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Poisson approximation to the binomialEdexcel International A Level Further Maths: Subtopic test

10 questions, 27 marks

Edexcel International A Level Further Maths

Poisson approximation to the binomial

Total 27 marks

Name

Class

Date

  1. 1
    A factory produces light bulbs. Each bulb is independently defective with probability 0.02. A box contains 200 bulbs, and XX is the number of defective bulbs in a box, so X∼B(200,0.02)X\sim B(200,0.02).
    (a)
    Which Poisson distribution is the best approximation to the distribution of XX?
    [1 mark]
    • APo(0.02)\text{Po}(0.02)
    • BPo(4)\text{Po}(4)
    • CPo(200)\text{Po}(200)
    • DPo(10000)\text{Po}(10000)
    (b)
    Use a Poisson approximation to find P(X≤2)P(X\le2).
    [1 mark]
    • A0.1470.147
    • B0.0920.092
    • C0.2380.238
    • D0.4330.433
    (c)
    Use a Poisson approximation to find the probability that a box contains more than 5 defective bulbs.
    [2 marks]

    Total for question 1: 4 marks

  2. 2
    An airline finds that each passenger booked on a flight independently fails to turn up with probability 0.03. A flight has 120 passengers booked, and XX is the number who fail to turn up, so X∼B(120,0.03)X\sim B(120,0.03).
    (a)
    Find the mean of the Poisson distribution that approximates XX.
    [1 mark]
    • A3.63.6
    • B3636
    • C0.030.03
    • D40004000
    (b)
    Use the Poisson approximation to find the probability that every passenger turns up, P(X=0)P(X=0).
    [1 mark]
    • A0.9730.973
    • B0.0980.098
    • C0.1260.126
    • D0.02730.0273
    (c)
    Use the Poisson approximation to find the probability that at most 2 passengers fail to turn up.
    [2 marks]

    Total for question 2: 4 marks

  3. 3
    A rare genetic condition affects 1 in 500 newborn babies, independently of one another. In one year a region has 1000 births, and XX is the number of those babies born with the condition.
    (a)
    State the exact distribution of XX, name a suitable approximating distribution, and give a reason why the approximation is suitable.
    [3 marks]
    (b)
    (i) Use your approximating distribution to find P(X≥4)P(X\ge4).
    (ii) The exact binomial value of
    P(X≥4)P(X\ge4) is 0.14270.1427 (4 decimal places). Comment on the accuracy of the approximation.
    [4 marks]

    Total for question 3: 7 marks

  4. 4
    A factory packs screws into boxes of 80. Each screw is independently defective with probability 0.05, and XX is the number of defective screws in a box, so X∼B(80,0.05)X\sim B(80,0.05).
    (a)
    (i) Explain why XX can be approximated by a Poisson distribution.
    (ii) Use a Poisson approximation to find the probability that a box contains at least 2 and at most 5 defective screws.
    [6 marks]
    (b)
    A box is rejected if it contains 7 or more defective screws. Use the Poisson approximation to answer (i) and (ii).
    (i) Find the probability that a box is rejected.

    (ii) Find the probability that none of 10 boxes, chosen independently, is rejected.

    (iii) The exact probability that a box is rejected is
    0.10530.1053. State whether the approximation overestimates or underestimates the probability of rejection, and what this means for the factory's planning.
    [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).