Understanding Conditional Probability and Independence

Oct 14, 2024

Lecture Notes: In-Class Activity 7C

Introduction

  • Focus on using concepts over formulas.
  • Information will be presented in tables.
  • Goal: Answer questions using tables, not theoretical values.

Basics of Probability

  • Probability of an event = Number of favorable outcomes / Total number of outcomes.
  • In a two-way table:
    • Subtotal / Grand total for basic probability.

Conditional Probability

  • Probability of an event given another event has occurred.
  • Changes focus from grand total to a subtotal.
  • Example: Probability of being left-handed given that the person is female.

Examples

  • Bike Riding in Snow:
    • Probability is low; condition: snow on the ground.
  • Political Beliefs:
    • Example of likelihood of holding conflicting beliefs based on known beliefs.

Definitions

  • Mutually Exclusive Events: Cannot happen at the same time.
  • Independent Events: One event does not affect the probability of the other.

Tests

  • Independence: Does knowing event A help predict event B?
  • Mutually Exclusive: No overlap or shared outcomes.

Two-Way Tables

  • Tables with rows and columns for different categories (e.g., energy spending, child care spending).
  • Subtotals and grand totals.
  • Use for calculating probabilities.

Calculating Probabilities

  • Use table to find simple and conditional probabilities.
  • Example: Probability of thinking U.S. spends too much on child care.

Conditional Probability Calculation

  • Focus on the given condition; this becomes the new denominator (subtotal).
  • Example: Probability of spending too little on energy given too little on child care.

Test of Independence

  • Formula: P(A given B) = P(A)
  • Example: Test for race and political affiliation.

Mutually Exclusive vs. Independent

  • Mutually exclusive: Events cannot occur simultaneously; related and not independent.
  • Example: Being pregnant and male are mutually exclusive.

Practice Problems

  • Fill in probability tables and answer questions based on conditions.
  • Use subtotals for conditional probabilities.

Conclusion

  • Importance of understanding the difference between independent and mutually exclusive events.
  • Practice recommended with 20-minute to 1-hour breaks to improve retention.