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1. Helen believes that the random variable C, representing cloud cover from the large data set, can be modelled by a discrete uniform distribution - Edexcel - A-Level Maths: Mechanics - Question 1 - 2018 - Paper 1

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1.-Helen-believes-that-the-random-variable-C,-representing-cloud-cover-from-the-large-data-set,-can-be-modelled-by-a-discrete-uniform-distribution-Edexcel-A-Level Maths: Mechanics-Question 1-2018-Paper 1.png

1. Helen believes that the random variable C, representing cloud cover from the large data set, can be modelled by a discrete uniform distribution. a) Write down th... show full transcript

Worked Solution & Example Answer:1. Helen believes that the random variable C, representing cloud cover from the large data set, can be modelled by a discrete uniform distribution - Edexcel - A-Level Maths: Mechanics - Question 1 - 2018 - Paper 1

Step 1

Write down the probability distribution for C:

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Answer

The random variable C can take values from 0 to 8, representing the discrete stages of cloud cover. Since it follows a discrete uniform distribution, the probability for each value is given by:

P(C=c)=19for c=0,1,2,3,4,5,6,7,8P(C = c) = \frac{1}{9} \quad \text{for } c = 0, 1, 2, 3, 4, 5, 6, 7, 8

Step 2

Using this model, find the probability that cloud cover is less than 50%:

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Answer

To find the probability that cloud cover is less than 50%, we consider the values of C that correspond to less than 4:

P(C<4)=P(C=0)+P(C=1)+P(C=2)+P(C=3)P(C < 4) = P(C = 0) + P(C = 1) + P(C = 2) + P(C = 3)

From the probability distribution:

P(C<4)=19+19+19+19=490.444P(C < 4) = \frac{1}{9} + \frac{1}{9} + \frac{1}{9} + \frac{1}{9} = \frac{4}{9} \approx 0.444

Thus, the probability that cloud cover is less than 50% is approximately 0.444.

Step 3

Comment on the suitability of Helen’s model in the light of this information:

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Answer

Helen's model assumes a discrete uniform distribution for cloud cover. Given that the actual proportion of days with cloud cover of less than 50% (0.315) is lower than the model's prediction (0.444), it suggests that the model is not accurately representing the real-world data. Therefore, the uniform model may not be suitable.

Step 4

Suggest an appropriate refinement to Helen’s model:

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Answer

A more appropriate model could be a non-uniform distribution, as cloud cover may vary significantly based on seasonal and locational factors. Using a continuous distribution to model cloud cover instead of a discrete one might provide a better fit for the data.

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