Tasks 07-04 - Conditional Probability
Section 07: Probability & Statistics
Problem 1: Basic Conditional Probability (x)
Given \(P(A) = 0.6\), \(P(B) = 0.5\), and \(P(A \cap B) = 0.3\):
- Find \(P(A|B)\)
- Find \(P(B|A)\)
- Are A and B independent?
Problem 2: Multiplication Rule (x)
A bag contains 6 red and 4 blue balls. Two balls are drawn without replacement.
- Find \(P(\text{both red})\)
- Find \(P(\text{first red, second blue})\)
- Find \(P(\text{different colors})\)
Problem 3: Tree Diagrams (xx)
A company has two production lines: - Line A produces 60% of items, with 5% defect rate - Line B produces 40% of items, with 8% defect rate
- Draw a tree diagram
- Find \(P(\text{defective})\)
- Find \(P(\text{Line A and defective})\)
- Given an item is defective, find \(P(\text{from Line A})\)
Problem 4: Law of Total Probability (xx)
A store has three suppliers: - Supplier X: 50% of stock, 2% return rate - Supplier Y: 30% of stock, 4% return rate - Supplier Z: 20% of stock, 5% return rate
- What is the overall return rate?
- A returned item is selected. What’s the probability it came from Supplier Y?
Problem 5: Sequential Selection (xx)
From a group of 8 men and 5 women, 3 people are selected randomly (without replacement).
- Find \(P(\text{all women})\)
- Find \(P(\text{all men})\)
- Find \(P(\text{at least one woman})\)
- Find \(P(\text{exactly 2 men})\)
Problem 6: Independence Testing (xxx)
A survey of 400 employees collected data on job satisfaction (Satisfied/Not Satisfied) and work arrangement (Remote/Office):
| Remote | Office | Total | |
|---|---|---|---|
| Satisfied | 90 | 150 | 240 |
| Not Satisfied | 60 | 100 | 160 |
| Total | 150 | 250 | 400 |
- Find \(P(\text{Satisfied})\)
- Find \(P(\text{Satisfied}|\text{Remote})\)
- Find \(P(\text{Satisfied}|\text{Office})\)
- Are satisfaction and work arrangement independent?
Problem 7: Exam-Style Problem (xxx)
At a university, 70% of students pass the statistics exam. Of those who pass, 80% studied more than 10 hours. Of those who fail, 30% studied more than 10 hours.
- Draw a complete tree diagram with all probabilities
- Find \(P(\text{studied more than 10 hours})\)
- A student studied more than 10 hours. What’s the probability they passed?
- Are “passing” and “studying more than 10 hours” independent?