Standard Normal Distribution (AQA A Level Maths: Statistics): Revision Note

Exam code: 7357

Dan Finlay

Written by: Dan Finlay

Reviewed by: Lucy Kirkham

Updated on

Standard normal distribution

What is the standard normal distribution? 

  • The standard normal distribution is a normal distribution where the mean is 0 and the standard deviation is 1

    • It is denoted by Z

    • begin mathsize 16px style Z tilde straight N left parenthesis 0 comma 1 squared right parenthesis end style

Why is the standard normal distribution important?

  • Any normal distribution curve can be transformed to the standard normal distribution curve by a horizontal translation and a horizontal stretch

  • Therefore we have the relationship:

    • begin mathsize 16px style Z equals fraction numerator X minus mu over denominator sigma end fraction end style

    • Where begin mathsize 16px style X tilde N left parenthesis mu comma sigma squared right parenthesis end style and begin mathsize 16px style Z tilde straight N left parenthesis space 0 comma space 1 squared right parenthesis end style

  • Probabilities are related by:

    • begin mathsize 16px style straight P left parenthesis X less than a right parenthesis equals straight P open parentheses Z less than fraction numerator a minus mu over denominator sigma end fraction close parentheses end style 

    • This will be useful when the mean or variance is unknown

  • If a value of x is less than the mean then the z-value will be negative

  • In old textbooks you might see the function begin mathsize 16px style straight capital phi left parenthesis straight z right parenthesis end style this just means begin mathsize 16px style straight P left parenthesis Z less than z right parenthesis end style

Finding the mean μ or standard deviation σ

How do I find the mean μ or standard deviation σ, if one of them is unknown?

  • If the mean or standard deviation of the begin mathsize 16px style X tilde N left parenthesis mu comma sigma squared right parenthesis end style is unknown then you will need to use the standard normal distribution

  • You will need to use the formula

    • begin mathsize 16px style z equals fraction numerator x minus mu over denominator sigma end fraction end style or its rearranged form begin mathsize 16px style x equals mu plus sigma z end style

  • You will be given a probability for a specific value of begin mathsize 16px style x left parenthesis P left parenthesis X less than x right parenthesis equals p space or space P left parenthesis X greater than x right parenthesis equals p right parenthesis end style 

  • To find the unknown parameter:

  • STEP 1: Sketch the normal curve

    • Label the known value and the mean

  • STEP 2: Find the z-value for the given value of x

    • Use the Inverse Normal Distribution to find the value of z such that begin mathsize 16px style P left parenthesis Z less than z right parenthesis equals p end style or begin mathsize 16px style P left parenthesis Z greater than z right parenthesis equals p end style

    • Make sure the direction of the inequality for Z is consistent with X

    • Try to use lots of decimal places for the z-value to avoid rounding errors

      • You should use at least one extra decimal place within your working than your intended degree of accuracy for your answer

  • STEP 3: Substitute the known values into size 16px z size 16px equals fraction numerator size 16px x size 16px minus size 16px mu over denominator size 16px sigma end fraction or 

    • You will be given x and one of the parameters (μ  or σ) in the question

    • You will have calculated z in STEP 2

  • STEP 4: Solve the equation

How do I find the mean μ and standard deviation σ if both are unknown?

  • If both of them are unknown then you will be given two probabilities for two specific values of x

  • The process is the same as above

    • You will now be able to calculate two z-values

    • You can form two equations (rearranging to the form size 16px x size 16px equals size 16px mu size 16px plus size 16px sigma size 16px z is helpful)

    • You now have to solve the two equations simultaneously (you can use your calculator to do this)

    • Be careful not to mix up which z-value goes with which value of begin mathsize 16px style x end style

Worked Example

It is known that the times, in minutes, taken by students at a school to eat their lunch can be modelled using a normal distribution with standard deviation 4 minutes.

Given that 10% of students at the school take less than 12 minutes to eat their lunch, find the mean time taken by the students at the school.

Answer:

4-3-3-standard-normal-distribution-we-solution

Examiner Tips and Tricks

  • These questions are normally given in context so make sure you identify the key words in the question. Check whether your z-values are positive or negative and be careful with signs when rearranging.

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Dan Finlay

Author: Dan Finlay

Expertise: Portfolio Lead

Dan graduated from the University of Oxford with a First class degree in mathematics. As well as teaching maths for over 8 years, Dan has marked a range of exams for Edexcel, tutored students and taught A Level Accounting. Dan has a keen interest in statistics and probability and their real-life applications.

Lucy Kirkham

Reviewer: Lucy Kirkham

Expertise: Content Creator

Lucy has been a passionate Maths teacher for over 12 years, teaching maths across the UK and abroad helping to engage, interest and develop confidence in the subject at all levels.Working as a Head of Department and then Director of Maths, Lucy has advised schools and academy trusts in both Scotland and the East Midlands, where her role was to support and coach teachers to improve Maths teaching for all.