Geometric & Negative Binomial

Includes hypothesis testing

Edexcel

A2 June 2025 Q7

EdexcelCurrent spec14 marksIncludes hypothesis testingGeometric & Negative BinomialQuality of Tests

7. A software company develops computer programs.
Its Lovelace program is found to glitch 7 times on average when it is run.

The company makes some alterations to improve the program.
It then tests to see if it has been successful in reducing the average number of glitches per run.
The glitches can be assumed to occur independently.

(a)
(i) State suitable hypotheses for the test.
(ii) Find the critical region for the test at a 10% level of significance.
(iii) State the size of the test. (4)

The altered program is actually found to glitch 5 times on average when run.

(b) Find the probability of a Type II error for the company’s test. (3)

Due to the high value of the probability of a Type II error in part (b), the company makes an entirely new version of the program.
The new version of the program is designed to have an average of fewer than \(k\) glitches per run.

The random variable \(T\) represents the number of runs of the program until a run with no glitches occurs.

(c) Write down the name of a suitable distribution for \(T\) (1)

If the new version has an average of \(\lambda\) glitches per run, this new version of the program will be tested using the hypotheses

\[\mathrm{H}_0: \lambda = k \qquad\qquad \mathrm{H}_1: \lambda \lt k\]

The company will reject \(\mathrm{H}_0\) if the first run without any glitches of the new version occurs within \(n\) runs.

(d) Show that the power function of the test is given by\[1 - (1 - \mathrm{e}^{-\lambda})^n\] (2)

The company requires \(\mathrm{P}(\text{Type II error}) \lt 0.2\)
Assuming that the new version of the program has an average of 2.75 glitches per run,

(e) find the minimum value of \(n\) (4)

A2 June 2025 Q6

EdexcelCurrent spec13 marksDRVsGeometric & Negative Binomial

6. A biased coin and a fair coin are thrown repeatedly.

The probability that the biased coin shows heads is \(\dfrac{1}{3}\)

Let \(B\) represent the number of throws of the biased coin until it shows heads for the first time.
Let \(F\) represent the number of throws of the fair coin until it shows heads for the first time.

(a) Find
(i) \(\mathrm{P}(B = 3)\) (2)
(ii) \(\mathrm{P}(2 \leqslant F \leqslant 8)\) (3)
(iii) \(\mathrm{P}\big(\{B = 3\} \cup \{F = 3\}\big)\) (3)

Each day Chris invites his friend Shivani to play a game with these coins.
One player’s score will be \(X\) and the other player’s score will be \(Y\), where

\[X = 4F \quad \text{and} \quad Y = \frac{B^2}{2}\]

Chris and Shivani will play a large number of games and the winner will be the player with the higher total score.

Before their first game, Chris allows Shivani to choose whether her score for every game will be \(X\) or her score for every game will be \(Y\)

(b) State, explaining your reasoning and showing any calculations you have made, which choice Shivani should make. (5)

A2 June 2025 Q1

EdexcelCurrent spec7 marksGeometric & Negative Binomial

1. Irina is practising her serves in badminton and counts the number of her serves that are faults. She finds that 15% of her serves are faults.

Assuming that each serve is independent,

(a) find the probability that
(i) Irina’s 4th fault comes on her 20th serve, (2)
(ii) in 18 serves, Irina has 4 faults. (2)

With practice, Irina reduces her proportion of faults, \(p\), so that the mean number of serves until her 4th fault is at least 32

(b) Find the maximum value of \(p\) (3)

A2 June 2024 Q7

EdexcelCurrent spec18 marksDRVsGeometric & Negative Binomial

7. The probability of winning a prize when playing a single game of Pento is \(\dfrac{1}{5}\)

When more than one game is played the games are independent.
Sam plays 20 games.

(a) Find the probability that Sam wins 4 or more prizes. (2)

Tessa plays a series of games.

(b) Find the probability that Tessa wins her 4th prize on her 20th game. (2)

Rama invites Sam and Tessa to play some new games of Pento.
They must pay Rama £1 for each game they play but Rama will pay them £2 for the first time they win a prize, £4 for the second time and £\((2w)\) when they win their \(w\)th prize \((w \gt 2)\)

Sam decides to play \(n\) games of Pento with Rama.

(c) Show that Sam’s expected profit is £\(\dfrac{1}{25}\left(n^2 - 16n\right)\) (6)

Given that Sam chose \(n = 15\)

(d) find the probability that Sam does not make a loss. (4)

Tessa agrees to play Pento with Rama. She will play games until she wins \(r\) prizes and then she will stop.

(e) Find, in terms of \(r\), Tessa’s expected profit. (4)

A2 June 2024 Q6

6. The random variable \(X\) has probability generating function \(\mathrm{G}_X(t)\) where

\[\mathrm{G}_X(t) = \frac{1}{\sqrt{4 - 3t}}\]
(a) Use calculus to find \(\mathrm{Var}(X)\)
Show your working clearly. (6)
(b) Find the exact value of \(\mathrm{P}(X \leqslant 2)\) (4)

The independent random variables \(X_1\) and \(X_2\) each have the same distribution as \(X\)

The random variable \(Y = X_1 + X_2 + 1\)

(c) By finding the probability generating function of \(Y\), state the name of the distribution of \(Y\) (4)
(d) Hence, or otherwise, find \(\mathrm{P}(X_1 + X_2 \gt 5)\) (2)

A2 June 2024 Q4

EdexcelCurrent spec12 marksIncludes hypothesis testingCentral Limit TheoremGeometric & Negative Binomial

4. Every morning Geethaka repeatedly rolls a fair, six-sided die until he rolls a 3 and then he stops. The random variable \(X\) represents the number of times he rolls the die each morning.

(a) Suggest a suitable model for the random variable \(X\) (1)
(b) Show that \(\mathrm{P}(X \leqslant 3) = \dfrac{91}{216}\) (2)

After 64 mornings Geethaka will calculate the mean number of times he rolled the die.

(c) Estimate the probability that the mean number of rolls is between 5.6 and 7.2 (5)

Nira wants to check Geethaka’s die to decide whether or not the probability of rolling a 3 with his die is less than \(\dfrac{1}{6}\)

Nira rolls the die repeatedly until she rolls a 3
She obtains \(x = 16\)

(d) By carrying out a suitable test, determine what Nira’s conclusion should be. You should state your hypotheses clearly and use a 5% level of significance. (4)

A2 June 2023 Q7

EdexcelCurrent spec13 marksGeometric & Negative Binomial

7. Each time a spinner is spun, the probability that it lands on red is 0.2

(a) Find the probability that the spinner lands on red
(i) for the 1st time on the 4th spin (2)
(ii) for the 3rd time on the 8th spin (2)
(iii) exactly 4 times during 10 spins (2)

Each time the spinner is spun, the probability that it lands on yellow is 0.4

In a game with this spinner, a player must choose one of two events

\(R\) is the event that the spinner lands on red for the 1st time in at most 4 spins
\(Y\) is the event that the spinner lands on yellow for the 3rd time in at most 7 spins

(b) Showing your calculations clearly, determine which of these events has the greater probability. (7)

A2 June 2023 Q6

6. The discrete random variable \(X\) has probability generating function

\[\mathrm{G}_X(t) = \frac{t^2}{(3 - 2t)^2}\]
(a) Specify the distribution of \(X\) (2)

A fair die is rolled repeatedly.

(b) Describe an outcome that could be modelled by the random variable \(X\) (1)
(c) Use calculus and \(\mathrm{G}_X(t)\) to find
(i) \(\mathrm{E}(X)\)
(ii) \(\mathrm{Var}(X)\)
(7)

The discrete random variable \(Y\) has probability generating function

\[\mathrm{G}_Y(t) = \frac{t^{10}}{(3 - 2t^3)^2}\]
(d) Find the exact value of \(\mathrm{P}(Y = 19)\) (3)

A2 June 2023 Q4

4. There are 32 students in a class.
Each student rolls a fair die repeatedly, stopping when their total number of sixes is 4
Each student records the total number of times they rolled the die.

Estimate the probability that the mean number of rolls for the class is less than 27.2 (6)

A2 June 2022 Q5

5. A random sample of 150 observations is taken from a geometric distribution with parameter 0.3

Estimate the probability that the mean of the sample is less than 3.45 (5)

A2 June 2022 Q4

EdexcelCurrent spec13 marksGeometric & Negative Binomial

4. In a game a spinner is spun repeatedly. When the spinner is spun, the probability of it landing on blue is 0.11

(a) Find the probability that the spinner lands on blue
(i) for the first time on the 6th spin, (2)
(ii) for the first time before the 6th spin, (2)
(iii) exactly 4 times during the first 6 spins, (2)
(iv) for the 4th time on or before the 6th spin. (4)

Zac and Izana play the game. They take turns to spin the spinner. The winner is the first one to have the spinner land on blue. Izana spins the spinner first.

(b) Show that the probability of Zac winning is 0.471 to 3 significant figures. (3)

A2 October 2021 Q5

EdexcelCurrent spec18 marksIncludes hypothesis testingGeometric & Negative BinomialQuality of Tests

5. Asha, Davinda and Jerry each have a bag containing a large number of counters, some of which are white and the rest are red.
Each person draws counters from their bag one at a time, notes the colour of the counter and returns it to their bag.

The probability of Asha getting a red counter on any one draw is 0.07

(a) Find the probability that Asha will draw at least 3 white counters before a red counter is drawn. (2)
(b) Find the probability that Asha gets a red counter for the second time on her 9th draw. (2)

The probability of Davinda getting a red counter on any one draw is \(p\).
Davinda draws counters until she gets \(n\) red counters.  The random variable \(D\) is the number of counters Davinda draws.

Given that the mean and the standard deviation of \(D\) are 4400 and 660 respectively,

(c) find the value of \(p\). (4)

Jerry believes that his bag contains a smaller proportion of red counters than Asha’s bag. To test his belief, Jerry draws counters from his bag until he gets a red counter.  Jerry defines the random variable \(J\) to be the number of counters drawn up to and including the first red counter.

(d) Stating your hypotheses clearly and using a 10% level of significance, find the critical region for this test. (5)

Jerry gets a red counter for the first time on his 34th draw.

(e) Giving a reason for your answer, state whether or not there is evidence that Jerry’s bag contains a smaller proportion of red counters than Asha’s bag. (2)

Given that the probability of Jerry getting a red counter on any one draw is 0.011

(f) show that the power of the test is 0.702 to 3 significant figures. (3)

A2 October 2020 Q3

EdexcelCurrent spec9 marksGeometric & Negative Binomial

3. Suzanne and Jon are playing a game.

They put 4 red counters and 1 blue counter in a bag.

Suzanne reaches into the bag and selects one of the counters at random.  If the counter she selects is blue, she wins the game.  Otherwise she puts it back in the bag and Jon selects one at random.  If the counter he selects is blue, he wins the game.  Otherwise he puts it back in the bag and they repeat this process until one of them selects the blue counter.

(a) Find the probability that Suzanne selects the blue counter on her 4th selection. (2)
(b) Find the probability that the blue counter is first selected on or after Jon’s third selection. (2)
(c) Find the mean and standard deviation of the number of selections made until the blue counter is selected. (2)
(d) Find the probability that Suzanne wins the game. (3)

A2 June 2019 Q7

EdexcelCurrent spec12 marksDRVsGeometric & Negative Binomial

7. A spinner can land on red or blue.  When the spinner is spun, there is a probability of \(\dfrac{1}{3}\) that it lands on blue.  The spinner is spun repeatedly.

The random variable \(B\) represents the number of the spin when the spinner first lands on blue.

(a) Find
(i) \(\mathrm{P}(B = 4)\)
(ii) \(\mathrm{P}(B \leqslant 5)\)
(4)
(b) Find \(\mathrm{E}(B^2)\) (3)

Steve invites Tamara to play a game with this spinner.

Tamara must choose a colour, either red or blue.

Steve will spin the spinner repeatedly until the spinner first lands on the colour Tamara has chosen.  The random variable \(X\) represents the number of the spin when this occurs.

If Tamara chooses red, her score is \(\mathrm{e}^X\)

If Tamara chooses blue, her score is \(X^2\)

(c) State, giving your reasons and showing any calculations you have made, which colour you would recommend that Tamara chooses. (5)

A2 June 2019 Q1

EdexcelCurrent spec6 marksGeometric & Negative Binomial

1. A chocolate manufacturer places special tokens in 2% of the bars it produces so that each bar contains at most one token.  Anyone who collects 3 of these tokens can claim a prize.

Andreia buys a box of 40 bars of the chocolate.

(a) Find the probability that Andreia can claim a prize. (2)

Barney intends to buy bars of the chocolate, one at a time, until he can claim a prize.

(b) Find the probability that Barney can claim a prize when he buys his 40th bar of chocolate. (3)
(c) Find the expected number of bars that Barney must buy to claim a prize. (1)