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Communicating mathematical reasoning

Good mathematical communication makes the logic of a solution visible. A correct answer can lose marks if essential reasoning is hidden, while a concise solution can earn full marks when every important claim is justified.

The aim is not to write more. It is to write enough that another mathematician can reconstruct why each step follows.

You should be able to:

  • rearrange equations and use standard algebraic notation;
  • distinguish an expression, an equation and an inequality;
  • substitute into formulae and functions;
  • recognise common command words such as show, prove, deduce and interpret.

Review algebraic fluency and proof and reasoning if these foundations are uncertain. For selecting the mathematics itself, see how to choose a method.

A complete argument usually contains three ingredients:

  1. Claim: state the mathematical fact being used or found.
  2. Reason: show the calculation, definition, theorem or assumption that supports it.
  3. Conclusion: answer the precise question.

Not every line needs prose. Correct notation often supplies the reason efficiently.

Worked example 1: classify a stationary point

Section titled “Worked example 1: classify a stationary point”

For

f(x)=x33x29x+5,f(x)=x^3-3x^2-9x+5,

show that the stationary point with positive xx coordinate is a local minimum.

Stationary points satisfy f(x)=0f'(x)=0:

f(x)=3x26x9=3(x3)(x+1).\begin{aligned} f'(x)&=3x^2-6x-9\\ &=3(x-3)(x+1). \end{aligned}

Therefore x=3x=3 or x=1x=-1, so the stationary point with positive xx coordinate occurs at x=3x=3.

Now classify it:

f(x)=6x6,f''(x)=6x-6,

and

f(3)=12>0.f''(3)=12>0.

Hence the curve is locally convex at x=3x=3, so the stationary point is a local minimum.

The final sentence matters. The inequality f(3)>0f''(3)>0 is evidence, but the requested conclusion is that the point is a local minimum. See stationary points and curve sketching.

The symbols ==, \Rightarrow and \Leftrightarrow do different jobs.

SymbolMeaningAppropriate use
==the expressions have equal value2(x+3)=2x+62(x+3)=2x+6
\Rightarrowthe left statement implies the rightx=2x2=4x=2\Rightarrow x^2=4
\Leftrightarroweach statement implies the otherx+3=7x=4x+3=7\Leftrightarrow x=4
\approxapproximately equal21.414\sqrt2\approx1.414

Do not use an equals sign to mean “and then”.

Incorrect:

x2=9=x=3.x^2=9=x=3.

Correct:

x2=9x=3 or x=3.x^2=9\Rightarrow x=3\text{ or }x=-3.

Also distinguish a reversible step from a one way implication. If x=2x=2, then x2=4x^2=4, but x2=4x^2=4 does not force x=2x=2. Thus

x=2x2=4x=2\Rightarrow x^2=4

is true, while

x=2x2=4x=2\Leftrightarrow x^2=4

is false.

Insert ==, \Rightarrow, \Leftrightarrow or \approx.

  1. 3(x2)    3x63(x-2)\;\square\;3x-6
  2. x>5    x>0x>5\;\square\;x>0
  3. 2x+1=9    x=42x+1=9\;\square\;x=4
  4. π    3.142\pi\;\square\;3.142 to 44 significant figures
Answers
  1. ==, because these are identical expressions.
  2. \Rightarrow, because x>5x>5 is sufficient for x>0x>0, but not equivalent to it.
  3. \Leftrightarrow, because solving and reversing the step are both valid.
  4. \approx, because the decimal is rounded.

Routine arithmetic need not be narrated, but a marker must be able to see the mathematical route. Include:

  • the equation or model you are using;
  • substitutions before simplification;
  • important restrictions or assumptions;
  • the intermediate value from which a required result follows;
  • units and degree of accuracy where relevant.

Worked example 2: a clear “show that” solution

Section titled “Worked example 2: a clear “show that” solution”

The curve

y=x+1x1,x1,y=\frac{x+1}{x-1}, \qquad x\ne1,

has a tangent at x=3x=3. Show that the tangent has equation

2x+4y=13.2x+4y=13.

Differentiate using the quotient rule:

dydx=(x1)(x+1)(x1)2=2(x1)2.\frac{dy}{dx} =\frac{(x-1)-(x+1)}{(x-1)^2} =\frac{-2}{(x-1)^2}.

At x=3x=3,

y=3+131=2,dydx=2(31)2=12.y=\frac{3+1}{3-1}=2, \qquad \frac{dy}{dx}=\frac{-2}{(3-1)^2}=-\frac12.

The tangent through (3,2)(3,2) is therefore

y2=12(x3)2y4=x+32x+4y=13,\begin{aligned} y-2&=-\frac12(x-3)\\ 2y-4&=-x+3\\ 2x+4y&=13, \end{aligned}

as required.

This does not begin by assuming 2x+4y=132x+4y=13. It independently finds the point and gradient, then reaches the stated equation. The phrase “as required” marks completion; it does not replace reasoning.

CommandWhat your reasoning must do
Show thatDerive the supplied result without assuming it
ProveEstablish the statement in every allowed case
DisproveGive one valid counterexample and explain the contradiction
Deduce or henceUse an earlier result explicitly
VerifyCheck directly that a value or object has the claimed property
ExplainConnect mathematical facts in words, not calculation alone
InterpretTranslate the mathematics into the original context

Checking several examples is not a proof of a universal statement. However, one counterexample does disprove a universal statement.

Prove that the square of every odd integer is odd.

Let nn be any odd integer. Then, for some integer kk,

n=2k+1.n=2k+1.

Therefore

n2=(2k+1)2=4k2+4k+1=2(2k2+2k)+1.\begin{aligned} n^2&=(2k+1)^2\\ &=4k^2+4k+1\\ &=2(2k^2+2k)+1. \end{aligned}

Since kZk\in\mathbb Z, the number 2k2+2k2k^2+2k is an integer. Thus n2n^2 has the form 2m+12m+1 for an integer mm, so n2n^2 is odd.

The last two sentences close a common logical gap. The algebra reaches a useful form, then the definition of an odd integer turns that form into the conclusion. Explore other proof structures in deduction and exhaustion, contradiction and counterexamples.

State conditions when using a theorem or model

Section titled “State conditions when using a theorem or model”

A named result is not a magic instruction. State or demonstrate the condition that makes it applicable.

Worked example 4: independence in probability

Section titled “Worked example 4: independence in probability”

Events AA and BB satisfy

P(A)=0.4,P(B)=0.5,P(AB)=0.2.\operatorname P(A)=0.4,\qquad \operatorname P(B)=0.5,\qquad \operatorname P(A\cap B)=0.2.

Determine whether AA and BB are independent.

For independent events, the defining condition is

P(AB)=P(A)P(B).\operatorname P(A\cap B)=\operatorname P(A)\operatorname P(B).

Here,

P(A)P(B)=0.4×0.5=0.2=P(AB).\operatorname P(A)\operatorname P(B)=0.4\times0.5=0.2 =\operatorname P(A\cap B).

Therefore AA and BB are independent.

Writing only "0.4×0.5=0.20.4\times0.5=0.2" leaves the purpose of the calculation unstated. The definition and conclusion make the argument complete.

Communicate statistical conclusions precisely

Section titled “Communicate statistical conclusions precisely”

A hypothesis test conclusion should include:

  1. the comparison with the significance level or critical region;
  2. the decision about H0H_0;
  3. the strength of evidence for the contextual claim.

Worked example 5: conclusion from a p-value

Section titled “Worked example 5: conclusion from a p-value”

A test of

H0:p=0.30againstH1:p>0.30H_0:p=0.30 \qquad\text{against}\qquad H_1:p>0.30

gives a p-value of 0.0180.018. Interpret the result at the 5%5\% significance level when pp is the proportion of customers choosing a new product.

Since

0.018<0.05,0.018<0.05,

the result is significant at the 5%5\% level, so reject H0H_0. There is sufficient evidence to suggest that more than 30%30\% of customers choose the new product.

Do not write ”H0H_0 is false” or ”H1H_1 is proved”. A hypothesis test measures evidence under uncertainty. Also keep the direction of H1H_1 in the conclusion. See hypothesis testing language.

Mechanics equations are meaningful only after directions, forces and modelling assumptions are clear. A strong solution normally:

  • defines a positive direction;
  • identifies forces on the chosen body;
  • resolves only those forces;
  • applies F=maF=ma with signs consistent with the chosen direction;
  • interprets a negative result rather than silently changing its sign.

Worked example 6: signs communicate direction

Section titled “Worked example 6: signs communicate direction”

A particle of mass 4 kg4\text{ kg} is on a rough horizontal plane. A horizontal force of 10 N10\text{ N} acts to the right, while resistance of magnitude 18 N18\text{ N} acts to the left. Find its acceleration.

Take right as positive. Applying F=maF=ma horizontally gives

1018=4a.10-18=4a.

Hence

a=2 m s2.a=-2\text{ m s}^{-2}.

The negative sign means the acceleration is opposite to the chosen positive direction. Therefore the particle accelerates at

2 m s2 to the left.\boxed{2\text{ m s}^{-2}\text{ to the left}}.

The equation records the direction convention; the final sentence translates its sign. Review forces and free body diagrams and Newton’s laws.

Small notational choices prevent large misunderstandings.

  • Define variables: “Let tt be the time in seconds after release.”
  • Use brackets in substitutions: if f(x)=x2+1f(x)=x^2+1, then f(a+1)=(a+1)2+1f(a+1)=(a+1)^2+1.
  • Write limits on definite integrals: 02f(x)dx\int_0^2 f(x)\,dx.
  • Distinguish a vector from its magnitude: v\mathbf v and v|\mathbf v|.
  • Include constants of integration: 2xdx=x2+C\int 2x\,dx=x^2+C.
  • Keep exact and approximate equality distinct.
  • Attach units to contextual final answers, not to every algebraic intermediate line.

When introducing a symbol that is not given in the question, define it immediately. In a proof, specify its domain, such as nZn\in\mathbb Z or x>0x>0.

For the equation 2x+1=72^{x+1}=7, writing only

x=1.807x=1.807

hides the method and may not earn method marks.

2x+1=7(x+1)ln2=ln7x=ln7ln21=1.807\begin{aligned} 2^{x+1}&=7\\ (x+1)\ln2&=\ln7\\ x&=\frac{\ln7}{\ln2}-1\\ &=1.807\ldots \end{aligned}

Therefore x=1.81x=1.81 to 33 significant figures.

Long prose describing every arithmetic operation can obscure the mathematics. Prefer a displayed chain of valid equations, with prose at decision points: why a theorem applies, why a root is rejected, what a sign means, or what the final result says in context.

A student differentiates y=x2exy=x^2e^x and writes

dydx=2xex+x2ex=ex(x2+2x).\frac{dy}{dx}=2xe^x+x^2e^x=e^x(x^2+2x).

They were asked to find the gradient at x=1x=1. What is missing, and what is the complete answer?

Disprove the claim: “If a2>b2a^2>b^2, then a>ba>b for all real aa and bb.”

A hypothesis test at the 1%1\% significance level gives a p-value of 0.0320.032. Should H0H_0 be rejected? State the reason.

Answers
  1. The differentiation is correct, but the requested evaluation and conclusion are missing:

    dydxx=1=e(1+2)=3e.\left.\frac{dy}{dx}\right|_{x=1} =e(1+2)=3e.

    Therefore the gradient at x=1x=1 is 3e3e.

  2. Take a=3a=-3 and b=2b=2. Then a2=9>4=b2a^2=9>4=b^2, but a=3<2=ba=-3<2=b. This counterexample disproves the universal claim.

  3. No. Since 0.032>0.010.032>0.01, the result is not significant at the 1%1\% level, so there is insufficient evidence to reject H0H_0.

Before moving on, ask:

  1. Have I answered the exact command and used any requested method?
  2. Can a reader see the key equation, theorem or model?
  3. Have I justified restrictions, rejected values and important assumptions?
  4. Are ==, \Rightarrow, \Leftrightarrow and \approx used correctly?
  5. Does the conclusion state what the result means, with units and context if needed?
  6. Is the precision appropriate, with exact values kept until the end?

Next, practise identifying avoidable weaknesses in common A-level Mathematics exam mistakes and learn systematic ways of checking answers.