Math Problem Statement
A pharmaceutical company knows that five percent of all users of a certain drug experience a serious side effect. A researcher examines a sample of 230 users of the drug
Solution
This problem is essentially a probability problem, where the probability of a serious side effect is known to be 5% (or ), and a sample of 230 users is being examined.
Let's break down the information provided:
- Probability of a serious side effect (p) = 5% = 0.05
- Sample size (n) = 230
Key Questions to Address:
-
Expected Number of Users with Side Effects: The expected number of users in the sample who experience a serious side effect can be found using the formula for expectation in a binomial distribution: Substituting the values: So, the expected number of users experiencing a serious side effect is 11.5.
-
Variance and Standard Deviation: The variance of a binomial distribution is given by: Substituting the values: The standard deviation is the square root of the variance:
-
Probability of a Specific Number of Users with Side Effects: If you want to calculate the probability of a specific number of users experiencing a serious side effect, you would use the binomial probability formula: where is the number of users with side effects.
If you have a specific in mind, we can calculate it.
Questions for Further Exploration:
- What is the probability that exactly 10 users experience a serious side effect?
- What is the probability that fewer than 8 users experience a serious side effect?
- What is the probability that more than 15 users experience a serious side effect?
- What is the probability that between 8 and 12 users experience a serious side effect?
- How does the expected number of users with side effects change if the probability of side effects increases to 8%?
Tip:
For large sample sizes and small probabilities, the binomial distribution can often be approximated by a normal distribution for easier calculations.
Ask a new question for Free
By Image
Drop file here or Click Here to upload
Math Problem Analysis
Mathematical Concepts
Probability
Binomial Distribution
Statistics
Formulas
Expected value formula: E(X) = n * p
Variance formula: Var(X) = n * p * (1 - p)
Standard deviation formula: Std Dev(X) = sqrt(Var(X))
Binomial probability formula: P(X = k) = (n choose k) * p^k * (1 - p)^(n-k)
Theorems
Binomial Distribution
Normal Approximation for Binomial Distribution
Suitable Grade Level
Grades 11-12 or College Level
Related Recommendation
Binomial and Normal Approximation for Drug Side Effects Probability
Binomial Distribution Probability Calculation for Drug Side Effects
Probability and Expected Value Calculation for Medicine Treatment Successes
Probability of Drug Side Effects in a Sample of 210 Users using Binomial Distribution
Probability and Statistics: Distribution of Adults with Disabilities in a Sample of Five