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Every mark.
A reason.
A next step.

A Mathematics AA SL exploration, reviewed criterion by criterion. Explore the scoring table, supporting evidence and revision priorities in this fictional example.

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SubjectMathematics AA · SL
ComponentInternal Assessment
Exam sessionMay 2027
ExampleCooling-model exploration
Report typeFictional demonstration
01 / THE OVERVIEW

Your marks, in one place.

This original teaching example follows a cooling model from an everyday question through an exponential function to a testable prediction. The illustrative profile rewards a clear focus, connected mathematical work and some decision-making, while showing how residual analysis, notation and reflection could become more precise. The 15/20 is a fictional demonstration value, not a mark awarded to a real submitted exploration.

Illustrative Mathematics AA SL IA criterion marks
Assessment criterionMark / maximumSupporting feedback
A · Presentation3 / 4Read the evidence ↗
B · Mathematical communication3 / 4Read the evidence ↗
C · Personal engagement2 / 3Read the evidence ↗
D · Reflection2 / 3Read the evidence ↗
E · Use of mathematics5 / 6Read the evidence ↗
Total IA component mark15 / 203+3+2+2+5 = 15

Each criterion is judged against its applicable descriptors. The checks below explain that judgment; the number of ticks does not calculate the mark. The scores and draft extracts in this sample are illustrative, not a review of a submitted paper.

02 / UNDERSTAND EACH JUDGMENT

From a mark to something you can change.

APresentation3 / 4

Why this mark

The constructed sequence has a focused question, an accessible measurement plan and a conclusion connected to the aim. Its argument is understandable, but the transition from fitting two points to testing later observations needs a clearer place in the main discussion. The demonstration value illustrates a coherent but not yet fully economical presentation.

What would strengthen the evidence

Evidence to develop next: a concise route from the aim to the chosen model, its test and the answer, with each table or graph introduced at the point where it advances the reasoning. More pages or decorative sections alone would not demonstrate improvement.

Diagnostic checks for Presentation
IDCheckStatusEvidence and next step
A1A specific aim guides the explorationMet

The question identifies the drink, the room conditions and the temperature threshold to be estimated.

Next step: Keep the threshold question visible when introducing each mathematical step.

A2Results appear in a logical sequenceNeeds work

The fit is shown before the prediction, but the later observed values are not yet used in a clearly separated model check.

Next step: Insert a short model-check section between fitting the function and estimating the threshold time.

A3Tables and visuals earn their placeNeeds work

The observation table supports the work; the described graph still needs an explanatory sentence and complete axes.

Next step: Introduce the graph with the comparison it is intended to reveal and remove any duplicate display that adds no insight.

BMathematical communication3 / 4

Why this mark

The example defines the model and mostly uses consistent symbols. The table and function convey the main quantities, yet the units of the rate constant and the graph's vertical axis are incomplete. The demonstration value shows useful communication that needs a final consistency check.

What would strengthen the evidence

Evidence to develop next: precise definitions and units carried through the equation, table, graph and conclusion, with reasoning readable without guessing the meaning of symbols. A notation audit should resolve ambiguity rather than merely add technical vocabulary.

Diagnostic checks for Mathematical communication
IDCheckStatusEvidence and next step
B1Variables and units are definedNeeds work

Time is defined in minutes and temperature in degrees Celsius, but k is not labelled as per minute and the graph omits the vertical unit.

Next step: State that k has units min^-1 and label the vertical axis Temperature / degrees Celsius.

B2The model is communicated symbolicallyMet

The function relates room temperature, initial excess temperature and elapsed time in one expression.

Next step: Keep the equation beside the explanation of each term and define any new notation before use.

B3Calculation precision is explainedNeeds work

The threshold result is rounded to a tenth of a minute without explaining whether that precision matches the temperature observations.

Next step: Retain full precision internally, then justify the displayed rounding using the resolution and uncertainty of the measurements.

CPersonal engagement2 / 3

Why this mark

The invented author makes a purposeful choice of temperature threshold and selects a tractable model to answer a practical question. Some ownership is visible in the plan to compare models. The next step is to document how an actual result changes a mathematical decision, rather than relying on a personal introduction alone.

What would strengthen the evidence

Evidence to develop next: a traceable sequence of independent decisions, such as testing an alternative model, noticing a mismatch and revising the method with a mathematical reason. This is about intellectual ownership shown in the work, not a claim of enthusiasm.

Diagnostic checks for Personal engagement
IDCheckStatusEvidence and next step
C1A personal purpose leads to a mathematical choiceMet

The chosen threshold is connected to the author's intended use, and the question calls for a time estimate.

Next step: Explain how the threshold and observation interval shaped the method.

C2The author considers an alternative approachMet

A straight-line comparison is proposed as a check on whether the exponential model adds value.

Next step: Carry out the proposed comparison and show what was learned from it.

C3Findings change a decisionNeeds work

The extracts notice later disagreement but do not yet document a revised fitting or measurement decision.

Next step: Choose one response to the mismatch, explain why it is justified and show its effect on the prediction.

DReflection2 / 3

Why this mark

The demonstration acknowledges that constant room temperature is an assumption and notices that later observations exceed the model. Those comments are relevant, but their effects on the answer are not yet quantified or used to judge the model's domain. This fictional score illustrates partial reflection rather than a verified level of attainment.

What would strengthen the evidence

Evidence to develop next: reflection that changes the interpretation of the result. Calculate and interpret discrepancies, test a reasonable alternative assumption and explain when the threshold estimate is useful or unreliable. A longer limitations list alone is insufficient.

Diagnostic checks for Reflection
IDCheckStatusEvidence and next step
D1The conclusion answers the stated questionMet

The model gives an approximate time for the chosen threshold under the stated room-temperature assumption.

Next step: Restate the result as a conditional estimate and distinguish model time from an observed threshold crossing.

D2Discrepancies are interpretedNeeds work

The model is about three degrees below the invented observation at twenty minutes; the draft calls this small without a comparison standard.

Next step: Calculate residuals at every recorded time and discuss their size and pattern relative to measurement resolution.

D3Assumptions are tested for their effectNeeds work

Possible room-temperature drift and probe uncertainty are named but not connected to a changed prediction.

Next step: Recalculate under a justified alternative room temperature or fitting window and compare the threshold estimate.

EUse of mathematics5 / 6

Why this mark

The original example uses an exponential function, logarithms and algebra to estimate a rate and solve a threshold equation. The displayed steps are connected to the research question and can be checked. The model choice and error treatment would need fuller mathematical support before a stronger achievement claim could be made.

What would strengthen the evidence

Evidence to develop next: a complete and convincing explanation of why the mathematical method is suitable, with checked calculations, consistent units and a justified test of fit or sensitivity. More sophisticated mathematics is not automatically better if it is unexplained or unnecessary.

Diagnostic checks for Use of mathematics
IDCheckStatusEvidence and next step
E1The chosen model has a stated rationaleMet

Cooling is represented as a rate proportional to the temperature difference from the room, leading to an exponential form.

Next step: Explain the physical scope of that assumption and why it is a useful approximation here.

E2The main algebra is visible and checkableMet

The rate estimate uses the ten-minute observation and the threshold calculation uses logarithms rather than a black-box output.

Next step: Show units beside the rate and verify the final time by substituting it into the model.

E3Fit quality supports the predictionNeeds work

Only the initial and ten-minute readings determine the function; the remaining observations are available but not yet used systematically.

Next step: Compare predictions with all observations and use that comparison to justify retaining or changing the model.

03 / WORK IN THE RIGHT ORDER

Your next revision.

Start with the substance, then tighten the presentation. These are revision priorities, not promises of extra marks.

  1. Test the model before relying on the threshold time

    Create a compact comparison of model predictions and observations at all five times. Calculate observed-minus-predicted residuals, then explain their pattern and what it implies for extrapolation to the threshold.

    Check it is doneEvery observation has a checked prediction and residual; a short interpretation states whether the model tends to over- or under-predict and why the threshold remains conditional.

  2. Turn an alternative idea into a documented decision

    Complete the proposed straight-line comparison or one justified sensitivity test. Explain the mathematical reason for retaining, modifying or rejecting the chosen model.

    Check it is doneThe alternative is calculated using a stated method, the effect on the result is visible, and the author explains a decision supported by that comparison.

  3. Make the mathematical communication consistent

    Add the unit of k, complete both graph axes, replace the generic caption with the purpose of the comparison and justify the precision of the final time.

    Check it is doneA reader can identify every symbol and unit, understand why each display appears and reproduce the threshold calculation without guessing.

04 / TRACE THE FEEDBACK

The passages behind the comments.

Short, fictional extracts make the sample easy to follow. In a live review, evidence would point to verified pages or passages in the student's own draft.

X1 · Illustrative extract · question and purpose

I want to estimate when a drink first cools from 80 degrees Celsius to 45 degrees Celsius in a room near 20 degrees Celsius. I will observe the drink over twenty minutes and use a model to estimate the threshold time. The threshold is my chosen comparison point, not a claim about a safe drinking temperature.

X2 · Illustrative extract · invented observations

For this teaching example, the invented observations are: time t in minutes = 0, 5, 10, 15, 20; temperature T in degrees Celsius = 80, 69, 61, 55, 51. These values are constructed to support discussion of modelling; they were not collected in an experiment.

X3 · Illustrative extract · model and rate estimate

Assume that the rate of cooling is proportional to the difference between the drink and a room at 20 degrees Celsius. With t in minutes, use T(t) = 20 + 60 exp(-kt). At t = 10, T = 61, so exp(-10k) = 41/60 and k = -ln(41/60)/10, approximately 0.0381. I have not yet written the unit of k.

X4 · Illustrative extract · proposed graph

The planned graph places the observed temperatures and the exponential model on common axes. Its horizontal label is Time / min, while its vertical label is only Temperature. The caption currently says Cooling graph, without explaining what the comparison shows.

X5 · Illustrative extract · threshold calculation

To estimate when T = 45, solve 25 = 60 exp(-kt). Thus t = -ln(25/60)/k, approximately 23.0 minutes using the unrounded value of k. This is a model prediction beyond the final twenty-minute observation, not an observed crossing.

X6 · Illustrative extract · incomplete interpretation

At twenty minutes the model predicts about 48.0 degrees Celsius, compared with the invented value of 51. The difference seems small. The room may not remain exactly at 20 degrees, and later cooling might behave differently, but I have not tested the effect on my answer.

X7 · Illustrative extract · proposed alternative

A straight line through the readings at zero and ten minutes would be easier to use. I want to compare its later predictions with the exponential model before choosing which one better supports the threshold estimate. That comparison has not yet been completed.

X8 · Illustrative extract · uncertainty to investigate

If this were a real investigation, I would record the temperature probe's stated resolution and check whether room temperature changed. I would then repeat the calculation with justified alternative inputs. The present constructed table supplies no measured uncertainty, so I cannot claim an experimental error bound.

About this sample

This is an original demonstration of AsterDraft's planned report format. It is not an official IB assessment or a live AI result. Mathematics AA SL descriptors apply to this sample; HL, other subjects and later course versions require their own criteria.

Read the free assessment guide ↗

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