The binomial distribution
A multiple-choice test of $10$ questions with $4$ options each, a quality-control check on $50$ parts, a survey about digital habits given to $8$ students: in all three cases the same two-outcome experiment (success/failure, correct/faulty, yes/no) is repeated a fixed number of times. The binomial distribution models the number of "successes" in those repetitions.
The binomial experiment
In a survey on digital consumption habits, it was determined that the probability that a Baccalaureate student prefers using a tablet instead of a computer to study is…
In a survey on digital consumption habits, it was determined that the probability that a Baccalaureate student prefers using a tablet instead of a computer to study is $p = 0,3$. If we randomly select $8$ students from a class:
- a) Identify the parameters $n$ and $p$ of the binomial distribution that models this situation.
- b) What is the probability that exactly $3$ of them prefer the tablet?
A multiple-choice exam consists of $10$ questions with $4$ options each, of which only one is correct. A student who has not studied decides to answer all the questions…
A multiple-choice exam consists of $10$ questions with $4$ options each, of which only one is correct. A student who has not studied decides to answer all the questions at random.
- a) Justify why this situation follows a binomial distribution $B(n, p)$.
- b) What is the probability that they get exactly $5$ questions right?
The probability function
A content creator on TikTok knows that the probability of one of their videos going "viral" (reaching more than 10 000 views) is $15\%$. If they have published $5$…
A content creator on TikTok knows that the probability of one of their videos going "viral" (reaching more than 10 000 views) is $15\%$. If they have published $5$ independent videos this week:
- a) Calculate the probability that none of the videos go viral.
- b) Calculate the probability that exactly $2$ videos do.
A basketball player shooting free throws has a probability of scoring of $80\%$. If they shoot a series of $4$ independent throws: a) Construct the table of the…
A basketball player shooting free throws has a probability of scoring of $80\%$. If they shoot a series of $4$ independent throws:
- a) Construct the table of the probability function for the possible successes ($0, 1, 2, 3$ and $4$ baskets).
- b) What is the most likely outcome?
You can do it on paper and send a photo with your answer.
The complementary event: "at least one"
Calculating $P(X\geq1)$ by adding $P(X{=}1)+P(X{=}2)+\dots$ is long. It is almost always quicker to go through the complement.
It is known that $60\%$ of young people in a city use public transport to go to school. If we choose a group of $6$ young people at random, calculate the probability…
It is known that $60\%$ of young people in a city use public transport to go to school. If we choose a group of $6$ young people at random, calculate the probability that:
- a) At least one of them uses public transport.
- b) All of them use public transport.
In a nature reserve, it has been observed that $25\%$ of a migratory bird species have a white patch on their wing. If a photographer takes photos of a flock of $12$…
In a nature reserve, it has been observed that $25\%$ of a migratory bird species have a white patch on their wing. If a photographer takes photos of a flock of $12$ birds:
- a) What is the probability that none of them have the white patch?
- b) What is the probability that exactly one has the patch?
Mean and standard deviation
In a quality control check at an electric scooter component factory, it has been estimated that $4\%$ of the parts have a minor cosmetic defect. If batches of $50$ parts…
In a quality control check at an electric scooter component factory, it has been estimated that $4\%$ of the parts have a minor cosmetic defect. If batches of $50$ parts are analysed:
- a) What is the mean number of defective parts we expect to find per batch?
- b) Calculate the standard deviation of the distribution.
A language app sends daily notifications to its users. The probability that a user opens the notification is $p = 0,4$. If a user receives $7$ notifications over the…
A language app sends daily notifications to its users. The probability that a user opens the notification is $p = 0,4$. If a user receives $7$ notifications over the course of a week:
- a) Calculate the probability that they open exactly $4$.
- b) How many notifications are expected to be opened on average that week?
A drone component manufacturing company knows that the probability of a motor being defective is $p$. They are packed in boxes of $8$ units. The quality control…
A drone component manufacturing company knows that the probability of a motor being defective is $p$. They are packed in boxes of $8$ units. The quality control department has observed that the probability of finding exactly $2$ defective motors in a box is three times the probability of finding exactly $1$ defective motor.
- a) Determine the value of parameter $p$.
- b) Calculate the expected value and standard deviation of the number of defective motors in an order of $100$ motors.
- c) If a customer buys a box of $8$ motors, what is the probability that they must return it because it contains more than $2$ defective motors?
The inverse problem: finding $n$ or $p$
Sometimes the question gives a probability and asks for the missing parameter: how many trials are needed, or what the value of $p$ is.
A cybersecurity analyst has determined that the probability of an unauthorised access attempt to a corporate server being detected by the firewall is $p$. It is known…
A cybersecurity analyst has determined that the probability of an unauthorised access attempt to a corporate server being detected by the firewall is $p$. It is known that if $10$ independent attempts are made, the probability that no attempt is detected is $0,0563$.
- a) Calculate the value of the detection probability $p$.
- b) If $20$ access attempts occur in a day, what is the probability that at least $18$ of them are detected?
- c) What is the minimum number of attempts an attacker should make so that the probability of at least one of them not being detected is greater than $0,99$?
The final exam of a subject is a multiple-choice test and consists of $10$ questions with $4$ answer options each, of which only one is correct. A student answers all…
The final exam of a subject is a multiple-choice test and consists of $10$ questions with $4$ answer options each, of which only one is correct. A student answers all the questions at random. To pass, a grade of at least $5$ is required, knowing that each correct answer adds $1$ point and each incorrect answer subtracts $0,25$ points.
- a) Define the random variable $X$ that counts the student's correct answers, state how it is distributed and what its parameters are.
- b) Determine the minimum number of correct answers needed to pass the exam.
- c) Calculate the probability that the student passes the exam by answering completely at random.
A television channel broadcasts a game show where contestants must choose between two boxes, one with a prize and the other empty. A contestant takes part in the show…
A television channel broadcasts a game show where contestants must choose between two boxes, one with a prize and the other empty. A contestant takes part in the show for $n$ consecutive days. The probability that they win the prize at least once in those $n$ days is $0,999$.
- a) Calculate the minimum value of $n$.
- b) For that value of $n$, calculate the probability that they win the prize on exactly half of the days.
- c) If each prize has a value of $500$ €, calculate the contestant's expected winnings and the probability that their total winnings exceed $2000$ €.
Back to the start: In the $10$-question test with $4$ options chosen at random ($p = 0{,}25$), the variable follows a $B(10;\ 0{,}25)$: on average you expect to get $\mu = 10 \cdot 0{,}25 = 2{,}5$ questions right, and the probability of getting at least one right is $1 - 0{,}75^{10} \approx 0{,}9437$.