Standard Normal Distribution (Edexcel International AS Maths: Statistics 1)

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Dan

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Dan

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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?

  • Calculating probabilities for the normal distribution can be difficult and lengthy due to its complicated probability density function
  • The probabilities for the standard normal distribution have been calculated and laid out in the table of the normal distribution which can be found in your formula booklet
    • Nowadays, many calculators can calculate probabilities for any normal distribution, if yours does then the tables can be used as a check
  • It is possible to map any normal distribution onto the standard normal distribution curve
  • Mapping different normal distributions to the standard normal distribution allows distributions with different means and standard deviations to be compared with each other

How is any normal distribution mapped to the standard normal distribution?

  • Any normal distribution curve can be transformed to the standard normal distribution curve by a horizontal translation and a horizontal stretch
    • Therefore, for begin mathsize 16px style X tilde straight N left parenthesis mu comma sigma squared right parenthesis end style  and , we have the relationship:

begin mathsize 16px style Z equals fraction numerator X minus mu over denominator sigma end fraction 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 is a very useful relationship for calculating probabilities for any normal distribution
    • As the normal distribution is a continuous distribution straight P left parenthesis z subscript 1 less or equal than Z less or equal than z subscript 2 right parenthesis equals straight P left parenthesis z subscript 1 less than Z less than z subscript 2 right parenthesis so you do not need to worry about whether the inequality is strict (< or >) or weak (≤ or ≥)
  • A value of z = 1 corresponds with the x-value that is 1 standard deviation above the mean and a value of z = -1 corresponds with the x-value that is 1 standard deviation below the mean
  • If a value of x is less than the mean then the z -value will be negative
  • The function begin mathsize 16px style straight capital phi left parenthesis z right parenthesis end style is used to represent begin mathsize 16px style straight P left parenthesis Z less than z right parenthesis end style

How is the table of the normal distribution function used?

  • In your formula booklet you have the table of the normal distribution which provides probabilities for the standard normal distribution
    • The probabilities are provided for 
    • To find other probabilities you should use the symmetry property of the normal distribution curve
  • The table gives probabilities for values of z between 0 and 4
    • For negative values of z, the symmetry property of the normal distribution is used
    • For values greater than z = 4 the probabilities are small enough to be considered negligible
  • The tables give the probabilities to 4 decimal places
  • To read probabilities from the normal distribution table for a z value :
    • Find the z value in a column labelled z at the top
    • The probability begin mathsize 16px style straight capital phi left parenthesis z right parenthesis end style will be the probability directly to the right of the z value
    • So the value of Error converting from MathML to accessible text. would be found to the right of 1.23
      • begin mathsize 16px style straight P left parenthesis Z less or equal than 1.23 right parenthesis equals 0.8907 end style
  • If the value of z is not listed then find the closest value on the table
    • z = 3.14 is not listed so use z = 3.15
    • z = 2.25 is not listed so use z = 2.24 or z = 2.26

How is the table used to find probabilities that are not listed?

  • The property that the area under the graph is 1 allows probabilities to be found for P( Z > z)
    • Use the formula straight P left parenthesis Z greater than z right parenthesis equals 1 minus straight capital phi left parenthesis z right parenthesis
  • The symmetrical property of the normal distribution gives the following results:
    • straight P left parenthesis Z less or equal than z right parenthesis equals straight P left parenthesis Z greater or equal than negative z right parenthesis
    • straight P left parenthesis Z greater or equal than z right parenthesis equals straight P left parenthesis Z less or equal than negative z right parenthesis
  • This allows probabilities to be found for negative values of z or for straight P left parenthesis Z greater than z right parenthesis
      • straight capital phi left parenthesis negative z right parenthesis equals 1 minus straight capital phi left parenthesis z right parenthesis
      • straight P left parenthesis Z greater than z right parenthesis equals 1 minus straight capital phi left parenthesis z right parenthesis
  • In summary
    • straight P left parenthesis straight Z less than z right parenthesis equals straight capital phi left parenthesis z right parenthesis 
    • straight P left parenthesis straight Z greater than z right parenthesis equals 1 minus straight capital phi left parenthesis z right parenthesis 
    • straight P left parenthesis straight Z less than negative z right parenthesis equals 1 minus straight capital phi left parenthesis z right parenthesis 
    • straight P left parenthesis straight Z greater than negative z right parenthesis equals straight capital phi left parenthesis z right parenthesis 
  • Drawing a sketch of the normal distribution will help find equivalent probabilities
    • Always consider whether the probability should be bigger or smaller then 0.5

3-3-2-standard-normal-distribution-diagram-1

How are z values found from the table of the normal distribution function?

  • To find the value of z for which begin mathsize 16px style straight P left parenthesis Z less or equal than z right parenthesis equals p end style look for the value of p from within the table and find the corresponding value of z
    • If the probability is given to 4 decimal places most of the time the value will exist somewhere in the tables
  • If your probability is 0.5 or greater look through the tables to find the corresponding z value
    • For begin mathsize 16px style straight P left parenthesis Z less than z right parenthesis greater or equal than 0.5 end style  use the z value found in the table
    • For Error converting from MathML to accessible text. take the negative of the z value found in the table
  • If the probability is less than 0.5 you will need to subtract it from one before using the tables to find the corresponding z value
    • For   take the negative of the z value found in the table
    • For  use the z value found in the table
  • Always draw a sketch so that you can see these clearly
  • The formula booklet also contains a table of the critical values of z for begin mathsize 16px style straight P left parenthesis Z greater than z right parenthesis equals p end style
    • This gives z values to 4 decimal places for common probabilities
    • The probabilities in this table are 0.5, 0.4, 0.3, 0.2, 0.15, 0.1, 0.05, 0.025, 0.01, 0.005, 0.001 and 0.0005.

Worked example

(a)
By sketching a graph and using the table of the normal distribution, find the following:
(i)
straight P left parenthesis Z less or equal than 0.96 right parenthesis
(ii)
straight P left parenthesis Z greater than 0.96 right parenthesis
(iii)
straight P left parenthesis Z less or equal than negative 0.96 right parenthesis
(iv)
straight P left parenthesis negative 0.96 less than Z less or equal than 0.96 right parenthesis

 

(b)
Find the value of z such that P left parenthesis Z less than z right parenthesis equals 0.7
(a)
By sketching a graph and using the table of the normal distribution, find the following:
(i)
straight P left parenthesis Z less or equal than 0.96 right parenthesis
(ii)
straight P left parenthesis Z greater than 0.96 right parenthesis
(iii)
straight P left parenthesis Z less or equal than negative 0.96 right parenthesis
(iv)
straight P left parenthesis negative 0.96 less than Z less or equal than 0.96 right parenthesis

 

3-2-2-standard-normal-we-solution-part-1

3-2-2-standard-normal-we-solution-part-2

(b)

Find the value of z such that straight P left parenthesis Z less than z right parenthesis equals 0.7

3-2-2-standard-normal-we-solution-part-3

Examiner Tip

  • A sketch will always help you to visualise the required probability and can be used to check your answer
  • Check whether the area shaded is more or less than 50% and compare this with your answer

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Dan

Author: Dan

Expertise: Maths

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.