9709/62

Mathematics 9709/62October/November 2010

Cambridge AS Level · Probability & Statistics 1 · worked solutions for every part, with the mark scheme

7
questions
50
marks
75
minutes

Topics Discrete Random Variables · Representation of Data · Probability · The Normal Distribution · Permutations and Combinations

Q13MDiscrete Random VariablesFree sample

The discrete random variable XX takes the values 1, 4, 5, 7 and 9 only. The probability distribution of XX is shown in the table.

xx14579
P(X=x)P(X = x)4p4p5p25p^21.5p1.5p2.5p2.5p1.5p1.5p

Find pp.

DifficultyMedium-Easy
Worked solution

Approach

For a probability distribution, the probabilities of all the possible values of XX must sum to 11. Use this to form an equation in pp, solve the quadratic, then reject any value that gives an impossible probability.

Working

Since the probabilities sum to 11,

4p+5p2+1.5p+2.5p+1.5p=14p + 5p^2 + 1.5p + 2.5p + 1.5p = 1

Collect the pp-terms:

5p2+(4+1.5+2.5+1.5)p=15p^2 + (4 + 1.5 + 2.5 + 1.5)p = 1 5p2+9.5p=15p^2 + 9.5p = 1

Multiply by 2 to clear the decimal:

10p2+19p2=010p^2 + 19p - 2 = 0

Factorise:

(10p1)(p+2)=0(10p - 1)(p + 2) = 0

So

p=110orp=2p = \frac{1}{10} \quad \text{or} \quad p = -2

A probability cannot be negative, so reject p=2p = -2. Therefore

p=0.1p = 0.1

Answer

p=0.1p = 0.1
Final answer

0.1

Detailed explanation

Walkthrough

Start with the key property of any probability distribution: the sum of the probabilities for all possible outcomes is exactly 1. The table gives five probabilities, so add them together and set the total equal to 1.

This gives

4p+5p2+1.5p+2.5p+1.5p=14p + 5p^2 + 1.5p + 2.5p + 1.5p = 1

Next, collect all the terms involving pp. The terms 4p4p, 1.5p1.5p, 2.5p2.5p and 1.5p1.5p combine to 9.5p9.5p, so the equation becomes

5p2+9.5p=15p^2 + 9.5p = 1

It is easier to work with whole numbers, so multiply the whole equation by 2:

10p2+19p2=010p^2 + 19p - 2 = 0

This quadratic factorises:

(10p1)(p+2)=0(10p - 1)(p + 2) = 0

so the two possible solutions are

p=110orp=2p = \frac{1}{10} \quad \text{or} \quad p = -2

The second value, p=2p = -2, cannot be correct because it would make terms such as 4p4p and 1.5p1.5p negative. For example, P(X=1)=4p=8P(X = 1) = 4p = -8, which is impossible since probabilities must be between 0 and 1. Therefore reject p=2p = -2 and keep

p=0.1p = 0.1

Key Takeaways

  • The probabilities in a discrete probability distribution must always sum to 1.
  • After forming the equation, solving the resulting quadratic is an algebraic step that must be completed carefully.
  • Not every algebraic solution is a valid probability: all probabilities must be non-negative and no greater than 1.
  • A probability value must be checked against the actual probabilities it produces, not just accepted because it solves the equation.

Common Mistakes

  • Forgetting that the probabilities must sum to 1, so no equation is formed.
  • Making arithmetic errors when adding 4p+1.5p+2.5p+1.5p4p + 1.5p + 2.5p + 1.5p; the total is 9.5p9.5p, not 9p9p.
  • Writing the quadratic incorrectly; it is 10p2+19p2=010p^2 + 19p - 2 = 0 after multiplying by 2.
  • Accepting p=2p = -2 without rejecting it. The mark scheme explicitly requires the negative value to be rejected to gain the final mark.
  • Factorising the quadratic incorrectly. Check: (10p1)(p+2)=10p2+20pp2=10p2+19p2(10p - 1)(p + 2) = 10p^2 + 20p - p - 2 = 10p^2 + 19p - 2.

Things to Be Careful About

  • Probabilities must lie in the interval 0P(X=x)10 \leq P(X = x) \leq 1. Since some probabilities contain pp with a positive coefficient, pp must be positive.
  • If p=2p = -2, then P(X=1)=8P(X = 1) = -8, P(X=5)=3P(X = 5) = -3, P(X=7)=5P(X = 7) = -5 and P(X=9)=3P(X = 9) = -3, all impossible.
  • The mark scheme awards a mark for choosing p=0.1p = 0.1 only when the negative solution is explicitly rejected.
  • It is good practice to verify the final probabilities: for p=0.1p = 0.1, they are 0.40.4, 0.050.05, 0.150.15, 0.250.25 and 0.150.15, which sum to 1.
Techniques used
sum probabilities in a distribution table to 1form and solve a quadratic equationreject an invalid probability value

The rest of this paper

6 more questions
  • Q2Representation of Data6M
  • Q3Probability6M
  • Q4Representation of Data7M
  • Q5The Normal Distribution7M
  • Q6Discrete Random Variables · The Normal Distribution10M
  • Q7Permutations and Combinations · Probability11M
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