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Type II errors and powerAQA A-Level Further Maths: Mind map

What this mind map covers

  • Type II error
  • Power
  • Binomial and Poisson
  • Normal
  • Raising power
  • Exam tips

Exam questions on Type II errors and power

  1. A spinner lands on red with probability pp. To test H0:p=0.5\mathrm{H}_0:p=0.5 against H1:p>0.5\mathrm{H}_1:p>0.5, it is spun 10 times and H0\mathrm{H}_0 is rejected if it lands on red 8 or more times. Let XX be the number of reds, so X∼B(10,p)X\sim\mathrm{B}(10,p).
    Explain why the power of the test is greater when p=0.9p=0.9 than when p=0.7p=0.7.2 marks
  2. The number of faults in a 5 m length of cable is modelled by Y∼Po(λ)Y\sim\mathrm{Po}(\lambda). To test H0:λ=5\mathrm{H}_0:\lambda=5 against H1:λ>5\mathrm{H}_1:\lambda>5, a single 5 m length is examined and H0\mathrm{H}_0 is rejected if Y≥10Y\ge10.
    Find the probability that the test makes a Type I error.2 marks
  3. The mass of sugar in a bag is normally distributed with standard deviation 44 g. A test of H0:μ=500\mathrm{H}_0:\mu=500 against H1:μ<500\mathrm{H}_1:\mu<500 uses the mean xˉ\bar x of a random sample of 16 bags. H0\mathrm{H}_0 is rejected if xˉ<498\bar x<498.
    The true mean mass of sugar in the bags is 499.5499.5 g. Find the probability of a Type II error.3 marks
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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).