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Introductory Statistics Study Guide: Conditional Probability & Independence

스터디 가이드 - 스마트 노트

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Q1. What is the probability that at least one of the weatherman's 320 forecasts is incorrect, given the probability of being completely wrong is 0.015?

Background

Topic: Probability of Complementary Events

This question tests your understanding of the probability of at least one event occurring in repeated independent trials, using the complement rule.

Key Terms and Formulas

  • Complement Rule:

  • Probability of none being incorrect:

  • Where is the probability of being wrong on a single day, and is the number of days.

Step-by-Step Guidance

  1. Identify the probability of being wrong on a single day: .

  2. Calculate the probability of being correct on a single day: .

  3. Find the probability that the weatherman is correct every day for 320 days: .

  4. Apply the complement rule to find the probability that at least one forecast is incorrect: .

Try solving on your own before revealing the answer!

Final Answer: 0.999

There is a very high probability that at least one forecast is incorrect over 320 days.

Q2. If a student is selected at random from the survey, what is the probability the student wants to be Popular?

Background

Topic: Basic Probability from a Two-Way Table

This question tests your ability to calculate simple probabilities using frequency data from a contingency table.

Key Terms and Formulas

  • Probability:

Survey table of student goals by sex

Step-by-Step Guidance

  1. Find the total number of students surveyed: Add all values in the table.

  2. Find the total number of students who want to be Popular: Add the "Be Popular" values for boys and girls.

  3. Set up the probability formula: .

Try solving on your own before revealing the answer!

Final Answer: 0.295

About 29.5% of students surveyed want to be popular.

Q3. What is the probability the student wants to be popular given it is a girl?

Background

Topic: Conditional Probability

This question tests your ability to calculate conditional probabilities using a two-way table.

Key Terms and Formulas

  • Conditional Probability:

Survey table of student goals by sex

Step-by-Step Guidance

  1. Find the total number of girls: Add all values in the "Girls" row.

  2. Find the number of girls who want to be Popular: Use the "Be Popular" value for girls.

  3. Set up the conditional probability formula: .

Try solving on your own before revealing the answer!

Final Answer: 0.385

About 38.5% of girls surveyed want to be popular.

Q4. What is the probability the student is a girl given we selected a student wanting to be popular?

Background

Topic: Conditional Probability (Reverse)

This question tests your ability to calculate the probability of one event given another, using a two-way table.

Key Terms and Formulas

  • Conditional Probability:

Survey table of student goals by sex

Step-by-Step Guidance

  1. Find the total number of students who want to be Popular: Add "Be Popular" values for boys and girls.

  2. Find the number of girls who want to be Popular: Use the "Be Popular" value for girls.

  3. Set up the conditional probability formula: .

Try solving on your own before revealing the answer!

Final Answer: 0.646

About 64.6% of students who want to be popular are girls.

Q5. Are being Popular and being a Girl independent?

Background

Topic: Independence of Events

This question tests your understanding of independence in probability, using conditional and marginal probabilities.

Key Terms and Formulas

  • Events A and B are independent if .

  • Compare and .

Conditional probability formula and independence definition

Step-by-Step Guidance

  1. Calculate from the total table.

  2. Calculate from the girls row.

  3. Compare the two probabilities: If they are equal, the events are independent; if not, they are dependent.

Try solving on your own before revealing the answer!

Final Answer: Not Independent

and

Since these probabilities are not equal, being Popular and being a Girl are not independent events.

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