Mathbench

Combinatorics, random variables and distributions

The counting principle, permutations and combinations, random variables and their distributions, expected value, the binomial distribution, and the normal distribution with z-scores. Set for OMPT-E.

All OMPT worksheets


Questions

Sheet length
1

A restaurant offers 55 starters, 55 main courses and 33 desserts. How many different ways are there to make a three-course meal?

Answer:

2

Suppose the heights of adult men in a town are normally distributed with mean 178178 cm and standard deviation 77 cm. Using the 68-95-99.7 rule, what percentage are more than 185185 cm?

Answer:

3

A random variable XX has the distribution below. Give P(X≤1).P(X \le 1)\mathclose{.} x−2013P(X=x)0.20.10.50.2\begin{array}{c|cccc} x & -2 & 0 & 1 & 3 \\ \hline P(X = x) & 0.2 & 0.1 & 0.5 & 0.2 \end{array}

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4

A fair coin is tossed 33 times. What is the probability of exactly 22 heads?

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5

A committee of 33 people is chosen from 55 candidates. How many different committees are possible?

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6

The masses of bags of flour are normally distributed with mean 10001000 g and standard deviation 2020 g. Which value has the zz-score −1?-1\mathclose{?}

Answer:

7

In how many different ORDERS can 22 of 66 different books be placed on a shelf?

Answer:

8

Suppose the times runners take for a 10 km race are normally distributed with mean 5555 minutes and standard deviation 44 minutes. Using the 68-95-99.7 rule, what percentage are less than 5151 minutes?

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9

A random variable XX has the distribution below. Give E(X).E(X)\mathclose{.} x−3−29P(X=x)0.10.50.4\begin{array}{c|ccc} x & -3 & -2 & 9 \\ \hline P(X = x) & 0.1 & 0.5 & 0.4 \end{array}

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10

A fair die is rolled 22 times. What is the probability of exactly 11 six?

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11

A team of 22 women and 11 man is chosen from 66 women and 66 men. How many different teams are possible?

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12

The masses of bags of flour are normally distributed with mean 10001000 g and standard deviation 2525 g. Give the zz-score of 987.5987.5 g.

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13

In how many different orders can the letters of the word LETTER be arranged?

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14

Suppose the lifetimes of a type of light bulb are normally distributed with mean 12001200 hours and standard deviation 5050 hours. Using the 68-95-99.7 rule, what percentage are between 12001200 and 12501250 hours?

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15

A random variable XX has the distribution below. Find p,p\mathclose{,} then give E(X).E(X)\mathclose{.} x1810P(X=x)p0.20.4\begin{array}{c|ccc} x & 1 & 8 & 10 \\ \hline P(X = x) & p & 0.2 & 0.4 \end{array}

Answer:

16

The probability that a patient recovers is 0.3.0.3\mathclose{.} 33 patients are treated, independently. What is the probability that exactly 11 of them recovers? Give the exact decimal.

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17

A café offers 77 sandwiches, 66 drinks and 33 cakes. How many different ways are there to make a lunch deal of one of each?

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18

Suppose the scores on a national test are normally distributed with mean 500500 points and standard deviation 5050 points. Using the 68-95-99.7 rule, what percentage are between 350350 and 650650 points?

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19

A committee of 44 people is chosen from 66 candidates. How many different committees are possible?

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20

Scores on a test are normally distributed with mean 6060 points and standard deviation 88 points. Which value has the zz-score −1?-1\mathclose{?}

Answer:

21

A random variable XX has the distribution below. Give P(X≤6).P(X \le 6)\mathclose{.} x268P(X=x)0.40.50.1\begin{array}{c|ccc} x & 2 & 6 & 8 \\ \hline P(X = x) & 0.4 & 0.5 & 0.1 \end{array}

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22

A fair coin is tossed 44 times. What is the probability of exactly 33 heads?

Answer:

23

In how many different ORDERS can 44 of 77 different books be placed on a shelf?

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24

Suppose the masses of bags of rice from one machine are normally distributed with mean 10001000 g and standard deviation 1010 g. Using the 68-95-99.7 rule, what percentage are more than 10301030 g?

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25

A team of 22 women and 33 men is chosen from 44 women and 55 men. How many different teams are possible?

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26

The heights of a group of adults are normally distributed with mean 170170 cm and standard deviation 1010 cm. Give the zz-score of 185185 cm.

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27

A random variable XX has the distribution below. Give E(X).E(X)\mathclose{.} x568P(X=x)0.50.20.3\begin{array}{c|ccc} x & 5 & 6 & 8 \\ \hline P(X = x) & 0.5 & 0.2 & 0.3 \end{array}

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28

A fair die is rolled 44 times. What is the probability of exactly 33 sixes?

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29

In how many different orders can the letters of the word ADDED be arranged?

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30

Suppose the lifetimes of a type of light bulb are normally distributed with mean 12001200 hours and standard deviation 100100 hours. Using the 68-95-99.7 rule, what percentage are less than 10001000 hours?

Answer:

Answers

Every answer below was re-derived independently before this page was built.

1

Answer: 7575

Every choice of the first can go with every choice of the second, and each pair with every choice of the third: 5⋅5⋅3=75.5 \cdot 5 \cdot 3 = 75\mathclose{.}

Common mistakes, and the answer each one gives:

  • Added the numbers of choices instead of multiplying → 1313
  • Multiplied by 3!3! as well, as if the order of the three mattered → 450450
2

Answer: 16%16\%

185185 is 11 standard deviation above the mean. 68%68\% lie within 11 of the mean, so 32%32\% lie outside, split equally between the two tails: 16%.16\%\mathclose{.}

Common mistakes, and the answer each one gives:

  • Gave the percentage inside the band instead of beyond it → 68%68\%
  • Did not halve: counted both tails → 32%32\%
3

Answer: 0.80.8

Add the probabilities of every value up to and including 1:1\mathclose{:} 0.2+0.1+0.5=0.8.0.2 + 0.1 + 0.5 = 0.8\mathclose{.}

Common mistakes, and the answer each one gives:

  • Left out x=1x = 1 itself → 0.30.3
  • Gave only P(X=1)P(X = 1) → 0.50.5
4

Answer: 38\dfrac{3}{8}

Each of the 23=82^{3} = 8 sequences is equally likely, and (32)=3\binom{3}{2} = 3 of them have exactly 22 heads. So the probability is 38.\dfrac{3}{8}\mathclose{.}

Common mistakes, and the answer each one gives:

  • Divided the number of heads by the number of tosses → 23\frac{2}{3}
  • Used 2n2n outcomes instead of 2n2^n → 12\frac{1}{2}
5

Answer: 1010

A committee is a SET, so order does not matter: (53)=5!3! (5−3)!=10.\binom{5}{3} = \dfrac{5!}{3!\,(5 - 3)!} = 10\mathclose{.}

Common mistakes, and the answer each one gives:

  • Counted the orders as different, which a committee does not → 6060
  • Divided 5!5! by 3!3! only, forgetting (5−3)!(5 - 3)! → 2020
6

Answer: 980980

x=μ+zσ=1000+(−1)⋅20=980x = \mu + z\sigma = 1000 + (-1) \cdot 20 = 980 g.

Common mistakes, and the answer each one gives:

  • Subtracted zσz\sigma instead of adding it → 10201020
  • Added zz itself, without multiplying by σ\sigma → 999999
7

Answer: 3030

The first place has 66 candidates, the next 5,5\mathclose{,} and so on for 22 places: 6×5=30,6 \times 5 = 30\mathclose{,} which is 6!(6−2)!.\dfrac{6!}{(6 - 2)!}\mathclose{.}

Common mistakes, and the answer each one gives:

  • Used combinations, which ignore the order → 1515
  • Arranged all of them rather than only the chosen ones → 720720
8

Answer: 16%16\%

5151 is 11 standard deviation below the mean. 68%68\% lie within 11 of the mean, so 32%32\% lie outside, split equally between the two tails: 16%.16\%\mathclose{.}

Common mistakes, and the answer each one gives:

  • Gave the percentage inside the band instead of beyond it → 68%68\%
  • Did not halve: counted both tails → 32%32\%
9

Answer: 2.32.3

Multiply each value by its probability and add: E(X)=(−3)⋅0.1+(−2)⋅0.5+9⋅0.4=2.3.E(X) = (-3) \cdot 0.1 + (-2) \cdot 0.5 + 9 \cdot 0.4 = 2.3\mathclose{.}

Common mistakes, and the answer each one gives:

  • Averaged the values, ignoring the probabilities → 43\frac{4}{3}
10

Answer: 518\dfrac{5}{18}

Binomial with n=2n = 2 and p=16:p = \frac{1}{6}\mathclose{:} (21)(16)(56)=2×16×56=518.\binom{2}{1}\left(\frac{1}{6}\right)\left(\frac{5}{6}\right) = 2 \times \dfrac{1}{6} \times \dfrac{5}{6} = \dfrac{5}{18}\mathclose{.}

Common mistakes, and the answer each one gives:

  • Left out the factor for the rolls that are NOT sixes → 13\frac{1}{3}
  • Left out (21),\binom{2}{1}\mathclose{,} the number of orders → 536\frac{5}{36}
11

Answer: 9090

Choose the women and the men separately, and multiply — every choice of women goes with every choice of men: (62)×(61)=15×6=90.\binom{6}{2} \times \binom{6}{1} = 15 \times 6 = 90\mathclose{.}

Common mistakes, and the answer each one gives:

  • Added the two counts instead of multiplying them → 2121
  • Chose 33 people from all 1212 at once → 220220
12

Answer: −0.5-0.5

z=x−μσ=987.5−100025=−0.5:z = \dfrac{x - \mu}{\sigma} = \dfrac{987.5 - 1000}{25} = -0.5\mathclose{:} 0.50.5 standard deviations below the mean.

Common mistakes, and the answer each one gives:

  • Divided by the variance instead of the standard deviation → −0.02-0.02
  • Subtracted the wrong way round → 0.50.5
13

Answer: 180180

LETTER has 66 letters, so 6!6! orders if they were all different. Swapping two equal letters changes nothing, so divide by 2!⋅2!2! \cdot 2! for the repeats: 6!2!⋅2!=180.\dfrac{6!}{2! \cdot 2!} = 180\mathclose{.}

Common mistakes, and the answer each one gives:

  • Did not divide by the repeated letters → 720720
  • Divided by the repeats of only one letter → 360360
14

Answer: 34%34\%

From the mean up to 11 standard deviation above it is half of the 68%68\% band, because the curve is symmetric: 34%.34\%\mathclose{.}

Common mistakes, and the answer each one gives:

  • Did not halve: used the whole band either side of the mean → 68%68\%
15

Answer: 66

The probabilities add to 1, so p=1−0.2−0.4=0.4.p = 1 - 0.2 - 0.4 = 0.4\mathclose{.} Then E(X)=1⋅0.4+8⋅0.2+10⋅0.4=6.E(X) = 1 \cdot 0.4 + 8 \cdot 0.2 + 10 \cdot 0.4 = 6\mathclose{.}

Common mistakes, and the answer each one gives:

  • Averaged the values, ignoring the probabilities → 193\frac{19}{3}
  • Left the unknown probability out, as if it were 0 → 5.65.6
16

Answer: 0.4410.441

Binomial with n=3n = 3 and p=0.3:p = 0.3\mathclose{:} (31)⋅0.31⋅0.72=3⋅0.3⋅0.49=0.441.\binom{3}{1} \cdot 0.3^{1} \cdot 0.7^{2} = 3 \cdot 0.3 \cdot 0.49 = 0.441\mathclose{.}

Common mistakes, and the answer each one gives:

  • Left out (nk),\binom{n}{k}\mathclose{,} the number of orders → 0.1470.147
  • Swapped pp and 1−p1 - p → 0.1890.189
17

Answer: 126126

Every choice of the first can go with every choice of the second, and each pair with every choice of the third: 7⋅6⋅3=126.7 \cdot 6 \cdot 3 = 126\mathclose{.}

Common mistakes, and the answer each one gives:

  • Added the numbers of choices instead of multiplying → 1616
  • Multiplied by 3!3! as well, as if the order of the three mattered → 756756
18

Answer: 99.7%99.7\%

350350 and 650650 are 33 standard deviations either side of the mean, and the rule says 99.7%99.7\% lie within that band.

Common mistakes, and the answer each one gives:

  • Used the percentage for a different number of standard deviations → 95%95\%
  • Halved it, as if only one side counted → 49.85%49.85\%
19

Answer: 1515

A committee is a SET, so order does not matter: (64)=6!4! (6−4)!=15.\binom{6}{4} = \dfrac{6!}{4!\,(6 - 4)!} = 15\mathclose{.}

Common mistakes, and the answer each one gives:

  • Counted the orders as different, which a committee does not → 360360
  • Divided 6!6! by 4!4! only, forgetting (6−4)!(6 - 4)! → 3030
20

Answer: 5252

x=μ+zσ=60+(−1)⋅8=52x = \mu + z\sigma = 60 + (-1) \cdot 8 = 52 points.

Common mistakes, and the answer each one gives:

  • Subtracted zσz\sigma instead of adding it → 6868
  • Added zz itself, without multiplying by σ\sigma → 5959
21

Answer: 0.90.9

Add the probabilities of every value up to and including 6:6\mathclose{:} 0.4+0.5=0.9.0.4 + 0.5 = 0.9\mathclose{.}

Common mistakes, and the answer each one gives:

  • Left out x=6x = 6 itself → 0.40.4
  • Gave only P(X=6)P(X = 6) → 0.50.5
22

Answer: 14\dfrac{1}{4}

Each of the 24=162^{4} = 16 sequences is equally likely, and (43)=4\binom{4}{3} = 4 of them have exactly 33 heads. So the probability is 416=14.\dfrac{4}{16} = \dfrac{1}{4}\mathclose{.}

Common mistakes, and the answer each one gives:

  • Divided the number of heads by the number of tosses → 34\frac{3}{4}
  • Used 2n2n outcomes instead of 2n2^n → 12\frac{1}{2}
23

Answer: 840840

The first place has 77 candidates, the next 6,6\mathclose{,} and so on for 44 places: 7×6×5×4=840,7 \times 6 \times 5 \times 4 = 840\mathclose{,} which is 7!(7−4)!.\dfrac{7!}{(7 - 4)!}\mathclose{.}

Common mistakes, and the answer each one gives:

  • Used combinations, which ignore the order → 3535
  • Arranged all of them rather than only the chosen ones → 50405040
24

Answer: 0.15%0.15\%

10301030 is 33 standard deviations above the mean. 99.7%99.7\% lie within 33 of the mean, so 0.3%0.3\% lie outside, split equally between the two tails: 0.15%.0.15\%\mathclose{.}

Common mistakes, and the answer each one gives:

  • Gave the percentage inside the band instead of beyond it → 99.7%99.7\%
  • Did not halve: counted both tails → 0.3%0.3\%
25

Answer: 6060

Choose the women and the men separately, and multiply — every choice of women goes with every choice of men: (42)×(53)=6×10=60.\binom{4}{2} \times \binom{5}{3} = 6 \times 10 = 60\mathclose{.}

Common mistakes, and the answer each one gives:

  • Added the two counts instead of multiplying them → 1616
  • Chose 55 people from all 99 at once → 126126
26

Answer: 1.51.5

z=x−μσ=185−17010=1.5:z = \dfrac{x - \mu}{\sigma} = \dfrac{185 - 170}{10} = 1.5\mathclose{:} 1.51.5 standard deviations above the mean.

Common mistakes, and the answer each one gives:

  • Divided by the variance instead of the standard deviation → 0.150.15
  • Subtracted the wrong way round → −1.5-1.5
27

Answer: 6.16.1

Multiply each value by its probability and add: E(X)=5⋅0.5+6⋅0.2+8⋅0.3=6.1.E(X) = 5 \cdot 0.5 + 6 \cdot 0.2 + 8 \cdot 0.3 = 6.1\mathclose{.}

Common mistakes, and the answer each one gives:

  • Averaged the values, ignoring the probabilities → 193\frac{19}{3}
28

Answer: 5324\dfrac{5}{324}

Binomial with n=4n = 4 and p=16:p = \frac{1}{6}\mathclose{:} (43)(16)3(56)=4×1216×56=5324.\binom{4}{3}\left(\frac{1}{6}\right)^{3}\left(\frac{5}{6}\right) = 4 \times \dfrac{1}{216} \times \dfrac{5}{6} = \dfrac{5}{324}\mathclose{.}

Common mistakes, and the answer each one gives:

  • Left out the factor for the rolls that are NOT sixes → 154\frac{1}{54}
  • Left out (43),\binom{4}{3}\mathclose{,} the number of orders → 51296\frac{5}{1296}
29

Answer: 2020

ADDED has 55 letters, so 5!5! orders if they were all different. Swapping two equal letters changes nothing, so divide by 3!3! for the repeats: 5!3!=20.\dfrac{5!}{3!} = 20\mathclose{.}

Common mistakes, and the answer each one gives:

  • Did not divide by the repeated letters → 120120
30

Answer: 2.5%2.5\%

10001000 is 22 standard deviations below the mean. 95%95\% lie within 22 of the mean, so 5%5\% lie outside, split equally between the two tails: 2.5%.2.5\%\mathclose{.}

Common mistakes, and the answer each one gives:

  • Gave the percentage inside the band instead of beyond it → 95%95\%
  • Did not halve: counted both tails → 5%5\%