Math Problem Statement
Ten percent of the population is left-handed. Approximate the probability that the number of students in INDENG 241 who are left-handed is between 21 and 23 (inclusive). There are currently 219 students enrolled in the course. State your assumptions.
Solution
To approximate the probability that the number of left-handed students in INDENG 241 is between 21 and 23 (inclusive), we can model this scenario using the binomial distribution. Here's a step-by-step solution:
Step 1: Assumptions
- Probability of being left-handed (p): This is given as 10% (or 0.10).
- Total number of students (n): There are 219 students enrolled in INDENG 241.
- Independence: We assume that whether one student is left-handed is independent of whether another student is left-handed.
Step 2: Define the Binomial Distribution
The number of left-handed students follows a binomial distribution: This means the probability mass function (PMF) is given by: where is the total number of students, is the probability of being left-handed, and is the number of left-handed students.
Step 3: Normal Approximation to the Binomial
Since is large and is neither too small nor too large, we can approximate the binomial distribution using the normal distribution with the following parameters:
- Mean
- Standard deviation
Thus, is approximately distributed as:
Step 4: Apply the Continuity Correction
To find the probability that the number of left-handed students is between 21 and 23 (inclusive), we apply the continuity correction for discrete values. We will compute the probability for the range using the normal distribution.
Step 5: Standardize the Normal Distribution
We now standardize the values to the standard normal distribution :
- For :
- For :
Step 6: Use the Standard Normal Table
Using the standard normal distribution table (or a calculator), we find:
Thus, the probability that the number of left-handed students is between 21 and 23 is:
Final Answer:
The approximate probability that the number of left-handed students in INDENG 241 is between 21 and 23 (inclusive) is 0.2623 or 26.23%.
Do you want more details or have any questions?
Here are some related questions to further expand this concept:
- How would the result change if the probability of being left-handed was higher, say 15%?
- What is the probability that fewer than 20 students are left-handed?
- How would you compute the probability using the exact binomial formula rather than the normal approximation?
- What happens to the normal approximation as the sample size decreases?
- How does the continuity correction affect the accuracy of the normal approximation?
Tip: The continuity correction is important when using the normal approximation for a discrete distribution because it adjusts for the fact that the normal distribution is continuous, while the binomial distribution is not.
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Math Problem Analysis
Mathematical Concepts
Probability
Binomial Distribution
Normal Approximation
Continuity Correction
Formulas
P(X = k) = (n choose k) p^k (1 - p)^(n - k)
Mean: μ = np
Standard deviation: σ = sqrt(np(1 - p))
Z = (X - μ) / σ
Theorems
Central Limit Theorem
Normal Approximation to Binomial Distribution
Suitable Grade Level
Undergraduate
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