Read the first worked example with the solution open so the structure is clear.
Try the practice problems before revealing each solution.
Use the related concepts and background knowledge badges if you feel stuck.
What to Focus On
Core idea:Assumptions are the statements you accept as true up front; every later conclusion in the model or proof rests on them.
Common stuck point:The procedure for assumptions is the easy part; the trap is leaving assumptions unstated so the reader cannot see when the result breaks. Asking "Is this a statement I am accepting as true to start, rather than something I must prove or a rule the answer must satisfy?" first is what keeps a correct-looking calculation from being attached to the wrong concept.
Sense of Study hint:Ask: Is this a statement I am accepting as true to start, rather than something I must prove or a rule the answer must satisfy?
Worked Examples
Example 1
easy
A student models a ball thrown upward with h(t)=20t−5t2 (height in metres, time in seconds). List three assumptions embedded in this model.
Answer
Key assumptions: no air resistance, constant gravity, vertical motion only
First step
1
Assumption 1: Air resistance is negligible — the model uses only gravity, not drag forces.
Full solution
2
Assumption 2: Gravity is constant at approximately 10 m/s² (using g≈10, so 21g=5).
3
Assumption 3: The ball moves vertically only — horizontal motion is not modelled.
4
These assumptions simplify the physics to obtain a tractable mathematical model.
Every mathematical model rests on assumptions that limit its validity. Identifying assumptions clarifies when the model is accurate and when it breaks down.
Example 2
medium
In a proof that 2 is irrational, the argument begins: 'Assume 2=p/q in lowest terms with p,q integers.' Identify every assumption made and explain why each is necessary.
Example 3
medium
State the assumption underlying the formula ba⋅dc=bdac.
Example 4
medium
Identify the implicit assumption when a problem says 'pick a random integer from 1 to 10'.
Example 5
medium
Find the error: 'Let x=y. Then x2=xy. So x2−y2=xy−y2, (x−y)(x+y)=y(x−y), hence x+y=y, so 2y=y, giving 1=2.'
Example 6
hard
What assumption is needed to compute limn→∞n1=0 using sequence limit rules?
Example 7
hard
A solver writes ln(ab)=lna+lnb. What assumption must hold?
Example 8
hard
In a poll, P(A∩B)=P(A)P(B) is used. What is assumed?
Example 9
hard
What assumption justifies using the formula E[X]=∑xipi?
Example 10
challenge
A student integrates by writing ∫x1dx=lnx. What assumption is hidden and how should it be corrected?
Practice Problems
Try these problems on your own first, then open the solution to compare your method.
Example 1
easy
A shopkeeper assumes 'each customer buys exactly one item.' Under this assumption, if 50 customers visit, how many items are sold? State one way the assumption could fail.
Example 2
medium
A theorem states: 'For all a,b>0, 2a+b≥ab (AM-GM inequality).' Identify the key assumption and give a counterexample showing the result fails without it.
Example 3
easy
A word problem says 'a car travels 60 miles in 1 hour, how far in 3 hours?' What unstated assumption makes the answer 180?
Example 4
easy
A geometry claim 'parallel lines never meet' relies on which assumed framework?
Example 5
easy
To compute the average of test scores by adding and dividing by the count, what is assumed about each score's weight?
Example 6
easy
A solver applies L'Hopital's rule to limx→2x−1x+1. Which assumption of the rule is violated?
Example 7
easy
'There are 30 students; how many handshakes if everyone shakes everyone's hand once?' What is assumed about each pair?
Example 8
easy
A probability calculation multiplies P(A)⋅P(B) for two events. What is assumed?
Example 9
easy
True or false: assumptions that are never stated explicitly cannot cause errors.
Example 10
easy
A formula uses x and gives a real answer. What is assumed about x?
Example 11
medium
A proof states 'let x be the largest integer such that x2<50.' What hidden assumption could fail in a different setting?
Example 12
medium
'A fair die is rolled.' How does the word 'fair' change the assumptions, and what probability does each face get?
Example 13
medium
A statistician applies a t-test assuming the data are normally distributed, but the data are heavily skewed. What is the consequence of the broken assumption?
Example 14
medium
To use the Pythagorean theorem a2+b2=c2 on a triangle, what must be assumed about it?
Example 15
medium
A budget problem divides total cost evenly among friends. What two assumptions does 'evenly' hide?
Example 16
medium
A model of compound interest uses annual compounding. Restating it with the SAME nominal rate but monthly compounding changes the result. Which assumption caused the change?
Example 17
medium
A problem assumes 'the rope is inextensible.' If the rope actually stretches, which conclusions of the analysis become invalid?
Example 18
medium
In 'x1+y1=1, find integer solutions', what implicit constraint/assumption must hold for the fractions to be defined?
Example 19
medium
A solver concludes x2=x. What assumption about x does this require, and what is the correct general identity?
Example 20
challenge
A proof concludes 'a=b' after dividing both sides of a2=ab by a. Identify the false assumption and the value that exposes it.
Example 21
challenge
An economic model assumes 'rational actors with perfect information.' Construct a real scenario where this assumption fails and explain the consequence for the model's predictions.
Example 22
challenge
A combinatorial argument counts arrangements assuming all objects are distinguishable, then is applied to identical balls. Explain the error and give the corrected count for placing 5 identical balls into 3 boxes.
Example 23
easy
A student writes x⋅y=xy. What assumption about x and y is needed?
Example 24
medium
To divide both sides of ax=b by a, what must be assumed?
Example 25
easy
A formula uses logx. What is assumed about x?
Example 26
medium
A modeller treats a population's growth with P(t)=P0ert. What assumption is implicit?
Example 27
medium
True or false: a model that perfectly fits data has no assumptions.
Example 28
medium
To use the formula 'distance = rate × time', what must be assumed about the rate?
Example 29
medium
A proof says 'WLOG, assume a≤b.' What does 'WLOG' mean?
Example 30
medium
What assumption is needed to write (x)2=x?
Example 31
medium
In a 'fair coin' problem, what is the embedded assumption?
Example 32
medium
Identify the assumption: to compute the mean as (x1+x2+...+xn)/n, we assume what?
Example 33
medium
What is assumed to apply the Chain Rule dxdf(g(x))=f′(g(x))g′(x)?
Example 34
medium
The slope formula x2−x1y2−y1 assumes what?
Example 35
medium
To use cos−1(cosθ)=θ, what assumption on θ is needed?
Example 36
medium
What assumption enables the formula 'area of triangle = 21bh'?
Example 37
medium
What assumption is implicit in 'cross-multiplying' ba=dc to get ad=bc?
Example 38
hard
What hidden assumption is in 'the average household has 2.4 children'?