By the end of 2022, the percentages of a population who has received V dose(s) of Covid-19 vaccine are shown in the table below, with no one receiving 5 or more doses of vaccine. Mr Lee is doing a survey on people's perspectives on the Covid-19 vaccine. [Continued] Assume now that these assumptions do in fact hold.

  1. (a)

    Given that E(V)=2.72E(V)=2.72, find Var(V)\mathrm{Var}(V).

  2. (b)

    Find the probability that the total number of doses of vaccine received by 3 randomly selected surveyees is more than 10.

  3. (c)

    Moderna's and Pfizer-BioNTech's bivalent vaccine are available at a particular vaccination centre.

    On average 60% of walk-ins opt for Moderna's bivalent vaccine at this centre. Let MM denote the number of people, out of nn walk-ins surveyed by Mr Lee on a particular day, that choose to receive the Moderna's bivalent vaccine.

    Explain, in the context of this question, the assumptions needed to model MM by a binomial distribution.

  4. (d)

    Find P(4≤M<8)\mathrm{P}(4 \le M < 8) when n=10n = 10.

  5. (e)

    Find the least number of people Mr Lee needs to survey to have at least a 90% chance of at least 15 surveyees choosing to receive Moderna's bivalent vaccine.

Work through it with AI →

It won't just hand you the answer — it asks where you're stuck.How the checker works

Worked solution

11(a)

1. Formulate an equation using the fact that the sum of probabilities is 1.

Let P(V=v)P(V=v) be the probability that a person receives vv doses.
∑P(V=v)=1\sum P(V=v) = 1
0.07+a100+b100+0.69+0.09=10.07 + \frac{a}{100} + \frac{b}{100} + 0.69 + 0.09 = 1
a+b100=1−0.85=0.15\frac{a+b}{100} = 1 - 0.85 = 0.15
a+b=15— (1)a + b = 15 \quad \text{--- (1)}

2. Formulate a second equation using the given expectation.

E(V)=∑v⋅P(V=v)=2.72E(V) = \sum v \cdot P(V=v) = 2.72
0(0.07)+1(a100)+2(b100)+3(0.69)+4(0.09)=2.720(0.07) + 1\left(\frac{a}{100}\right) + 2\left(\frac{b}{100}\right) + 3(0.69) + 4(0.09) = 2.72
a+2b100+2.07+0.36=2.72\frac{a + 2b}{100} + 2.07 + 0.36 = 2.72
a+2b100=2.72−2.43=0.29\frac{a + 2b}{100} = 2.72 - 2.43 = 0.29
a+2b=29— (2)a + 2b = 29 \quad \text{--- (2)}

3. Solve the simultaneous equations to find $a$ and $b$.

Subtracting equation (1) from equation (2):
(a+2b)−(a+b)=29−15(a + 2b) - (a + b) = 29 - 15
b=14b = 14

Substitute b=14b = 14 into equation (1):
a+14=15  ⟹  a=1a + 14 = 15 \implies a = 1

Thus, P(V=1)=0.01P(V=1) = 0.01 and P(V=2)=0.14P(V=2) = 0.14.

4. Calculate the variance of $V$.

E(V2)=∑v2⋅P(V=v)E(V^2) = \sum v^2 \cdot P(V=v)
E(V2)=02(0.07)+12(0.01)+22(0.14)+32(0.69)+42(0.09)E(V^2) = 0^2(0.07) + 1^2(0.01) + 2^2(0.14) + 3^2(0.69) + 4^2(0.09)
E(V2)=0+0.01+0.56+6.21+1.44=8.22E(V^2) = 0 + 0.01 + 0.56 + 6.21 + 1.44 = 8.22

Var⁡(V)=E(V2)−[E(V)]2\operatorname{Var}(V) = E(V^2) - [E(V)]^2
Var⁡(V)=8.22−(2.72)2\operatorname{Var}(V) = 8.22 - (2.72)^2
Var⁡(V)=8.22−7.3984=0.8216\operatorname{Var}(V) = 8.22 - 7.3984 = 0.8216

Answer

0.82160.8216

11(b)

1. Identify the possible sum combinations for 3 people to have more than 10 doses in total.

Let TT be the total number of doses received by 3 people. Since the maximum number of doses per person is 44, the only possible totals greater than 1010 are 1111 and 1212.

For T=12T = 12, the only possible combination is (4,4,4)(4, 4, 4).
For T=11T = 11, the possible combinations are (4,4,3)(4, 4, 3), (4,3,4)(4, 3, 4), and (3,4,4)(3, 4, 4).

2. Calculate the probability for each of the valid totals using the independent probabilities from the table.

From the table, P(V=4)=0.09P(V=4) = 0.09 and P(V=3)=0.69P(V=3) = 0.69.

P(T=12)=P(V=4)3=(0.09)3P(T=12) = P(V=4)^3 = (0.09)^3
P(T=11)=3×P(V=4)2×P(V=3)=3×(0.09)2×0.69P(T=11) = 3 \times P(V=4)^2 \times P(V=3) = 3 \times (0.09)^2 \times 0.69

3. Add the probabilities of these mutually exclusive cases to find the final probability.

P(T>10)=P(T=12)+P(T=11)P(T > 10) = P(T=12) + P(T=11)
P(T>10)=(0.09)3+3(0.09)2(0.69)P(T > 10) = (0.09)^3 + 3(0.09)^2(0.69)
P(T>10)=0.000729+0.016767=0.017496P(T > 10) = 0.000729 + 0.016767 = 0.017496

Answer

0.0174960.017496 (or 0.01750.0175 to 3 s.f.)

11(c)

1. State the assumption of independence in the context of the problem.

Whether a walk-in opts for Moderna's bivalent vaccine is independent of the choice made by any other walk-in.

2. State the assumption of constant probability in the context of the problem.

The probability that any walk-in chooses Moderna's bivalent vaccine is a constant at 0.60.6 (or 60%60\%).

Answer
  1. Whether a walk-in chooses Moderna's bivalent vaccine is independent of the choice made by any other walk-in.
  2. The probability of any walk-in choosing Moderna's bivalent vaccine is a constant 0.60.6.

11(d)

1. Identify the parameters of the binomial distribution and express the required probability interval in terms of inclusive discrete values.

Given that n=10n = 10 and the probability of a walk-in opting for Moderna's bivalent vaccine is 60%60\%, we have:
M∼B(10,0.6)M \sim \mathrm{B}(10, 0.6)
Since MM represents a discrete number of people, the inequality 4≤M<84 \le M < 8 includes the integers 4,5,6,4, 5, 6, and 77.
P(4≤M<8)=P(4≤M≤7)\mathrm{P}(4 \le M < 8) = \mathrm{P}(4 \le M \le 7)

2. Evaluate the probability using the binomial cumulative distribution function.

P(4≤M≤7)=P(M≤7)−P(M≤3)\mathrm{P}(4 \le M \le 7) = \mathrm{P}(M \le 7) - \mathrm{P}(M \le 3)
Using a graphing calculator:
P(4≤M≤7)≈0.832710−0.054762\mathrm{P}(4 \le M \le 7) \approx 0.832710 - 0.054762
=0.777948...= 0.777948...
≈0.778 (to 3 s.f.)\approx 0.778 \text{ (to 3 s.f.)}

Answer

0.7780.778

11(e)

1. Formulate the inequality for the given probability condition.

M∼B(n,0.6)M \sim \mathrm{B}(n, 0.6)
We require P(M≥15)≥0.9\mathrm{P}(M \ge 15) \ge 0.9.
1−P(M≤14)≥0.91 - \mathrm{P}(M \le 14) \ge 0.9
P(M≤14)≤0.1\mathrm{P}(M \le 14) \le 0.1

2. Use a graphing calculator to evaluate the probabilities for different values of $n$.

Using a graphing calculator, we check the values of P(M≤14)\mathrm{P}(M \le 14) for consecutive integer values of nn:
When n=29n = 29, P(M≤14)≈0.1339>0.1\mathrm{P}(M \le 14) \approx 0.1339 > 0.1
When n=30n = 30, P(M≤14)≈0.0940≤0.1\mathrm{P}(M \le 14) \approx 0.0940 \le 0.1

3. State the least number of people to be surveyed.

Since the condition is first met when n=30n = 30, the least number of people Mr Lee needs to survey is 3030.

Answer

30

AI analysis — may contain mistakes.

Worked this one out on paper? Snap your steps and Gigle's AI math checker will circle the step where it went wrong.

More questions on this topic

  1. 1An amateur music composer is arranging a sequence of four musical notes followed by three beats. There are 7 possible no…
  2. 2Two brothers Kai and Leo are duathlon (running and cycling) athletes who train regularly. For each day, the probability…
  3. 3Colour Vision Deficiency is the decreased ability to see differences in colours. Someone with normal colour vision will…
  4. 4A pair of siblings, Abbey and Betty, went to a book fair with six other friends. The eight of them stood in a queue in r…
  5. 5A particular disease is known to infect approximately 1 in every 10 000 people. A test for this disease is 99.9% accurat…