Exam P technique guide

Conditional Probability practice problems

Learn how to recognize the method, recall the formulas that control it, and work through 103 verification-gated sample-reference solutions.

Technique orientation

What conditional probability questions are testing

Conditional probability problems become manageable once the condition is treated as a new sample space rather than as an extra number to insert at the end. The decisive move is to name the target event and the conditioning event separately, then calculate both the joint numerator and the conditioning denominator under one consistent model.

On Exam P, conditioning appears in contingency tables, mixtures, diagnostic tests, survival events, and multistage experiments. The surface story changes, but the same audit works: identify what is known, restrict every probability to that information, and check that the resulting conditional probabilities sum to one where they should.

Recognition audit

Signals that this is the right method

  1. The question says “given,” “among,” “of those,” or otherwise restricts attention to a known subgroup.
  2. A probability must be updated after observing a test result, category, threshold, or earlier-stage outcome.
  3. The data are supplied by rows or branches and the requested direction reverses the direction in which the rates were given.
  4. Several latent cases can produce the observed event, so the denominator must combine those cases before Bayes’ theorem is applied.

Before calculation

A disciplined first pass

Name the requested quantity, mark its units or time point, and identify the assumption that permits the formula. Only then insert the numerical inputs. This separates model errors from arithmetic errors and makes the answer-choice comparison auditable.

Formula core

Conditional Probability formulas to know

These identities are starting points, not substitutes for checking support, timing, rate periods, or independence assumptions.

Conditional probability

P(AB)=P(AB)P(B),P(B)>0P(A\mid B)=\frac{P(A\cap B)}{P(B)},\qquad P(B)>0

Both numerator and denominator are measured inside the same original probability model.

Law of total probability

P(A)=j=1mP(ABj)P(Bj)P(A)=\sum_{j=1}^{m}P(A\mid B_j)P(B_j)

Use a genuine partition: the cases are disjoint and together exhaust the sample space.

Bayes’ theorem

P(BkA)=P(ABk)P(Bk)j=1mP(ABj)P(Bj)P(B_k\mid A)=\frac{P(A\mid B_k)P(B_k)}{\sum_{j=1}^{m}P(A\mid B_j)P(B_j)}

The denominator is the total probability of the observed evidence, not merely the most likely branch.

Three failure modes to catch

  • Dividing by the target probability instead of the probability of the stated condition.
  • Replacing an intersection by a product before independence has been established.
  • Taking a complement in the original population when the required complement is inside the conditioned subgroup.

Verified practice ledger

Exam P conditional probability problems and solutions

The list is grouped by current official syllabus area. Every link opens a step-labeled solution, verification artifact, distractor analysis, and one fully worked original variant.

General Probability

65 verified references

  1. SOA Exam P Sample Question #6General Probability · Conditional ProbabilityVerified
  2. SOA Exam P Sample Question #9General Probability · Conditional ProbabilityVerified
  3. SOA Exam P Sample Question #12General Probability · Conditional Probability · Inclusion–ExclusionVerified
  4. SOA Exam P Sample Question #81General Probability · Conditional Probability · Expected Value · Life ContingenciesVerified
  5. SOA Exam P Sample Question #132General Probability · Conditional Probability · Contingency Tables · Total ProbabilityVerified
  6. SOA Exam P Sample Question #133General Probability · Bayes' Theorem · Conditional Probability · Total ProbabilityVerified
  7. SOA Exam P Sample Question #135General Probability · Conditional ProbabilityVerified
  8. SOA Exam P Sample Question #150General Probability · Conditional Probability · Bayes’ Theorem · Discrete Uniform DistributionVerified
  9. SOA Exam P Sample Question #151General Probability · Conditional Probability · Bayes’ Theorem · Law of Total ProbabilityVerified
  10. SOA Exam P Sample Question #154General Probability · Law of Total Probability · Mixture Distributions · Conditional ProbabilityVerified
  11. SOA Exam P Sample Question #186General Probability · Conditional Probability · Hypergeometric Distribution · Sampling Without ReplacementVerified
  12. SOA Exam P Sample Question #194General Probability · Conditional Probability · Discrete Random Variables · DeductiblesVerified
  13. SOA Exam P Sample Question #195General Probability · Conditional Probability · Inclusion–Exclusion · Joint ProbabilityVerified
  14. SOA Exam P Sample Question #198General Probability · Conditional Probability · Bayes' Theorem · Law of Total ProbabilityVerified
  15. SOA Exam P Sample Question #199General Probability · Conditional Probability · Bayes' Theorem · Law of Total ProbabilityVerified
  16. SOA Exam P Sample Question #211General Probability · Geometric Distribution · Conditional Probability · IndependenceVerified
  17. SOA Exam P Sample Question #259General Probability · Conditional Probability · Set Operations · ComplementsVerified
  18. SOA Exam P Sample Question #263General Probability · Independence · Conditional Probability · Complement RuleVerified
  19. SOA Exam P Sample Question #264General Probability · Bayes' Theorem · Conditional Probability · Law of Total ProbabilityVerified
  20. SOA Exam P Sample Question #265General Probability · Law of Total Probability · Bayes' Theorem · Conditional ProbabilityVerified
  21. SOA Exam P Sample Question #274General Probability · Conditional Probability · Inclusion-Exclusion · Set ProbabilityVerified
  22. SOA Exam P Sample Question #288General Probability · Conditional Probability · Bayes' Theorem · Diagnostic TestingVerified
  23. SOA Exam P Sample Question #309General Probability · Bayes' Theorem · Law of Total Probability · Conditional ProbabilityVerified
  24. SOA Exam P Sample Question #312General Probability · Conditional Probability · Set Operations · Inclusion-ExclusionVerified
  25. SOA Exam P Sample Question #316General Probability · Bayes' Theorem · Law of Total Probability · Conditional ProbabilityVerified
  26. SOA Exam P Sample Question #318General Probability · Bayes' Theorem · Law of Total Probability · Conditional ProbabilityVerified
  27. SOA Exam P Sample Question #329General Probability · Bayes' Theorem · Conditional Probability · Law of Total ProbabilityVerified
  28. SOA Exam P Sample Question #334General Probability · Bayes' Theorem · Conditional ProbabilityVerified
  29. SOA Exam P Sample Question #349General Probability · Law of Total Probability · Conditional Probability · Joint ProbabilityVerified
  30. SOA Exam P Sample Question #354General Probability · Conditional Probability · ComplementsVerified
  31. SOA Exam P Sample Question #363General Probability · Law of Total Probability · Bayes' Theorem · Conditional ProbabilityVerified
  32. SOA Exam P Sample Question #365General Probability · Conditional Probability · Complements · Set ProbabilityVerified
  33. SOA Exam P Sample Question #368General Probability · Inclusion–Exclusion · Conditional Probability · Set ProbabilityVerified
  34. SOA Exam P Sample Question #370General Probability · Law of Total Probability · Bayes' Theorem · Conditional ProbabilityVerified
  35. SOA Exam P Sample Question #377General Probability · Conditional Probability · Contingency TablesVerified
  36. SOA Exam P Sample Question #387General Probability · Conditional Probability · Combinatorial Probability · Sampling Without ReplacementVerified
  37. SOA Exam P Sample Question #398General Probability · Bayes Theorem · Conditional Probability · Predictive ProbabilityVerified
  38. SOA Exam P Sample Question #408General Probability · Conditional Probability · Bayes' Theorem · Predictive ProbabilityVerified
  39. SOA Exam P Sample Question #418General Probability · Conditional Probability · Independence · Discrete Random VariablesVerified
  40. SOA Exam P Sample Question #423General Probability · Conditional Probability · Contingency TablesVerified
  41. SOA Exam P Sample Question #455General Probability · Conditional Probability · Bayes' Theorem · Poisson DistributionVerified
  42. SOA Exam P Sample Question #460General Probability · Conditional Probability · Mixture DistributionsVerified
  43. SOA Exam P Sample Question #468General Probability · Conditional Probability · Law of Total Probability · Latent MixturesVerified
  44. SOA Exam P Sample Question #487General Probability · Conditional Probability · Nested Events · Set ProbabilityVerified
  45. SOA Exam P Sample Question #490General Probability · Conditional Probability · Independent Bernoulli TrialsVerified
  46. SOA Exam P Sample Question #493General Probability · Conditional Probability · Joint Distributions · Probability TablesVerified
  47. SOA Exam P Sample Question #498General Probability · Conditional Probability · Bayes' TheoremVerified
  48. SOA Exam P Sample Question #501General Probability · Conditional Probability · Combinatorial Probability · Hypergeometric DistributionVerified
  49. SOA Exam P Sample Question #506General Probability · Conditional Probability · Bayes' TheoremVerified
  50. SOA Exam P Sample Question #528General Probability · Conditional Probability · Set ProbabilityVerified
  51. SOA Exam P Sample Question #532General Probability · Conditional Probability · Bayes' TheoremVerified
  52. SOA Exam P Sample Question #533General Probability · Conditional Probability · Combinatorial Probability · ExchangeabilityVerified
  53. SOA Exam P Sample Question #537General Probability · Conditional Probability · Complement RuleVerified
  54. SOA Exam P Sample Question #540General Probability · Bayes Theorem · Conditional ProbabilityVerified
  55. SOA Exam P Sample Question #544General Probability · Conditional Probability · Compound DistributionsVerified
  56. SOA Exam P Sample Question #640General Probability · Conditional Probability · Binomial DistributionVerified
  57. SOA Exam P Sample Question #641General Probability · Conditional Probability · IndependenceVerified
  58. SOA Exam P Sample Question #644General Probability · Conditional Probability · Combinatorial Probability · ExchangeabilityVerified
  59. SOA Exam P Sample Question #645General Probability · Conditional Probability · Independence · Combinatorial ProbabilityVerified
  60. SOA Exam P Sample Question #658General Probability · Conditional Probability · Inclusion–ExclusionVerified
  61. SOA Exam P Sample Question #663General Probability · Conditional Probability · Normal Distribution · StandardizationVerified
  62. SOA Exam P Sample Question #682General Probability · Conditional Probability · Binomial DistributionVerified
  63. SOA Exam P Sample Question #683General Probability · Conditional Probability · Inclusion–ExclusionVerified
  64. SOA Exam P Sample Question #685General Probability · Conditional Probability · IndependenceVerified
  65. SOA Exam P Sample Question #733General Probability · Conditional Probability · Set ProbabilityVerified

Univariate Random Variables

37 verified references

  1. SOA Exam P Sample Question #23Univariate Random Variables · Conditional ProbabilityVerified
  2. SOA Exam P Sample Question #32Univariate Random Variables · Conditional ProbabilityVerified
  3. SOA Exam P Sample Question #34Univariate Random Variables · Conditional ProbabilityVerified
  4. SOA Exam P Sample Question #36Univariate Random Variables · Conditional ProbabilityVerified
  5. SOA Exam P Sample Question #146Univariate Random Variables · Negative Binomial Distribution · Conditional Probability · Bernoulli TrialsVerified
  6. SOA Exam P Sample Question #180Univariate Random Variables · Normal Distribution · Conditional Probability · Percentiles and QuantilesVerified
  7. SOA Exam P Sample Question #209Univariate Random Variables · Conditional Probability · Exponential Distribution · Cumulative Distribution FunctionsVerified
  8. SOA Exam P Sample Question #212Univariate Random Variables · Geometric Distribution · Memoryless Property · Conditional ProbabilityVerified
  9. SOA Exam P Sample Question #213Univariate Random Variables · Binomial Distribution · Conditional Probability · Truncated DistributionsVerified
  10. SOA Exam P Sample Question #222Univariate Random Variables · Normal Distribution · Conditional Probability · Percentiles and QuantilesVerified
  11. SOA Exam P Sample Question #256Univariate Random Variables · Exponential Distribution · Memoryless Property · Conditional ProbabilityVerified
  12. SOA Exam P Sample Question #267Univariate Random Variables · Exponential Distribution · Conditional Probability · Memoryless PropertyVerified
  13. SOA Exam P Sample Question #340Univariate Random Variables · Continuous Random Variables · Conditional Probability · Survival FunctionsVerified
  14. SOA Exam P Sample Question #353Univariate Random Variables · Survival Functions · Conditional ProbabilityVerified
  15. SOA Exam P Sample Question #364Univariate Random Variables · Exponential Distribution · Independence · Conditional ProbabilityVerified
  16. SOA Exam P Sample Question #375Univariate Random Variables · Survival Functions · Conditional ProbabilityVerified
  17. SOA Exam P Sample Question #381Univariate Random Variables · Exponential Distribution · Conditional Probability · Memoryless PropertyVerified
  18. SOA Exam P Sample Question #419Univariate Random Variables · Uniform Distribution · Conditional Probability · Nested EventsVerified
  19. SOA Exam P Sample Question #426Univariate Random Variables · Continuous Random Variables · Conditional Probability · Density NormalizationVerified
  20. SOA Exam P Sample Question #436Univariate Random Variables · Exponential Distribution · Memoryless Property · Conditional ProbabilityVerified
  21. SOA Exam P Sample Question #454Univariate Random Variables · Uniform Distribution · Deductibles · Conditional ProbabilityVerified
  22. SOA Exam P Sample Question #461Univariate Random Variables · Poisson Distribution · Conditional ProbabilityVerified
  23. SOA Exam P Sample Question #462Univariate Random Variables · Geometric Distribution · Conditional ProbabilityVerified
  24. SOA Exam P Sample Question #477Univariate Random Variables · Continuous Distributions · Conditional ProbabilityVerified
  25. SOA Exam P Sample Question #499Univariate Random Variables · Poisson Distribution · Conditional Probability · Zero-Truncated DistributionsVerified
  26. SOA Exam P Sample Question #562Univariate Random Variables · Uniform Distribution · Conditional ProbabilityVerified
  27. SOA Exam P Sample Question #566Univariate Random Variables · Poisson Distribution · Conditional ProbabilityVerified
  28. SOA Exam P Sample Question #576Univariate Random Variables · Uniform Distribution · Conditional ProbabilityVerified
  29. SOA Exam P Sample Question #579Univariate Random Variables · Conditional Probability · Survival FunctionsVerified
  30. SOA Exam P Sample Question #583Univariate Random Variables · Uniform Distribution · Conditional ProbabilityVerified
  31. SOA Exam P Sample Question #585Univariate Random Variables · Continuous Distributions · Conditional ProbabilityVerified
  32. SOA Exam P Sample Question #618Univariate Random Variables · Uniform Distribution · Conditional ProbabilityVerified
  33. SOA Exam P Sample Question #625Univariate Random Variables · Poisson Distribution · Conditional Probability · IndependenceVerified
  34. SOA Exam P Sample Question #661Univariate Random Variables · Discrete Random Variables · Conditional ProbabilityVerified
  35. SOA Exam P Sample Question #695Univariate Random Variables · Poisson Distribution · Conditional ProbabilityVerified
  36. SOA Exam P Sample Question #711Univariate Random Variables · Exponential Distribution · Memoryless Property · Conditional ProbabilityVerified
  37. SOA Exam P Sample Question #729Univariate Random Variables · Discrete Random Variables · Conditional ProbabilityVerified

Multivariate Random Variables

1 verified reference

  1. SOA Exam P Sample Question #476Multivariate Random Variables · Joint Distributions · Conditional ProbabilityVerified

Continue the study loop

Keep every worked reference in one searchable manual

The complete Exam P manual includes all active sample-reference solutions, their wrong-choice analysis, and one independently written worked variant per reference. The free formula sheet is the compact companion for recall between practice sessions.

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