Exam P technique guide

Poisson Distribution practice problems

Learn how to recognize the method, recall the formulas that control it, and work through 71 verification-gated sample-reference solutions.

Technique orientation

What poisson distribution questions are testing

A Poisson variable counts events in a fixed exposure when events occur independently at a stable average rate. The parameter is the expected count for the exact interval or exposure under study, so the first calculation should rescale the rate before any probability mass is evaluated.

Exam P tests exact counts, tails, combined independent sources, conditional allocation of a total, and compound-count moments. A useful solution states the exposure-specific mean, decides whether the event is exact or cumulative, and keeps enough precision for the final answer-choice comparison.

Recognition audit

Signals that this is the right method

  1. The random quantity is a count over time, distance, area, policies, or another specified exposure.
  2. A rate per unit is supplied but the requested count covers a different-sized exposure.
  3. Independent count streams are combined, split into categories, or observed through thinning.
  4. An arrival-time question can be translated into the number of events observed by a deadline.

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

Poisson Distribution formulas to know

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

Poisson probability mass

P(N=k)=eμμkk!,k=0,1,2,P(N=k)=e^{-\mu}\frac{\mu^k}{k!},\qquad k=0,1,2,\ldots

Here μ is the expected count over the full exposure used in the question.

Mean and variance

E[N]=μ,Var(N)=μE[N]=\mu,\qquad \operatorname{Var}(N)=\mu

The equality of mean and variance is also a quick diagnostic for the parameterization.

Independent aggregation

N1Poisson(μ1), N2Poisson(μ2)N1+N2Poisson(μ1+μ2)N_1\sim\operatorname{Poisson}(\mu_1),\ N_2\sim\operatorname{Poisson}(\mu_2)\Longrightarrow N_1+N_2\sim\operatorname{Poisson}(\mu_1+\mu_2)

Add parameters only when the component counts are independent.

Three failure modes to catch

  • Using a per-unit rate as the Poisson mean without multiplying by the requested exposure.
  • Evaluating one mass value for wording such as “at most,” “at least,” or “more than.”
  • Adding count means while ignoring dependence or overlapping event streams.

Verified practice ledger

Exam P poisson distribution 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

5 verified references

  1. SOA Exam P Sample Question #314General Probability · Bayes' Theorem · Poisson Distribution · Mixture DistributionsVerified
  2. SOA Exam P Sample Question #455General Probability · Conditional Probability · Bayes' Theorem · Poisson DistributionVerified
  3. SOA Exam P Sample Question #572General Probability · Bayes' Theorem · Poisson DistributionVerified
  4. SOA Exam P Sample Question #603General Probability · Bayes' Theorem · Poisson Distribution · Mixture DistributionsVerified
  5. SOA Exam P Sample Question #699General Probability · Bayes' Theorem · Poisson DistributionVerified

Univariate Random Variables

55 verified references

  1. SOA Exam P Sample Question #29Univariate Random Variables · Poisson DistributionVerified
  2. SOA Exam P Sample Question #47Univariate Random Variables · Poisson Distribution · Expected Value · Loss ModelsVerified
  3. SOA Exam P Sample Question #60Univariate Random Variables · Poisson Distribution · Limited Random Variables · VarianceVerified
  4. SOA Exam P Sample Question #67Univariate Random Variables · Poisson Distribution · Normal Approximation · Aggregate SumsVerified
  5. SOA Exam P Sample Question #158Univariate Random Variables · Poisson Distribution · Sums of Independent Random Variables · Tail ProbabilitiesVerified
  6. SOA Exam P Sample Question #159Univariate Random Variables · Poisson Distribution · Tail Probabilities · Discrete ThresholdsVerified
  7. SOA Exam P Sample Question #162Univariate Random Variables · Poisson Distribution · Expected Value · Discrete Stop-LossVerified
  8. SOA Exam P Sample Question #200Univariate Random Variables · Poisson Distribution · Poisson Thinning · Probability Generating FunctionsVerified
  9. SOA Exam P Sample Question #216Univariate Random Variables · Poisson Distribution · Limited Expectation · Count DeductiblesVerified
  10. SOA Exam P Sample Question #217Univariate Random Variables · Poisson Distribution · Payment Random Variables · Expected ValueVerified
  11. SOA Exam P Sample Question #218Univariate Random Variables · Poisson Distribution · Conditional Expectation · Truncated DistributionsVerified
  12. SOA Exam P Sample Question #228Univariate Random Variables · Poisson Distribution · Conditional Distributions · VarianceVerified
  13. SOA Exam P Sample Question #299Univariate Random Variables · Poisson Distribution · Mixture Distributions · Expected ValueVerified
  14. SOA Exam P Sample Question #300Univariate Random Variables · Poisson Distribution · Sums of Independent Random Variables · Cumulative ProbabilitiesVerified
  15. SOA Exam P Sample Question #342Univariate Random Variables · Poisson Distribution · Distribution Calibration · Cumulative Distribution FunctionsVerified
  16. SOA Exam P Sample Question #355Univariate Random Variables · Poisson Distribution · Tail ProbabilitiesVerified
  17. SOA Exam P Sample Question #358Univariate Random Variables · Poisson Distribution · ModesVerified
  18. SOA Exam P Sample Question #386Univariate Random Variables · Poisson Distribution · Expected Value · Functions of Random VariablesVerified
  19. SOA Exam P Sample Question #393Univariate Random Variables · Poisson Distribution · Sums of Independent Random Variables · ModesVerified
  20. SOA Exam P Sample Question #402Univariate Random Variables · Poisson Distribution · Moments · Independent IncrementsVerified
  21. SOA Exam P Sample Question #425Univariate Random Variables · Poisson Distribution · ModesVerified
  22. SOA Exam P Sample Question #434Univariate Random Variables · Poisson Distribution · Zero-Count ProbabilitiesVerified
  23. SOA Exam P Sample Question #457Univariate Random Variables · Mixture Distributions · Poisson Distribution · Law of Total ProbabilityVerified
  24. SOA Exam P Sample Question #461Univariate Random Variables · Poisson Distribution · Conditional ProbabilityVerified
  25. SOA Exam P Sample Question #463Univariate Random Variables · Poisson Distribution · Parameter InferenceVerified
  26. SOA Exam P Sample Question #499Univariate Random Variables · Poisson Distribution · Conditional Probability · Zero-Truncated DistributionsVerified
  27. SOA Exam P Sample Question #505Univariate Random Variables · Poisson Distribution · Sums of Independent Random VariablesVerified
  28. SOA Exam P Sample Question #512Univariate Random Variables · Poisson Distribution · Moments · Factorial MomentsVerified
  29. SOA Exam P Sample Question #518Univariate Random Variables · Poisson Distribution · Probability Ratios · Tail ProbabilitiesVerified
  30. SOA Exam P Sample Question #529Univariate Random Variables · Poisson Distribution · Sums of Independent Random Variables · Cumulative ProbabilitiesVerified
  31. SOA Exam P Sample Question #534Univariate Random Variables · Poisson Distribution · Waiting-Time ProbabilitiesVerified
  32. SOA Exam P Sample Question #566Univariate Random Variables · Poisson Distribution · Conditional ProbabilityVerified
  33. SOA Exam P Sample Question #573Univariate Random Variables · Poisson Distribution · Sums of Independent Random Variables · Coefficient of VariationVerified
  34. SOA Exam P Sample Question #584Univariate Random Variables · Poisson Distribution · Sums of Independent Random VariablesVerified
  35. SOA Exam P Sample Question #604Univariate Random Variables · Poisson Distribution · Independence · Independent IncrementsVerified
  36. SOA Exam P Sample Question #613Univariate Random Variables · Poisson Distribution · Variance and Standard DeviationVerified
  37. SOA Exam P Sample Question #615Univariate Random Variables · Poisson Distribution · Cumulative ProbabilitiesVerified
  38. SOA Exam P Sample Question #619Univariate Random Variables · Poisson Distribution · Expected ValueVerified
  39. SOA Exam P Sample Question #625Univariate Random Variables · Poisson Distribution · Conditional Probability · IndependenceVerified
  40. SOA Exam P Sample Question #626Univariate Random Variables · Poisson Distribution · Variance · Expectation and VarianceVerified
  41. SOA Exam P Sample Question #639Univariate Random Variables · Poisson Distribution · IndependenceVerified
  42. SOA Exam P Sample Question #643Univariate Random Variables · Discrete Random Variables · Poisson DistributionVerified
  43. SOA Exam P Sample Question #655Univariate Random Variables · Poisson Distribution · Variance and Standard DeviationVerified
  44. SOA Exam P Sample Question #665Univariate Random Variables · Poisson Distribution · Sums of Independent Random Variables · Cumulative ProbabilitiesVerified
  45. SOA Exam P Sample Question #674Univariate Random Variables · Poisson Distribution · Discrete Quantile SelectionVerified
  46. SOA Exam P Sample Question #675Univariate Random Variables · Poisson Distribution · MomentsVerified
  47. SOA Exam P Sample Question #695Univariate Random Variables · Poisson Distribution · Conditional ProbabilityVerified
  48. SOA Exam P Sample Question #698Univariate Random Variables · Poisson Distribution · Sums of Independent Random VariablesVerified
  49. SOA Exam P Sample Question #700Univariate Random Variables · Poisson Distribution · Sums of Independent Random Variables · Cumulative ProbabilitiesVerified
  50. SOA Exam P Sample Question #718Univariate Random Variables · Poisson Distribution · ModesVerified
  51. SOA Exam P Sample Question #719Univariate Random Variables · Poisson Distribution · MomentsVerified
  52. SOA Exam P Sample Question #722Univariate Random Variables · Poisson Distribution · Expectation and VarianceVerified
  53. SOA Exam P Sample Question #725Univariate Random Variables · Poisson Distribution · Tail ProbabilitiesVerified
  54. SOA Exam P Sample Question #728Univariate Random Variables · Poisson Distribution · Sums of Independent Random VariablesVerified
  55. SOA Exam P Sample Question #736Univariate Random Variables · Poisson Distribution · Tail ProbabilitiesVerified

Multivariate Random Variables

11 verified references

  1. SOA Exam P Sample Question #227Multivariate Random Variables · Mixture Distributions · Poisson Distribution · Law of Total VarianceVerified
  2. SOA Exam P Sample Question #246Multivariate Random Variables · Poisson Distribution · Conditional Distributions · Binomial DistributionVerified
  3. SOA Exam P Sample Question #254Multivariate Random Variables · Conditional Distributions · Law of Total Variance · Poisson DistributionVerified
  4. SOA Exam P Sample Question #302Multivariate Random Variables · Poisson Distribution · Sums of Independent Random Variables · Cumulative ProbabilitiesVerified
  5. SOA Exam P Sample Question #305Multivariate Random Variables · Poisson Distribution · Normal Distribution · IndependenceVerified
  6. SOA Exam P Sample Question #324Multivariate Random Variables · Poisson Distribution · Sums of Independent Random Variables · Normal ApproximationVerified
  7. SOA Exam P Sample Question #416Multivariate Random Variables · Poisson Distribution · Normal Approximation · Sums of Independent Random VariablesVerified
  8. SOA Exam P Sample Question #450Multivariate Random Variables · Poisson Distribution · Linear Combinations · Coefficient of VariationVerified
  9. SOA Exam P Sample Question #633Multivariate Random Variables · Poisson Distribution · Conditional DistributionsVerified
  10. SOA Exam P Sample Question #676Multivariate Random Variables · Poisson Distribution · Sums of Independent Random VariablesVerified
  11. SOA Exam P Sample Question #687Multivariate Random Variables · Poisson Distribution · Normal Approximation · Sums of Independent Random VariablesVerified

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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