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Conditional Probability and Independence

A free Geometry lesson from the “Probability” unit, with a worked example and practice problems including step-by-step solutions.

P(B|A) — read 'probability of B given A' — is the chance B happens assuming A already happened. The formula is P(B|A) = P(A and B) / P(A). Two events are INDEPENDENT when knowing A happened does NOT change the probability of B; equivalently, P(B|A) = P(B), and P(A and B) = P(A) * P(B). If they're not independent, they're DEPENDENT.

What you'll learn

Why it matters: Medical-test interpretation (P(disease | positive test)), insurance pricing, and machine-learning classifiers all use conditional probability.

Worked example

Problem. A bag has 4 red and 6 blue marbles. P(red on second draw GIVEN red on first, without replacement)?

  1. After drawing one red, 3 red and 6 blue remain (9 total).
  2. P(red | first was red) = 3/9 = 1/3.

Answer: 3/9

Practice problems

1. Roll a fair die. P(showing 4 | result is even) as a fraction.

Show solution
  1. Warm-up: First identify exactly what the question is asking: Roll a fair die. P(showing 4 | result is even) as a fraction.
  2. For fractions, use equivalent forms, common denominators, or reciprocals depending on the operation being used.
  3. Given even = sample {2, 4, 6}, three outcomes.
  4. Of those, 4 is one. P = 1/3.
  5. Check the result by substituting or estimating: the response should match 1/3 and make sense in the original problem.

Answer: 1/3

2. Roll a fair die. P(showing 6 | result is greater than 3) as a fraction.

Show solution
  1. Warm-up: First identify exactly what the question is asking: Roll a fair die. P(showing 6 | result is greater than 3) as a fraction.
  2. For fractions, use equivalent forms, common denominators, or reciprocals depending on the operation being used.
  3. Greater than 3 = {4, 5, 6}, three outcomes.
  4. Of those, 6 is one. P = 1/3.
  5. Check the result by substituting or estimating: the response should match 1/3 and make sense in the original problem.

Answer: 1/3

3. If two events are independent, P(B | A) equals:

Choices: P(B) · P(A) * P(B) · P(A)

Show solution
  1. Warm-up: First identify exactly what the question is asking: If two events are independent, P(B | A) equals:
  2. Compare each answer choice with the calculation or rule, and eliminate choices that do not satisfy the condition.
  3. Independence means A does not change B's probability.
  4. Verify the selected choice by checking that it satisfies the original prompt and that the other choices fail the same test.

Answer: P(B)

4. 100 students. 40 play sports; 30 are in band; 12 do both. Find P(band | sports) as a fraction.

Show solution
  1. Core Practice: First identify exactly what the question is asking: 100 students. 40 play sports; 30 are in band; 12 do both. Find P(band | sports) as a fraction.
  2. For fractions, use equivalent forms, common denominators, or reciprocals depending on the operation being used.
  3. P(band AND sports) / P(sports) = 12 / 40.
  4. Check the result by substituting or estimating: the response should match 12/40 and make sense in the original problem.

Answer: 12/40

5. Same survey. Find P(sports | band) as a fraction.

Show solution
  1. Core Practice: First identify exactly what the question is asking: Same survey. Find P(sports | band) as a fraction.
  2. For fractions, use equivalent forms, common denominators, or reciprocals depending on the operation being used.
  3. P(sports AND band) / P(band) = 12 / 30.
  4. Check the result by substituting or estimating: the response should match 12/30 and make sense in the original problem.

Answer: 12/30

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