A-level · Beta

Newton–Raphson

Move the initial guess and follow tangent steps towards a root.

Drag X along the horizontal track to move the initial guess. Add one tangent step at a time.

xj+1=xj−xj3−xj−13xj2−1x_{j+1}=x_j-\frac{x_j^3-x_j-1}{3x_j^2-1}
Drag X along the horizontal track to move the initial guess. Add one tangent step at a time.1.25-1.252.5-2.53.75-3.755-5xy−33X

Tab to a ring or outcome, then use the arrow keys. Sliders also work with touch and keyboard.

Iteration limit reached. More steps may help; this is not proof of divergence.

Completed iterations
3
Latest residual
0.00205836
Iteration values (rounded; calculation keeps full precision)
jxⱼf(xⱼ)
01-1
11.50.875
21.347830.100682
31.32520.00205836

Blue is f(x) = x³ − x − 1. Tangents may leave the visible axes. A small residual is numerical evidence, not an exact algebraic proof.

Predict, test and explain

Step 1 of 3

Predict

For f(x) = x³ − x − 1 and x₀ = 1, what is x₁?

InvestigateCompare initial guesses 0 and 1. Do they behave alike?

Explore and compare

Choose the investigation above. Predict what will change before you move a control.

Try it in the simulation. Change one thing at a time.

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Hints, self-check and connections
Try a self-check

Fixed values, separate from the diagram controls.

For f(x) = x³ − x − 1 and x₀ = 1, what is x₁?

x1=1−f(1)fprime(1)x_1=1-\frac{f(1)}{fprime(1)}

Hint

A tangent meets the x-axis at the next Newton estimate.

Reveal answer

f(1) = −1 and f′(1) = 2, so x₁ = 1 − (−1)/2 = 1.5.

1.51.5

Build an explanation

Hint 1

A tangent meets the x-axis at the next Newton estimate.

Hint 2

Use x − f(x)/f′(x) before rounding.

Hint 3

A zero derivative makes that step undefined; not every initial guess converges.

Worked example

This example uses fixed values, separate from the diagram controls.

Take one Newton step from x₀ = 1.

  1. Evaluate f(1) = 1 − 1 − 1 = −1.
  2. Evaluate f′(1) = 3 − 1 = 2.
  3. Calculate 1 − (−1)/2.

Answer: x₁ = 1.5.

Connect this idea

Watch out: Subtracting a negative correction increases this first estimate.

Specification and learning route

AQA I2 · Edexcel Pure 9.3

A-level extension. This model illustrates selected content; references are not a claim of full coverage or exam-board endorsement.

Useful starting knowledge: Functions and roots; Graph interpretation; Iteration; Differentiation for Newton-Raphson; Definite integrals for trapezium rule.

AQA specification · Edexcel specification