Lesson 95 — Mathematical Modelling: Reviewing the Appropriateness of a Model
Strand: Measurement | Descriptor: AC9M8M07 | Duration: 45 minutes
Learning Intentions
- To review a ratio or rate model by testing its assumptions against real-world conditions.
- To refine a model when its assumptions prove unreasonable, and explain the effect of the refinement.
Success Criteria
I can:
- Identify the assumptions underlying a ratio or rate model.
- Judge whether an assumption is reasonable, and explain why or why not.
- Refine a model by adjusting or replacing an unreasonable assumption.
- Compare the original and refined models’ solutions, and explain the difference.
Warmup
(5 minutes — “reasonable or not?”, pairs)
For each modelling assumption, decide whether it is reasonable or questionable for the situation described, and justify briefly.
- “A car’s fuel consumption is constant at
L/ km” — for a trip entirely on a flat highway. - “A car’s fuel consumption is constant at
L/ km” — for a trip through mountains with a loaded trailer. - “The exchange rate stays fixed at
AUD USD” — for a transfer completed within the next minutes. - “The exchange rate stays fixed at
AUD USD” — for a transfer completed over the next months.
Answers: 1. Reasonable — steady conditions match the constant-rate assumption well. 2. Questionable — hills and load both increase fuel use above the flat-road average. 3. Reasonable — exchange rates barely move in minutes. 4. Questionable — exchange rates fluctuate meaningfully over months.
Discussion: The same assumption can be reasonable in one context and unreasonable in another — reviewing a model means checking assumptions against the specific situation, not judging them in the abstract.
Activities
Activity 1 — Explicit Instruction: what “reviewing a model” Means (10 min)
Recap the modelling cycle: Formulate → Solve → Interpret → Review. Today’s focus is Review: checking whether the model’s assumptions hold, whether the solution is sensible, and refining the model if not.
Three review questions to ask of any model:
- Are the assumptions realistic for this specific situation?
- Is the solution sensible — does the size and sign of the answer make sense?
- What would happen to the answer if an assumption changed?
I do: “A model assumes a constant fuel-consumption rate of
Assumption check: reasonable — highway driving is close to steady-state, matching manufacturer test conditions. Sensibility check: model predicts
L for the trip; a typical car’s tank is – L, so this is plausible. Sensitivity check: if the real rate were L/ km instead (a km mountain leg), the model would underestimate fuel use by L — worth adding a safety margin for planning.
We do: Together review: “A model assumes a recipe scales perfectly and evenly, even to fractional chicken breasts, for
You do: For each model, state (i) whether the key assumption is reasonable for the stated situation, (ii) one refinement that would improve the model:
(a) “A currency conversion model uses today’s rate to estimate the AUD value of a donation platform’s USD pledges, which will actually be received and converted in 3 months.”
(b) “A concrete-mixing model assumes cement, sand and water combine in an exact ratio
(c) “A best-buy model compares unit price only, ignoring that the cheaper option requires a
Activity 2 — Guided Practice: Refining a Model and Comparing Solutions (10 min)
I do: Refine the fuel model from Activity 1. Original model:
State the review conclusion: “The original model likely underestimates fuel needed by around
We do: Together refine the best-buy model from (c): if the extra drive costs
The refined model shows a smaller but still positive net saving of
Activity 3 — Inquiry Task: Reviewing the Fundraiser Model (14 min)
Pairs. Return to the fundraiser model (Lessons 92–94): raffle
Conduct a full review:
- List every assumption made across the three parts of the model (raffle, bake sale, currency conversion).
- For each assumption, judge whether it is reasonable, and explain why or why not, referencing the specific fundraiser context (e.g. is a fixed exchange rate reasonable if pledges are converted immediately versus over several weeks of a campaign?).
- Choose the one assumption you judge weakest, and refine the model to account for it — recalculate the affected part.
- Write a short concluding statement: by how much (in dollars, and as a percentage) does your refinement change the total raised?
Socratic scaffolding:
| Prompt | Purpose |
|---|---|
| Understand: what assumption are you testing? | Name it precisely before judging it. |
| What do you know about how this quantity actually behaves in reality? | E.g. exchange rates fluctuate day to day; bake sale trays rarely sell out exactly evenly. |
| Devise a plan: how would you adjust the formula to reflect reality more closely? | E.g. apply a range of exchange rates instead of one fixed value, or model |
| Carry it out | Recalculate the affected part with the refined assumption. |
| Looking back | Compare original and refined totals — is the change large enough to matter for a real report to the principal? |
Checks for Understanding
(6 minutes — exit ticket, collected)
- A model assumes ”
hour of tutoring costs exactly 45$, with no minimum booking.” State one reason this assumption might be unrealistic in practice. - A model predicts
L of paint needed, based on a constant coverage rate of per litre. If the real wall surface is rough (reducing coverage to per litre), recalculate the refined paint requirement. (Total area .) - Explain, in one sentence, the difference between interpreting a solution and reviewing a model.
- Reasoning. A currency conversion model used a fixed exchange rate for pledges collected over a
-month campaign. Explain why this is a reasonable simplification for a Year 8 maths model, even though it is not perfectly realistic.
Answers: 1. E.g. many tutoring services require a minimum
Common Misconceptions
| Misconception | How to pre-empt it |
|---|---|
| Believing a model is either “right” or “wrong” rather than more or less appropriate. | Frame review as a spectrum: models are judged by how well their assumptions fit the specific situation, not by a pass/fail standard. |
| Refining a model by guessing a new number with no justification. | Require every refinement to state why the new value/assumption is more realistic. |
| Reviewing only the arithmetic, not the assumptions. | Separate “is the calculation correct?” (solving) from “is the model appropriate?” (reviewing) explicitly. |
| Assuming more complex models are always better. | Discuss that a simple model can be entirely appropriate if its assumptions are reasonable for the context — added complexity is only useful if it improves realism meaningfully. |
| Refining every assumption at once, losing track of which change caused which effect. | Insist on changing and testing one assumption at a time. |
Enrichment — Competition-Style Problems
E1 (AMC Junior style). A model estimates delivery cost as a flat
Answer
The refined model gives
E2 (Kangaroo style). A model assumes a train travels at a constant
Answer
3 hours 12 minutes,
E3 (Challenge). A model for the cost of tiling a floor assumes tiles can be cut with zero wastage. A reviewer argues real tiling always wastes some material at the edges, typically
Answer
81 tiles — this happens to be a whole number already, but in general the result must be rounded up, since a tiler cannot purchase a fractional tile, and under-ordering would halt the job.
Homework
- State one assumption underlying the model “wages
24 \times$ hours worked”, and judge whether it is reasonable for a casual retail job with penalty rates on Sundays. - A model predicts a
40 15 8$ minutes. Recalculate the refined total time. - A concrete model assumes cement:sand:water
with no wastage for a kg pour. A reviewer suggests a realistic wastage allowance. Recalculate the refined total mass of materials needed. - Explain, using the exchange-rate example, why “the assumption is unrealistic” is not by itself a strong enough review — a good review must also state what to do about it.
- Reasoning. A model for classroom furniture cost assumes every chair costs exactly the listed price, ignoring bulk discounts. A school orders
chairs at 35 10% 30$ or more. Compare the original and refined total costs, and explain the size of the difference. - Challenge. A model estimates the time to photocopy
pages at a constant rate of pages per minute, giving minutes. A reviewer notes the photocopier jams on average once every pages, costing minutes per jam to clear. Refine the model and find the total realistic time.
Answers: 1. The assumption ignores Sunday penalty rates, which are common in retail awards — it is only reasonable if no Sunday shifts are worked. 2.