Serene plays a simple online game which moves a counter one step at a time along a straight line. The counter starts from point S. In each turn, the counter moves one step forward with probability 35\frac{3}{5} or one step backward with probability 25\frac{2}{5}. The online game ends after 10 turns. Let XX be the number of turns, out of 10, where the counter moves one step forward.

  1. (a)

    Explain why X=8X = 8 means the counter ends up 6 steps ahead of point S at the end of the online game.
    Hence find that probability that at the end of the online game, the counter ends up 6 steps ahead of point S.

  2. (b)

    A player wins the online game if at the end of the online game, the counter ends up at least 6 steps ahead of point S.
    Show that the probability that Serene wins the online game is 0.167, rounded to 3 significant figures.

  3. (c)

    Serene plays the online game 20 times. Find the probability that she wins exactly 15% of these 20 online games.

  4. (d)

    Serene also plays a word puzzle game. The probability that Serene wins any word puzzle game is 0.4. Between the online game and the word puzzle game, on average, Serene chooses to play the online game 30% of time and the word puzzle game 70% of the time. Serene randomly chooses a game to play. Given that she wins a game, determine the probability that she plays the word puzzle game.

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Worked solution

10(a)

1. Explain why $X = 8$ results in a net of 6 steps forward.

The total number of turns is 10. If the counter moves forward X=8X = 8 times, it must move backward for the remaining 10−8=210 - 8 = 2 turns.
The net movement from the starting point S is 8−2=68 - 2 = 6 steps forward. Hence, the counter ends up exactly 6 steps ahead of S.

2. Formulate the probability expression using the binomial distribution.

The number of forward steps XX follows a binomial distribution X∼B(10,35)X \sim \text{B}(10, \frac{3}{5}).
The probability that the counter ends up 6 steps ahead is P(X=8)P(X = 8).
P(X=8)=(108)(35)8(25)2P(X = 8) = \binom{10}{8} \left(\frac{3}{5}\right)^8 \left(\frac{2}{5}\right)^2

3. Evaluate the probability to 3 significant figures.

P(X=8)=45×(0.6)8×(0.4)2P(X = 8) = 45 \times (0.6)^8 \times (0.4)^2
P(X=8)=0.120932...P(X = 8) = 0.120932...
P(X=8)≈0.121 (to 3 s.f.)P(X = 8) \approx 0.121 \text{ (to 3 s.f.)}

Answer

Explanation: Moving forward 8 times means moving backward 2 times out of 10 turns. The net position is 8−2=68 - 2 = 6 steps ahead.
Probability: 0.1210.121

10(b)

1. Determine the required number of forward steps ($X$) to win the game.

Let DD be the number of steps the counter ends up ahead of point S. Since the counter moves backward for the remaining 10−X10 - X turns,
D=X−(10−X)=2X−10D = X - (10 - X) = 2X - 10
For the player to win, the counter must end up at least 6 steps ahead, so D≥6D \ge 6:
2X−10≥6  ⟹  2X≥16  ⟹  X≥82X - 10 \ge 6 \implies 2X \ge 16 \implies X \ge 8

2. Model $X$ with a binomial distribution.

Since there are 10 independent turns and the probability of moving forward in each turn is 35=0.6\frac{3}{5} = 0.6, XX follows a binomial distribution:
X∼B(10,0.6)X \sim \mathrm{B}(10, 0.6)
The probability of winning is P(X≥8)\mathrm{P}(X \ge 8).

3. Calculate $\mathrm{P}(X \ge 8)$ to show the final result.

P(X≥8)=P(X=8)+P(X=9)+P(X=10)=(108)(0.6)8(0.4)2+(109)(0.6)9(0.4)1+(1010)(0.6)10(0.4)0=0.120932+0.040311+0.006047=0.167290≈0.167 (to 3 s.f.)\begin{aligned} \mathrm{P}(X \ge 8) &= \mathrm{P}(X = 8) + \mathrm{P}(X = 9) + \mathrm{P}(X = 10) \\ &= \binom{10}{8}(0.6)^8(0.4)^2 + \binom{10}{9}(0.6)^9(0.4)^1 + \binom{10}{10}(0.6)^{10}(0.4)^0 \\ &= 0.120932 + 0.040311 + 0.006047 \\ &= 0.167290 \\ &\approx 0.167 \text{ (to 3 s.f.)} \end{aligned}

Answer

0.1670.167 (shown)

10(c)

1. Determine the required number of wins.

Number of games won =15% of 20=0.15×20=3= 15\% \text{ of } 20 = 0.15 \times 20 = 3

2. Define the binomial random variable and compute the probability using the unrounded probability from part (b).

Let YY be the number of online games won out of 2020.
Y∼B(20,0.16729)Y \sim \mathrm{B}(20, 0.16729)

P(Y=3)=(203)(0.16729)3(1−0.16729)17≈0.23594≈0.236 (to 3 s.f.)\begin{align*} \mathrm{P}(Y = 3) &= \binom{20}{3} (0.16729)^3 (1 - 0.16729)^{17} \\ &\approx 0.23594 \\ &\approx 0.236 \text{ (to 3 s.f.)} \end{align*}
Answer

0.2360.236

10(d)

1. Calculate the total probability that Serene wins a game, incorporating the unrounded probability of winning the online game from part (b).

Let OO be the event she plays the online game and WW be the event she plays the word puzzle game.
Let Win\text{Win} be the event she wins the game.
Using the unrounded probability from part (b), P(Win∣O)≈0.16729P(\text{Win} \mid O) \approx 0.16729.

P(Win)=P(W)P(Win∣W)+P(O)P(Win∣O)P(\text{Win}) = P(W)P(\text{Win} \mid W) + P(O)P(\text{Win} \mid O)
P(Win)=(0.7×0.4)+(0.3×0.16729)P(\text{Win}) = (0.7 \times 0.4) + (0.3 \times 0.16729)
P(Win)=0.28+0.050187=0.330187P(\text{Win}) = 0.28 + 0.050187 = 0.330187

2. Use the conditional probability formula to find the probability she played the word puzzle game given that she won.

P(W∣Win)=P(W∩Win)P(Win)P(W \mid \text{Win}) = \frac{P(W \cap \text{Win})}{P(\text{Win})}
P(W∣Win)=0.280.330187P(W \mid \text{Win}) = \frac{0.28}{0.330187}
P(W∣Win)=0.84797⋯≈0.848 (to 3 s.f.)P(W \mid \text{Win}) = 0.84797 \dots \approx 0.848 \text{ (to 3 s.f.)}

Answer

0.848

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