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Mean, variance and Poisson approximation to the binomialEdexcel A-Level Further Maths: Subtopic test

10 questions, 27 marks

Edexcel A-Level Further Maths

Mean, variance and Poisson approximation to the binomial

Total 27 marks

Name

Class

Date

  1. 1
    A box contains 40 light bulbs, each independently faulty with probability 0.150.15. The number of faulty bulbs in the box is XX, where X∼B(40,0.15)X\sim B(40,0.15).
    (a)
    Find E(X)E(X).
    [1 mark]
    • A0.150.15
    • B66
    • C3434
    • D5.15.1
    (b)
    Find Var(X)\text{Var}(X).
    [1 mark]
    • A66
    • B0.12750.1275
    • C2.262.26
    • D5.15.1
    (c)
    The random variable Y∼Po(λ)Y\sim\text{Po}(\lambda) has the same mean as XX. Write down Var(Y)\text{Var}(Y) and compare it with Var(X)\text{Var}(X).
    [2 marks]

    Total for question 1: 4 marks

  2. 2
    The random variable X∼B(n,p)X\sim B(n,p) has mean 1212 and variance 9.69.6.
    (a)
    Find the value of pp.
    [1 mark]
    • A0.80.8
    • B1.251.25
    • C0.20.2
    • D0.160.16
    (b)
    Find the value of nn.
    [1 mark]
    • A6060
    • B4848
    • C1515
    • D5050
    (c)
    Use a calculator to find P(X>15)P(X>15).
    [2 marks]

    Total for question 2: 4 marks

  3. 3
    A factory makes pen cartridges. Each cartridge is independently defective with probability 0.0040.004. Cartridges are packed in boxes of 500 and XX is the number of defective cartridges in a box.
    (a)
    Explain why XX may be approximated by a Poisson distribution and state the parameter of that distribution.
    [3 marks]
    (b)
    Use the Poisson approximation to find the probability that a box contains at least 4 defective cartridges, and compare it with the exact binomial value.
    [4 marks]

    Total for question 3: 7 marks

  4. 4
    An app developer studies crash rates. App A crashes independently on 2.5%2.5\% of launches and is launched 120 times in a day; XX is the number of crashes. App B crashes independently on 30%30\% of launches and is launched 20 times in a day; YY is the number of crashes.
    (a)
    (i) State the distribution of XX and find E(X)E(X) and Var(X)\text{Var}(X).
    (ii) Explain why a Poisson approximation is suitable for
    XX, and use it to find P(X≥5)P(X\geq5).
    [6 marks]
    (b)
    Explain, with reference to the mean and variance of YY, why a Poisson approximation is not suitable for YY. Support your answer by finding P(Y≤3)P(Y\leq3) exactly and using the Poisson approximation.
    [6 marks]

    Total for question 4: 12 marks

End of questions

Written by the Exaim team, led by Shaun Daswani (Head of Upper Secondary, Improve ME Institute; MSc Financial Mathematics, Imperial College London; BSc, UCL) and Jason Daswani (operational lead, Improve ME Institute; LSE).