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A customer service centre records every call they receive - AQA - A-Level Maths Pure - Question 14 - 2022 - Paper 3

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A customer service centre records every call they receive. It is found that 30% of all calls made to this centre are complaints. A sample of 20 calls is selected. ... show full transcript

Worked Solution & Example Answer:A customer service centre records every call they receive - AQA - A-Level Maths Pure - Question 14 - 2022 - Paper 3

Step 1

State two assumptions necessary for $X$ to be modelled by a binomial distribution.

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Answer

  1. The number of trials (calls made) is fixed, which in this case is 20.
  2. Each call is independent, meaning that the outcome of one call does not affect the outcomes of others.

Step 2

Find $P(X = 1)$.

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Answer

To find P(X=1)P(X = 1), we can use the binomial probability formula:

P(X=k)=(nk)pk(1p)nkP(X = k) = \binom{n}{k} p^k (1 - p)^{n - k} Where:

  • nn is the number of trials (20),
  • kk is the number of successes (1), and
  • pp is the probability of success (0.3).

Thus:

P(X=1)=(201)(0.3)1(0.7)19P(X = 1) = \binom{20}{1} (0.3)^1 (0.7)^{19} Calculating this gives: P(X=1)=20×0.3×(0.7)190.00684.P(X = 1) = 20 \times 0.3 \times (0.7)^{19} \approx 0.00684.

Step 3

Find $P(X < 4)$.

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To find P(X<4)P(X < 4), we can calculate: P(X<4)=P(X=0)+P(X=1)+P(X=2)+P(X=3).P(X < 4) = P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3). Calculating each:

  • P(X=0)=(200)(0.3)0(0.7)200.000797.P(X = 0) = \binom{20}{0} (0.3)^0 (0.7)^{20} \approx 0.000797.
  • P(X=1)=0.00684P(X = 1) = 0.00684 (from previous calculation).
  • P(X=2)=(202)(0.3)2(0.7)180.0367.P(X = 2) = \binom{20}{2} (0.3)^2 (0.7)^{18} \approx 0.0367.
  • P(X=3)=(203)(0.3)3(0.7)170.1095.P(X = 3) = \binom{20}{3} (0.3)^3 (0.7)^{17} \approx 0.1095.

Summing these: P(X<4)0.000797+0.00684+0.0367+0.10950.1548.P(X < 4) \approx 0.000797 + 0.00684 + 0.0367 + 0.1095 \approx 0.1548.

Step 4

Find $P(X \geq 10)$.

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Answer

To calculate P(X10)P(X \geq 10), we can use: P(X10)=1P(X<10).P(X \geq 10) = 1 - P(X < 10).

We would calculate P(X<10)P(X < 10), which involves summing probabilities from P(X=0)P(X = 0) to P(X=9)P(X = 9). However, we can also use: P(X<10)=1P(X10).P(X < 10) = 1 - P(X \geq 10).

And from the previous calculations for lower values, we can find: P(X10)10.9520.048.P(X \geq 10) \approx 1 - 0.952 \approx 0.048.

Step 5

Calculate the possible values of $p$.

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Answer

Given that the standard deviation of YY is 1.5, we know:

σ=np(1p).\sigma = \sqrt{np(1-p)}. Setting this equal to 1.5, we have:

10p(1p)=1.5.\sqrt{10p(1-p)} = 1.5. Squaring both sides: 10p(1p)=2.25.10p(1-p) = 2.25. Rearranging this equation yields: 10p10p2=2.2510p - 10p^2 = 2.25 10p210p+2.25=0.10p^2 - 10p + 2.25 = 0.

Using the quadratic formula: p=(10)±(10)24102.25210.p = \frac{-(-10) \pm \sqrt{(-10)^2 - 4 \cdot 10 \cdot -2.25}}{2 \cdot 10}.

Calculating the discriminant and roots gives approximately: p0.34 or 0.66.p \approx 0.34 \text{ or } 0.66.

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