Bayes' Theorem
Probability and Statistics · FE Reference Handbook section
Core formulas for this FE topic
Definitions, applicability, units, assumptions and worked examples for each relation.
Worked exam-style examples
The four ways this section is written on the real exam — thoughts first, then equations, then substitution.
Two independent inspections fail with P(A) = 0.40 and P(B) = 0.25. Find P(A ∪ B) and P(A|B).
Given
A and B independent
Find
P(A ∪ B) and P(A|B)
Start with the thinking
- Independence gives the intersection by multiplication.
- Independence also means conditioning changes nothing.
Step-by-step solution
Intersection
Substituting
Union
Substituting
Conditional
Why the other options are there
- 0.65 (intersection not subtracted)
- 0.100 (intersection reported as the union)
Reference: FE Reference Handbook — Probability and Statistics → Bayes' Theorem
Plant 1 supplies 45% of the concrete cylinders and has a 7.0% low-break rate; plant 2 supplies the rest with a 11.0% low-break rate. Find the overall probability of a low break, and the probability that a low-breaking cylinder came from plant 1.
Given
Find
P(L) by the law of total probability, then P(1|L)
Start with the thinking
- The law of total probability sums the joint probability over every mutually exclusive source.
- The reverse conditional is a joint probability divided by that total.
Step-by-step solution
Formula
Substituting
Formula
Substituting
Why the other options are there
- 0.1800 (rates added)
- 0.45 (prior reported as posterior)
Reference: FE Reference Handbook — Probability and Statistics → Bayes' Theorem
Two independent inspections fail with P(A) = 0.30 and P(B) = 0.50. Find P(A ∪ B) and P(A|B).
Given
A and B independent
Find
P(A ∪ B) and P(A|B)
Start with the thinking
- Independence gives the intersection by multiplication.
- Independence also means conditioning changes nothing.
Step-by-step solution
Intersection
Substituting
Union
Substituting
Conditional
Why the other options are there
- 0.80 (intersection not subtracted)
- 0.150 (intersection reported as the union)
Reference: FE Reference Handbook — Probability and Statistics → Bayes' Theorem
Plant 1 supplies 55% of the concrete cylinders and has a 8.0% low-break rate; plant 2 supplies the rest with a 10.0% low-break rate. Find the overall probability of a low break, and the probability that a low-breaking cylinder came from plant 1.
Given
Find
P(L) by the law of total probability, then P(1|L)
Start with the thinking
- The law of total probability sums the joint probability over every mutually exclusive source.
- The reverse conditional is a joint probability divided by that total.
Step-by-step solution
Formula
Substituting
Formula
Substituting
Why the other options are there
- 0.1800 (rates added)
- 0.55 (prior reported as posterior)
Reference: FE Reference Handbook — Probability and Statistics → Bayes' Theorem
Two independent inspections fail with P(A) = 0.25 and P(B) = 0.40. Find P(A ∪ B) and P(A|B).
Given
A and B independent
Find
P(A ∪ B) and P(A|B)
Start with the thinking
- Independence gives the intersection by multiplication.
- Independence also means conditioning changes nothing.
Step-by-step solution
Intersection
Substituting
Union
Substituting
Conditional
Why the other options are there
- 0.65 (intersection not subtracted)
- 0.100 (intersection reported as the union)
Reference: FE Reference Handbook — Probability and Statistics → Bayes' Theorem
Plant 1 supplies 35% of the concrete cylinders and has a 8.0% low-break rate; plant 2 supplies the rest with a 9.0% low-break rate. Find the overall probability of a low break, and the probability that a low-breaking cylinder came from plant 1.
Given
Find
P(L) by the law of total probability, then P(1|L)
Start with the thinking
- The law of total probability sums the joint probability over every mutually exclusive source.
- The reverse conditional is a joint probability divided by that total.
Step-by-step solution
Formula
Substituting
Formula
Substituting
Why the other options are there
- 0.1700 (rates added)
- 0.35 (prior reported as posterior)
Reference: FE Reference Handbook — Probability and Statistics → Bayes' Theorem
Two independent inspections fail with P(A) = 0.35 and P(B) = 0.20. Find P(A ∪ B) and P(A|B).
Given
A and B independent
Find
P(A ∪ B) and P(A|B)
Start with the thinking
- Independence gives the intersection by multiplication.
- Independence also means conditioning changes nothing.
Step-by-step solution
Intersection
Substituting
Union
Substituting
Conditional
Why the other options are there
- 0.55 (intersection not subtracted)
- 0.070 (intersection reported as the union)
Reference: FE Reference Handbook — Probability and Statistics → Bayes' Theorem
Plant 1 supplies 40% of the concrete cylinders and has a 3.0% low-break rate; plant 2 supplies the rest with a 5.0% low-break rate. Find the overall probability of a low break, and the probability that a low-breaking cylinder came from plant 1.
Given
Find
P(L) by the law of total probability, then P(1|L)
Start with the thinking
- The law of total probability sums the joint probability over every mutually exclusive source.
- The reverse conditional is a joint probability divided by that total.
Step-by-step solution
Formula
Substituting
Formula
Substituting
Why the other options are there
- 0.0800 (rates added)
- 0.40 (prior reported as posterior)
Reference: FE Reference Handbook — Probability and Statistics → Bayes' Theorem
Two independent inspections fail with P(A) = 0.40 and P(B) = 0.30. Find P(A ∪ B) and P(A|B).
Given
A and B independent
Find
P(A ∪ B) and P(A|B)
Start with the thinking
- Independence gives the intersection by multiplication.
- Independence also means conditioning changes nothing.
Step-by-step solution
Intersection
Substituting
Union
Substituting
Conditional
Why the other options are there
- 0.70 (intersection not subtracted)
- 0.120 (intersection reported as the union)
Reference: FE Reference Handbook — Probability and Statistics → Bayes' Theorem
Plant 1 supplies 60% of the concrete cylinders and has a 8.0% low-break rate; plant 2 supplies the rest with a 6.0% low-break rate. Find the overall probability of a low break, and the probability that a low-breaking cylinder came from plant 1.
Given
Find
P(L) by the law of total probability, then P(1|L)
Start with the thinking
- The law of total probability sums the joint probability over every mutually exclusive source.
- The reverse conditional is a joint probability divided by that total.
Step-by-step solution
Formula
Substituting
Formula
Substituting
Why the other options are there
- 0.1400 (rates added)
- 0.60 (prior reported as posterior)
Reference: FE Reference Handbook — Probability and Statistics → Bayes' Theorem