematics AI SL exam tips<\/a> 2026: How to maximise your score on both papers<\/p>\n<h2>How to present mathematical content and data clearly in the body of your IB Mathematics AI IA<\/h2>\n<p>The exploration body IB AI is the largest and most technically demanding section of the paper. It typically runs five to eight pages and contains all of your calculations, models, tests, and interpretations. The structure of this section differs depending on the mathematical track you have chosen.<\/p>\n<p><strong>For statistics-based explorations<\/strong>, the recommended sequence is as follows:<\/p>\n<table>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">Step<\/th>\n<th colspan=\"1\" rowspan=\"1\">Action<\/th>\n<th colspan=\"1\" rowspan=\"1\">Purpose<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">1<\/td>\n<td colspan=\"1\" rowspan=\"1\">Scatter diagram of raw data<\/td>\n<td colspan=\"1\" rowspan=\"1\">Establish visual relationship between variables<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">2<\/td>\n<td colspan=\"1\" rowspan=\"1\">Pearson&#8217;s r and r\u00b2<\/td>\n<td colspan=\"1\" rowspan=\"1\">Quantify strength and direction of correlation<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">3<\/td>\n<td colspan=\"1\" rowspan=\"1\">Linear regression line (y = mx + c)<\/td>\n<td colspan=\"1\" rowspan=\"1\">Produce a predictive model<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">4<\/td>\n<td colspan=\"1\" rowspan=\"1\">Non-linear model comparison (quadratic, exponential, power)<\/td>\n<td colspan=\"1\" rowspan=\"1\">Identify the best-fit model by comparing r\u00b2 values<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">5<\/td>\n<td colspan=\"1\" rowspan=\"1\">Hypothesis test (chi-squared, t-test, or ANOVA for HL)<\/td>\n<td colspan=\"1\" rowspan=\"1\">Validate statistical claims with formal testing<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>For calculus and geometry-based explorations<\/strong>, the recommended sequence shifts toward modelling and optimisation:<\/p>\n<table>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">Step<\/th>\n<th colspan=\"1\" rowspan=\"1\">Action<\/th>\n<th colspan=\"1\" rowspan=\"1\">Purpose<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">1<\/td>\n<td colspan=\"1\" rowspan=\"1\">Plot geometric shapes or physical profiles on coordinate axes<\/td>\n<td colspan=\"1\" rowspan=\"1\">Establish the spatial context of the problem<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">2<\/td>\n<td colspan=\"1\" rowspan=\"1\">Define algebraic functions to model the shape or trajectory<\/td>\n<td colspan=\"1\" rowspan=\"1\">Translate real-world data into mathematics<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">3<\/td>\n<td colspan=\"1\" rowspan=\"1\">Apply differentiation to find rates of change or critical points<\/td>\n<td colspan=\"1\" rowspan=\"1\">Solve for maxima, minima, or optimal values<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">4<\/td>\n<td colspan=\"1\" rowspan=\"1\">Apply numerical integration (e.g., Trapezoidal Rule)<\/td>\n<td colspan=\"1\" rowspan=\"1\">Calculate physical areas or accumulated quantities<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>One critical detail often overlooked is that the mathematical processes section must read as a narrative, not a list of calculations. Every equation must be followed by a sentence that interprets its meaning in context. If you calculate a gradient of 3.4, you must explain what 3.4 means in terms of your variables, not simply state the number.<\/p>\n<p><strong>Use section headings generously.<\/strong> The use of section headings IA IB AI is not just an aesthetic choice. Headings guide your examiner through a logically structured argument and demonstrate that you understand the purpose of each analytical stage. Recommended headings include: &#8220;Data Collection and Justification,&#8221; &#8220;Scatter Diagram and Correlation Analysis,&#8221; &#8220;Regression Modelling,&#8221; and &#8220;Hypothesis Testing.&#8221;<\/p>\n<blockquote><p>When it comes to graphs tables data IA IB AI, every visual element must be numbered and captioned. Write &#8220;Table 2: CO\u2082 Emissions (metric tonnes per capita) by Region, 2000 to 2020&#8221; above the table, not below it. Write &#8220;Figure 1: Scatter plot of CO\u2082 emissions versus surface temperature anomaly, 1990 to 2025&#8221; below each graph. Examiners deduct marks when they cannot immediately identify what they are looking at.<\/p><\/blockquote>\n<p><strong style=\"color: #f00;\">&gt;&gt;&gt; Read more:<\/strong> <a class=\"xem-them-link\" href=\"https:\/\/times.edu.vn\/en\/ib\/ib-mathematics-ai-hl-exam-tips\/\">IB Mathematics AI HL exam tips<\/a> 2026: How to maximise your score across all three papers<\/p>\n<h2>How to demonstrate personal engagement throughout your IB Mathematics AI IA<\/h2>\n<p>Personal engagement is assessed under Criterion C and is one of the most misunderstood criteria in the IB Mathematics AI <sup><a href=\"#tooltip-ref-1\" class=\"tooltip-link\" data-tooltip=\"https:\/\/ibo.org\/university-admission\/latest-curriculum-updates\/dp-mathematics-applications-and-interpretation-updates\/\">[1]<\/a><\/sup> exploration format. Many students interpret it as a single paragraph at the start where they mention a hobby. In practice, personal engagement must be woven throughout the entire paper.<\/p>\n<p><strong>Show intellectual curiosity in your mathematical choices.<\/strong> When you test a non-linear model instead of stopping at the linear regression, you are demonstrating genuine interest in finding the most accurate answer. When you question whether your sample is representative and then adjust your methodology, you are engaging with the problem at a deeper level than most students reach.<\/p>\n<p>A common mistake we see at <a href=\"https:\/\/times.edu.vn\/\">Times Edu<\/a> is students who complete technically correct mathematics but never explain why they made the choices they made. A sentence as simple as &#8220;I chose to test an exponential model here because the scatter diagram suggested an accelerating rate of increase rather than a constant one&#8221; immediately signals to the examiner that a real mind, not a formula template, is driving the investigation.<\/p>\n<p><strong>Pose your own sub-questions during the analysis.<\/strong> Partway through the mathematical section, you might notice an unexpected pattern or an outlier that changes your interpretation. Pausing to acknowledge this, and then deciding how to respond to it mathematically, is exactly what personal engagement looks like in practice. Write it down as it happens, in your own voice.<\/p>\n<p><strong>Extend your model voluntarily.<\/strong> If your initial aim was to test a linear correlation and your data suggests a stronger fit with a power model, test the power model and explain why you went further. This kind of intellectual extension, done naturally rather than mechanically, is what separates a Grade 5 exploration from a Grade 7 one.<\/p>\n\n\t<button class='btn-dang-ky' onclick=\"openPopup('popup1')\">\n\t\t<span class='text-effect-1'>\n\t\t\t<svg\n\t\t\t\txmlns='http:\/\/www.w3.org\/2000\/svg'\n\t\t\t\tviewBox='0 0 64 64'\n\t\t\t\twidth='24'\n\t\t\t\theight='24'\n\t\t\t\taria-label='Calendar icon'\n\t\t\t>\n\t\t\t\t<rect width='64' height='64' rx='6' fill='#caa15a'\/>\n\t\t\t\t<rect x='10' y='14' width='44' height='40' rx='4'\n\t\t\t\t\tfill='none' stroke='#ffffff' stroke-width='4'\/>\n\t\t\t\t<line x1='10' y1='24' x2='54' y2='24'\n\t\t\t\t\tstroke='#ffffff' stroke-width='4'\/>\n\t\t\t\t<line x1='22' y1='6' x2='22' y2='18'\n\t\t\t\t\tstroke='#ffffff' stroke-width='4' stroke-linecap='round'\/>\n\t\t\t\t<line x1='42' y1='6' x2='42' y2='18'\n\t\t\t\t\tstroke='#ffffff' stroke-width='4' stroke-linecap='round'\/>\n\t\t\t<\/svg>\n\t\t\tBook a Trial Class\n\t\t<\/span>\n\t<\/button>\n<p><strong style=\"color: #f00;\">&gt;&gt;&gt; Read more:<\/strong> <a class=\"xem-them-link\" href=\"https:\/\/times.edu.vn\/en\/ib\/ib-mathematics-ai-hl-vs-sl\/\">IB Mathematics AI HL vs SL<\/a> 2026: How to choose the right level for you<\/p>\n<h2>How to write a conclusion that reflects and extends in your IB Mathematics AI IA<\/h2>\n<p>The IA conclusion IB Maths AI section is assessed primarily under Criterion E (Reflection), and it is where many students lose marks they have already earned through strong mathematics. A conclusion that merely summarises your calculations without critically evaluating them will not score in the top band.<\/p>\n<p><strong>Return directly to your aim.<\/strong> Open the conclusion by restating what you set out to investigate and then answering it directly with reference to your mathematical findings. If your aim was to determine whether a significant correlation existed, state clearly whether it did, quote the relevant statistics, and explain what that means in plain language.<\/p>\n<p><strong>Reflect on limitations honestly.<\/strong> This is not a place to apologise for imperfect data. It is a place to demonstrate that you understand the mathematical boundaries of your model. Consider the following framework for structuring your reflection:<\/p>\n<ul>\n<li><strong>Sample size limitations<\/strong>: Was your dataset large enough to generalise your conclusions?<\/li>\n<li><strong>Linearity assumptions<\/strong>: Did you assume a linear relationship before testing it, and what are the consequences of that assumption if it was wrong?<\/li>\n<li><strong>Extrapolation risks<\/strong>: Does your model remain valid outside the range of your collected data, and if not, why?<\/li>\n<li><strong>Confounding variables<\/strong>: Were there external factors that your model did not account for?<\/li>\n<\/ul>\n<blockquote><p><strong>Suggest realistic extensions.<\/strong> The highest-scoring conclusions do not just close the investigation. They open a door to what could be done next. You might suggest collecting primary data rather than relying on a secondary source, or you might propose applying a more sophisticated statistical model if you had access to HL tools. These extensions show that your intellectual engagement did not stop the moment the word count was reached.<\/p><\/blockquote>\n<p><strong style=\"color: #f00;\">&gt;&gt;&gt; Read more:<\/strong> <a class=\"xem-them-link\" href=\"https:\/\/times.edu.vn\/en\/ib\/ib-mathematics-ai-grade-boundaries\/\">IB Mathematics AI grade boundaries<\/a> 2026: How they work and what they mean for you<\/p>\n<h2>Formatting, notation and presentation standards for the IB Mathematics AI IA<\/h2>\n<p>IA formatting IB Mathematics AI is assessed under Criterion A (Presentation) and Criterion B (Mathematical Communication). These two criteria together account for a significant portion of the total marks available, and they are entirely within your control before submission.<\/p>\n<p><strong>Mathematical notation must follow typeset standards.<\/strong> Never use calculator or spreadsheet notation in your written paper. The table below shows the most common notation errors and their correct equivalents:<\/p>\n<table>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">Incorrect notation<\/th>\n<th colspan=\"1\" rowspan=\"1\">Correct typeset notation<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">3x^2<\/td>\n<td colspan=\"1\" rowspan=\"1\">3x\u00b2 (or rendered LaTeX: 3x\u00b2)<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">2*x<\/td>\n<td colspan=\"1\" rowspan=\"1\">2x<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">5.2E-3<\/td>\n<td colspan=\"1\" rowspan=\"1\">5.2 \u00d7 10\u207b\u00b3<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">r=0.87<\/td>\n<td colspan=\"1\" rowspan=\"1\">r = 0.87<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">p&lt;0.05<\/td>\n<td colspan=\"1\" rowspan=\"1\">p &lt; 0.05<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>Recreate all graphs and diagrams using proper software.<\/strong> Raw screenshots from a GDC (Graphical Display Calculator) are not acceptable for a Grade 7 paper. Use GeoGebra, Desmos, Excel, or Google Sheets to produce clean, labelled graphs. Every axis must carry both a label and a unit. Every graph must have a title. Every regression line or curve must be clearly differentiated from the data points.<\/p>\n<p><strong>Maintain consistent page structure.<\/strong> Use a readable font (11 or 12 point), consistent margins, and uniform spacing throughout. If you use section headings, apply them consistently at every major transition. Number your pages. Number your tables and figures in the order they appear.<\/p>\n<blockquote><p>In our experience working with international students preparing for examiner review, the physical presentation of the document sends an immediate signal about the student&#8217;s level of seriousness. A clean, professionally formatted paper invites trust. A cluttered, inconsistently formatted one raises doubts before the mathematics has even been read.<\/p><\/blockquote>\n\n\t<button class='btn-dang-ky' onclick=\"openPopup('popup1')\">\n\t\t<span class='text-effect-1'>\n\t\t\t<svg\n\t\t\t\txmlns='http:\/\/www.w3.org\/2000\/svg'\n\t\t\t\tviewBox='0 0 64 64'\n\t\t\t\twidth='24'\n\t\t\t\theight='24'\n\t\t\t\taria-label='Calendar icon'\n\t\t\t>\n\t\t\t\t<rect width='64' height='64' rx='6' fill='#caa15a'\/>\n\t\t\t\t<rect x='10' y='14' width='44' height='40' rx='4'\n\t\t\t\t\tfill='none' stroke='#ffffff' stroke-width='4'\/>\n\t\t\t\t<line x1='10' y1='24' x2='54' y2='24'\n\t\t\t\t\tstroke='#ffffff' stroke-width='4'\/>\n\t\t\t\t<line x1='22' y1='6' x2='22' y2='18'\n\t\t\t\t\tstroke='#ffffff' stroke-width='4' stroke-linecap='round'\/>\n\t\t\t\t<line x1='42' y1='6' x2='42' y2='18'\n\t\t\t\t\tstroke='#ffffff' stroke-width='4' stroke-linecap='round'\/>\n\t\t\t<\/svg>\n\t\t\tBook a Trial Class\n\t\t<\/span>\n\t<\/button>\n<p><strong style=\"color: #f00;\">&gt;&gt;&gt; Read more:<\/strong> <a class=\"xem-them-link\" href=\"https:\/\/times.edu.vn\/en\/ib\/ib-mathematics-ai-mark-scheme\/\">IB Mathematics AI mark scheme<\/a> 2026: How to read and use it to raise your grade<\/p>\n<h2>How to reference and acknowledge sources and datasets in your IB Mathematics AI IA<\/h2>\n<p>Referencing datasets IA IB is a straightforward requirement that is frequently handled carelessly. The IB does not mandate a specific citation style, but it does require that your chosen style be applied consistently throughout the paper.<\/p>\n<p><strong>Choose one style and apply it everywhere.<\/strong> APA (7th edition) is the most commonly used style among IB students and is well-suited to referencing online databases, government reports, and academic journals. MLA is also acceptable. What is not acceptable is mixing styles within a single document.<\/p>\n<p><strong>Every data source must be cited in the body of the paper.<\/strong> When you introduce a dataset, the citation should appear at the point of introduction, not only in the bibliography. For example: &#8220;Temperature anomaly data were sourced from the NASA GISS Surface Temperature Analysis database (NASA, 2024), which provides monthly records from 1880 to the present.&#8221;<\/p>\n<p><strong>Common sources that require full citation in the IB Mathematics AI IA include:<\/strong><\/p>\n<ul>\n<li>World Bank Open Data (data.worldbank.org)<\/li>\n<li>NASA climate and atmospheric datasets<\/li>\n<li>OECD Statistics (stats.oecd.org)<\/li>\n<li>Kaggle datasets (include the dataset author, title, and upload date)<\/li>\n<li>National government statistical agencies (ONS, ABS, Statistics Singapore, etc.)<\/li>\n<\/ul>\n<blockquote><p>Place your full bibliography on the final page, after the conclusion and before the appendices. Appendices should contain complete raw datasets, lengthy algebraic iterations, or any supplementary material that would interrupt the flow of the main paper if placed inline.<\/p><\/blockquote>\n<p><strong style=\"color: #f00;\">&gt;&gt;&gt; Read more:<\/strong> <a class=\"xem-them-link\" href=\"https:\/\/times.edu.vn\/en\/ib\/ib-mathematics-ai-past-papers\/\">IB Mathematics AI past papers<\/a> 2026: The complete guide to finding and using them<\/p>\n<h2>Frequently asked questions<\/h2>\n<p><strong>What sections should an IB Mathematics AI IA include?<\/strong><\/p>\n<p>A complete IB Mathematics AI IA structure includes five core sections: Introduction and Rationale (one to two pages), Context and Data Collection (two to three pages), Mathematical Processes and Exploration (five to eight pages), Evaluation and Reflection (two to three pages), and Bibliography with Appendices (one page or more). Each section serves a distinct purpose tied to the IB assessment criteria.<\/p>\n<p><strong>How long should the introduction of an IB Mathematics AI IA be?<\/strong><\/p>\n<p>The IA introduction IB AI section should run approximately one to two pages. It must include a personal rationale that explains your genuine connection to the topic and a focused aim that is specific and measurable. Longer introductions tend to use space that is better spent on the mathematical analysis.<\/p>\n<p><strong>How should mathematical working and GDC outputs be presented in the IB Mathematics AI IA?<\/strong><\/p>\n<p>All mathematical working must use proper typeset notation, not calculator or spreadsheet syntax. GDC screenshots must not appear in the final paper. Recreate all graphs using software such as GeoGebra, Desmos, Excel, or Google Sheets, and label all axes with names and units. Every equation must be followed by a sentence interpreting its meaning in the context of the investigation.<\/p>\n<p><strong>What is the correct way to include graphs, tables and data in an IB Mathematics AI IA?<\/strong><\/p>\n<p>Graphs tables data IA IB AI must follow a consistent numbering system. Tables are numbered in sequence (Table 1, Table 2) with captions placed above the table. Figures such as scatter plots or regression curves are numbered separately (Figure 1, Figure 2) with captions placed below. If you have more than 30 data points, place the full dataset in an appendix and present a representative sample in the main body.<\/p>\n<p><strong>How do you show personal engagement in the structure of your IB Mathematics AI IA?<\/strong><\/p>\n<p>Personal engagement structure IB AI goes beyond a single paragraph mentioning a hobby. It should appear throughout the paper as evidence of genuine intellectual curiosity: The choice to test additional models, the decision to question an unexpected result, the willingness to extend the investigation beyond the minimum required. Engagement is shown through decisions and reasoning, not through declarations.<\/p>\n<p><strong>Should the IB Mathematics AI IA have section headings?<\/strong><\/p>\n<p>Yes. The use of section headings IA IB AI is strongly recommended and assessed indirectly under Criterion A (Presentation). Headings make the structure of your argument clear to the examiner and demonstrate that you understand the logical purpose of each analytical stage. Use consistent formatting for all headings throughout the document.<\/p>\n<p><strong>How should you reference datasets and external sources in your IB Mathematics AI IA?<\/strong><\/p>\n<p>When referencing datasets IA IB, choose one citation style (APA is most common among IB students) and apply it consistently. Cite your sources in the body of the paper at the point where the data is first introduced, and compile a full bibliography on the final page. Every dataset, database, and academic source used in the exploration must be cited, including open-access platforms such as the World Bank or Kaggle.<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;46028&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;1&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;5&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0110\u00e1nh gi\u00e1 b\u00e0i vi\u1ebft&quot;,&quot;legend&quot;:&quot;5\\\/5 - (1 vote)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;IB Mathematics AI IA structure 2026: How to organise your exploration for maximum marks&quot;,&quot;width&quot;:&quot;142.5&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} {votes})&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 142.5px;\">\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            5\/5 - (1 vote)    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>A strong IB Mathematics AI IA structure should organise the exploration as a clear mathematical investigation, with each section contributing to the overall argument and assessment criteria. A typical structure includes an introduction and rationale, context and data collection, the main mathematical exploration, ongoing interpretation and reflection, a conclusion, and references with any necessary appendices. &#8230; <a title=\"IB Mathematics AI IA structure 2026: How to organise your exploration for maximum marks\" class=\"read-more\" href=\"https:\/\/times.edu.vn\/en\/ib\/ib-mathematics-ai-ia-structure\/\" aria-label=\"Read more about IB Mathematics AI IA structure 2026: How to organise your exploration for maximum marks\">Read more<\/a><\/p>\n","protected":false},"author":9,"featured_media":45941,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","rank_math_title":"","rank_math_description":"","footnotes":""},"categories":[170],"tags":[],"class_list":["post-46028","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ib"],"_links":{"self":[{"href":"https:\/\/times.edu.vn\/en\/wp-json\/wp\/v2\/posts\/46028","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/times.edu.vn\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/times.edu.vn\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/times.edu.vn\/en\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/times.edu.vn\/en\/wp-json\/wp\/v2\/comments?post=46028"}],"version-history":[{"count":3,"href":"https:\/\/times.edu.vn\/en\/wp-json\/wp\/v2\/posts\/46028\/revisions"}],"predecessor-version":[{"id":46082,"href":"https:\/\/times.edu.vn\/en\/wp-json\/wp\/v2\/posts\/46028\/revisions\/46082"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/times.edu.vn\/en\/wp-json\/wp\/v2\/media\/45941"}],"wp:attachment":[{"href":"https:\/\/times.edu.vn\/en\/wp-json\/wp\/v2\/media?parent=46028"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/times.edu.vn\/en\/wp-json\/wp\/v2\/categories?post=46028"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/times.edu.vn\/en\/wp-json\/wp\/v2\/tags?post=46028"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}