Exam P technique guide

Exponential Distribution practice problems

Learn how to recognize the method, recall the formulas that control it, and work through 83 verification-gated sample-reference solutions.

Technique orientation

What exponential distribution questions are testing

The exponential model is a one-parameter waiting-time distribution with a constant hazard rate. Before calculating, determine whether the supplied parameter is a rate or a mean and whether the event is a survival probability, an interval, a conditional residual lifetime, or a transformed payment.

Exam P often embeds exponential lifetimes in deductibles, minima, competing clocks, and conditional survival questions. The quickest reliable approach is to write the survival function first, translate every time into the parameter’s unit, and invoke memorylessness only when the condition is precisely survival beyond an elapsed time.

Recognition audit

Signals that this is the right method

  1. A nonnegative waiting time has a constant hazard or a stated exponential mean or rate.
  2. The requested event is naturally expressed as survival beyond a time or between two times.
  3. The problem asks about remaining lifetime after the item has already survived to a specified age.
  4. Independent exponential clocks are combined through their minimum or through the identity of the first clock to ring.

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

Exponential Distribution formulas to know

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

Density and survival

fX(x)=λeλx,SX(x)=P(X>x)=eλx,x0f_X(x)=\lambda e^{-\lambda x},\qquad S_X(x)=P(X>x)=e^{-\lambda x},\quad x\ge 0

If the mean is supplied, convert it first with λ = 1/E[X].

Memoryless property

P(X>s+tX>s)=P(X>t)=eλtP(X>s+t\mid X>s)=P(X>t)=e^{-\lambda t}

The elapsed time disappears only after conditioning on survival, not after an arbitrary event.

Moments

E[X]=1λ,Var(X)=1λ2E[X]=\frac{1}{\lambda},\qquad \operatorname{Var}(X)=\frac{1}{\lambda^2}

Rate and scale conventions are reciprocals, a frequent source of wrong-answer choices.

Three failure modes to catch

  • Using the stated mean as λ instead of converting it to the reciprocal rate.
  • Computing a lower-tail CDF when the wording asks for survival beyond a threshold.
  • Applying memorylessness to a condition other than having survived to the conditioning time.

Verified practice ledger

Exam P exponential 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

3 verified references

  1. SOA Exam P Sample Question #84General Probability · Law of Total Probability · Mixture Distributions · Exponential DistributionVerified
  2. SOA Exam P Sample Question #306General Probability · Bayes' Theorem · Exponential Distribution · Survival ProbabilitiesVerified
  3. SOA Exam P Sample Question #605General Probability · Bayes' Theorem · Exponential Distribution · Mixture DistributionsVerified

Univariate Random Variables

73 verified references

  1. SOA Exam P Sample Question #28Univariate Random Variables · Exponential DistributionVerified
  2. SOA Exam P Sample Question #35Univariate Random Variables · Exponential Distribution · Expected ValueVerified
  3. SOA Exam P Sample Question #44Univariate Random Variables · Exponential Distribution · Expected ValueVerified
  4. SOA Exam P Sample Question #45Univariate Random Variables · Exponential Distribution · Expected ValueVerified
  5. SOA Exam P Sample Question #61Univariate Random Variables · Exponential Distribution · Percentiles · Limited Random VariablesVerified
  6. SOA Exam P Sample Question #62Univariate Random Variables · Exponential Distribution · Survival FunctionsVerified
  7. SOA Exam P Sample Question #63Univariate Random Variables · Exponential Distribution · Conditional Distributions · PercentilesVerified
  8. SOA Exam P Sample Question #70Univariate Random Variables · Exponential Distribution · Central Limit Theorem · Aggregate LossVerified
  9. SOA Exam P Sample Question #78Univariate Random Variables · Exponential Distribution · Sums of Random Variables · VarianceVerified
  10. SOA Exam P Sample Question #88Univariate Random Variables · Payment Transformations · Conditional Distributions · Exponential DistributionVerified
  11. SOA Exam P Sample Question #142Univariate Random Variables · Exponential Distribution · Survival Functions · Density FunctionsVerified
  12. SOA Exam P Sample Question #148Univariate Random Variables · Exponential Distribution · Geometric Series · Periodic EventsVerified
  13. SOA Exam P Sample Question #160Univariate Random Variables · Exponential Distribution · Survival Functions · DeductiblesVerified
  14. SOA Exam P Sample Question #204Univariate Random Variables · Exponential Distribution · Cumulative Distribution Functions · Survival FunctionsVerified
  15. SOA Exam P Sample Question #205Univariate Random Variables · Exponential Distribution · Waiting Times · Interval ProbabilitiesVerified
  16. SOA Exam P Sample Question #208Univariate Random Variables · Exponential Distribution · Conditional Expectation · Truncated DistributionsVerified
  17. SOA Exam P Sample Question #209Univariate Random Variables · Conditional Probability · Exponential Distribution · Cumulative Distribution FunctionsVerified
  18. SOA Exam P Sample Question #214Univariate Random Variables · Exponential Distribution · Poisson Process · MedianVerified
  19. SOA Exam P Sample Question #215Univariate Random Variables · Exponential Distribution · Deductibles · MedianVerified
  20. SOA Exam P Sample Question #225Univariate Random Variables · Exponential Distribution · Distribution Functions · VarianceVerified
  21. SOA Exam P Sample Question #226Univariate Random Variables · Exponential Distribution · Deductibles · VarianceVerified
  22. SOA Exam P Sample Question #249Univariate Random Variables · Exponential Distribution · Order Statistics · Expected ValueVerified
  23. SOA Exam P Sample Question #256Univariate Random Variables · Exponential Distribution · Memoryless Property · Conditional ProbabilityVerified
  24. SOA Exam P Sample Question #267Univariate Random Variables · Exponential Distribution · Conditional Probability · Memoryless PropertyVerified
  25. SOA Exam P Sample Question #286Univariate Random Variables · Exponential Distribution · Independence · Survival FunctionsVerified
  26. SOA Exam P Sample Question #326Univariate Random Variables · Exponential Distribution · Variance and Standard Deviation · Cumulative Distribution FunctionsVerified
  27. SOA Exam P Sample Question #337Univariate Random Variables · Exponential Distribution · Deductible Payments · Insurance Payment VariablesVerified
  28. SOA Exam P Sample Question #350Univariate Random Variables · Exponential Distribution · Survival Functions · Limited Loss VariablesVerified
  29. SOA Exam P Sample Question #364Univariate Random Variables · Exponential Distribution · Independence · Conditional ProbabilityVerified
  30. SOA Exam P Sample Question #372Univariate Random Variables · Exponential Distribution · Normal Distribution · Uniform Distribution · Percentiles and QuantilesVerified
  31. SOA Exam P Sample Question #381Univariate Random Variables · Exponential Distribution · Conditional Probability · Memoryless PropertyVerified
  32. SOA Exam P Sample Question #385Univariate Random Variables · Exponential Distribution · Percentiles · Survival FunctionsVerified
  33. SOA Exam P Sample Question #394Univariate Random Variables · Exponential Distribution · Modes · Percentiles and QuantilesVerified
  34. SOA Exam P Sample Question #407Univariate Random Variables · Exponential Distribution · Memoryless Property · VarianceVerified
  35. SOA Exam P Sample Question #421Univariate Random Variables · Exponential Distribution · Percentiles and QuantilesVerified
  36. SOA Exam P Sample Question #428Univariate Random Variables · Exponential Distribution · Percentiles and QuantilesVerified
  37. SOA Exam P Sample Question #430Univariate Random Variables · Exponential Distribution · Survival Functions · Variance and Standard DeviationVerified
  38. SOA Exam P Sample Question #435Univariate Random Variables · Exponential Distribution · Percentiles and Quantiles · MomentsVerified
  39. SOA Exam P Sample Question #436Univariate Random Variables · Exponential Distribution · Memoryless Property · Conditional ProbabilityVerified
  40. SOA Exam P Sample Question #440Univariate Random Variables · Exponential Distribution · Percentiles and ParametersVerified
  41. SOA Exam P Sample Question #465Univariate Random Variables · Exponential Distribution · Survival Functions · Memoryless PropertyVerified
  42. SOA Exam P Sample Question #492Univariate Random Variables · Exponential Distribution · Survival Functions · Cumulative Distribution FunctionsVerified
  43. SOA Exam P Sample Question #497Univariate Random Variables · Exponential Distribution · Order StatisticsVerified
  44. SOA Exam P Sample Question #502Univariate Random Variables · Exponential Distribution · Distribution Calibration · CDF RescalingVerified
  45. SOA Exam P Sample Question #522Univariate Random Variables · Exponential Distribution · Percentiles and QuantilesVerified
  46. SOA Exam P Sample Question #541Univariate Random Variables · Exponential Distribution · Memoryless PropertyVerified
  47. SOA Exam P Sample Question #545Univariate Random Variables · Exponential Distribution · Percentiles and QuantilesVerified
  48. SOA Exam P Sample Question #553Univariate Random Variables · Exponential Distribution · Percentiles and QuantilesVerified
  49. SOA Exam P Sample Question #557Univariate Random Variables · Exponential Distribution · Variance and Standard DeviationVerified
  50. SOA Exam P Sample Question #559Univariate Random Variables · Exponential Distribution · Survival FunctionsVerified
  51. SOA Exam P Sample Question #560Univariate Random Variables · Exponential Distribution · Insurance PaymentsVerified
  52. SOA Exam P Sample Question #563Univariate Random Variables · Exponential Distribution · Insurance PaymentsVerified
  53. SOA Exam P Sample Question #564Univariate Random Variables · Exponential Distribution · Mixture DistributionsVerified
  54. SOA Exam P Sample Question #586Univariate Random Variables · Exponential Distribution · Insurance PaymentsVerified
  55. SOA Exam P Sample Question #588Univariate Random Variables · Exponential Distribution · Gamma Distribution · Sums of Independent Random VariablesVerified
  56. SOA Exam P Sample Question #599Univariate Random Variables · Exponential Distribution · Percentiles and QuantilesVerified
  57. SOA Exam P Sample Question #612Univariate Random Variables · Exponential Distribution · Expected ValueVerified
  58. SOA Exam P Sample Question #621Univariate Random Variables · Exponential Distribution · Memoryless PropertyVerified
  59. SOA Exam P Sample Question #630Univariate Random Variables · Exponential Distribution · Expected Value · Deductible Loss ModelsVerified
  60. SOA Exam P Sample Question #642Univariate Random Variables · Exponential Distribution · Conditional Distributions · Memoryless PropertyVerified
  61. SOA Exam P Sample Question #660Univariate Random Variables · Exponential Distribution · Survival FunctionsVerified
  62. SOA Exam P Sample Question #664Univariate Random Variables · Exponential Distribution · Binomial Distribution · Survival FunctionsVerified
  63. SOA Exam P Sample Question #667Univariate Random Variables · Normal Distribution · Exponential Distribution · Percentiles · MomentsVerified
  64. SOA Exam P Sample Question #672Univariate Random Variables · Exponential Distribution · Percentiles and MomentsVerified
  65. SOA Exam P Sample Question #680Univariate Random Variables · Exponential Distribution · PercentilesVerified
  66. SOA Exam P Sample Question #693Univariate Random Variables · Exponential Distribution · Memoryless PropertyVerified
  67. SOA Exam P Sample Question #697Univariate Random Variables · Exponential Distribution · IndependenceVerified
  68. SOA Exam P Sample Question #706Univariate Random Variables · Exponential Distribution · Percentiles and QuantilesVerified
  69. SOA Exam P Sample Question #711Univariate Random Variables · Exponential Distribution · Memoryless Property · Conditional ProbabilityVerified
  70. SOA Exam P Sample Question #712Univariate Random Variables · Exponential Distribution · Survival ProbabilitiesVerified
  71. SOA Exam P Sample Question #727Univariate Random Variables · Exponential Distribution · Insurance Payment VariablesVerified
  72. SOA Exam P Sample Question #730Univariate Random Variables · Exponential Distribution · Percentiles and QuantilesVerified
  73. SOA Exam P Sample Question #734Univariate Random Variables · Exponential Distribution · PercentilesVerified

Multivariate Random Variables

7 verified references

  1. SOA Exam P Sample Question #73Multivariate Random Variables · Independence · Exponential Distribution · Joint ProbabilityVerified
  2. SOA Exam P Sample Question #79Multivariate Random Variables · Order Statistics · Exponential Distribution · IndependenceVerified
  3. SOA Exam P Sample Question #284Multivariate Random Variables · Exponential Distribution · Covariance and Correlation · Variance of Linear CombinationsVerified
  4. SOA Exam P Sample Question #451Multivariate Random Variables · Exponential Distribution · Order StatisticsVerified
  5. SOA Exam P Sample Question #474Multivariate Random Variables · Exponential Distribution · Sums of Independent Random Variables · Variance and Standard DeviationVerified
  6. SOA Exam P Sample Question #519Multivariate Random Variables · Exponential Distribution · Linear Combinations of Independent Random Variables · Variance and Standard DeviationVerified
  7. SOA Exam P Sample Question #635Multivariate Random Variables · Exponential Distribution · Means and VariancesVerified

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.

Related drills

Other Exam P technique collections

Switch techniques when you can identify the current method before writing a formula and can explain each wrong-choice mechanism.

103 verified problems

Conditional Probability

Conditioning, total probability, and Bayes calculations organized around the denominator that defines the updated sample space.

71 verified problems

Poisson Distribution

Count probabilities, rate scaling, aggregation, thinning, and links between Poisson counts and waiting times.

62 verified problems

Normal Distribution

Standardization, inverse percentiles, linear combinations, normal approximations, and tail control.

57 verified problems

Variance

Second moments, transformations, sums, covariance terms, and conditional variance decompositions.

55 verified problems

Independence

Event independence, factorization, independent trials, and the consequences independence does—and does not—justify.

50 verified problems

Uniform Distribution

Continuous and discrete uniform models, interval geometry, transformations, order statistics, and moments.

46 verified problems

Expected Value

Discrete sums, continuous integrals, functions of loss, linearity, conditioning, and tail-based expectation.