Exam P topic · 23–30% syllabus weight

Exam P Multivariate Random Variables practice problems

Independently written solutions mapped to this official syllabus topic. Pages appear only after all required checks agree.

Topic orientation

What this topic tests

Multivariate Random Variables studies joint, marginal, and conditional distributions together with covariance, correlation, and sums of random variables. The central question is how dependence changes a calculation that would otherwise look one-dimensional.

Problems commonly ask for a marginal or conditional quantity, a moment of a linear combination, or a distribution obtained from several components. A reliable setup identifies the joint support and preserves covariance terms until independence is justified.

Typical failure modes

  • Dropping covariance without establishing independence
  • Normalizing over the wrong joint or conditional support
  • Adding standard deviations instead of variances

Published ledger

Exam P Multivariate Random Variables practice problems and solutions

Each entry shows its independent calculation record and links to the official source without reproducing protected wording.

  1. SOA Exam P Sample Question #31Multinomial DistributionVerified
  2. SOA Exam P Sample Question #40Normal DistributionVerified
  3. SOA Exam P Sample Question #69CovarianceVerified
  4. SOA Exam P Sample Question #73IndependenceVerified
  5. SOA Exam P Sample Question #75CovarianceVerified
  6. SOA Exam P Sample Question #76Joint DistributionsVerified
  7. SOA Exam P Sample Question #77VarianceVerified
  8. SOA Exam P Sample Question #79Order StatisticsVerified
  9. SOA Exam P Sample Question #80CovarianceVerified
  10. SOA Exam P Sample Question #82Conditional DistributionsVerified
  11. SOA Exam P Sample Question #83Conditional DistributionsVerified
  12. SOA Exam P Sample Question #89Conditional DistributionsVerified
  13. SOA Exam P Sample Question #95Conditional ExpectationVerified
  14. SOA Exam P Sample Question #110Joint Probability DecompositionVerified
  15. SOA Exam P Sample Question #114Covariance of a SumVerified
  16. SOA Exam P Sample Question #169Joint Discrete DistributionsVerified
  17. SOA Exam P Sample Question #171VarianceVerified
  18. SOA Exam P Sample Question #172Conditional ExpectationVerified
  19. SOA Exam P Sample Question #173Conditional VarianceVerified
  20. SOA Exam P Sample Question #175Normal DistributionVerified
  21. SOA Exam P Sample Question #176ConvolutionVerified
  22. SOA Exam P Sample Question #177Binomial DistributionVerified
  23. SOA Exam P Sample Question #178Conditional ExpectationVerified
  24. SOA Exam P Sample Question #227Mixture DistributionsVerified
  25. SOA Exam P Sample Question #238Geometric DistributionVerified
  26. SOA Exam P Sample Question #239Joint Cumulative Distribution FunctionsVerified
  27. SOA Exam P Sample Question #240Central Limit TheoremVerified
  28. SOA Exam P Sample Question #241Central Limit TheoremVerified
  29. SOA Exam P Sample Question #242IndependenceVerified
  30. SOA Exam P Sample Question #243Joint DistributionsVerified
  31. SOA Exam P Sample Question #244Joint DistributionsVerified
  32. SOA Exam P Sample Question #245Conditional VarianceVerified
  33. SOA Exam P Sample Question #246Poisson DistributionVerified
  34. SOA Exam P Sample Question #247Joint DistributionsVerified
  35. SOA Exam P Sample Question #248Covariance and CorrelationVerified
  36. SOA Exam P Sample Question #250Normal DistributionVerified
  37. SOA Exam P Sample Question #251Normal DistributionVerified
  38. SOA Exam P Sample Question #252Sums of Independent Random VariablesVerified
  39. SOA Exam P Sample Question #253Variance of Linear CombinationsVerified
  40. SOA Exam P Sample Question #254Law of Total VarianceVerified
  41. SOA Exam P Sample Question #269Normal DistributionVerified
  42. SOA Exam P Sample Question #270Variance and Standard DeviationVerified
  43. SOA Exam P Sample Question #284Exponential DistributionVerified
  44. SOA Exam P Sample Question #290Central Limit TheoremVerified
  45. SOA Exam P Sample Question #291Joint Probability FunctionsVerified
  46. SOA Exam P Sample Question #292Joint DistributionsVerified
  47. SOA Exam P Sample Question #293Joint DistributionsVerified
  48. SOA Exam P Sample Question #298Central Limit TheoremVerified
  49. SOA Exam P Sample Question #301CovarianceVerified
  50. SOA Exam P Sample Question #302Poisson DistributionVerified
  51. SOA Exam P Sample Question #305Poisson DistributionVerified
  52. SOA Exam P Sample Question #311Joint Probability FunctionsVerified
  53. SOA Exam P Sample Question #315Normal DistributionVerified
  54. SOA Exam P Sample Question #320Central Limit TheoremVerified
  55. SOA Exam P Sample Question #324Poisson DistributionVerified
  56. SOA Exam P Sample Question #330Variance of Linear CombinationsVerified
  57. SOA Exam P Sample Question #338Joint Probability Mass FunctionsVerified
  58. SOA Exam P Sample Question #345Normal DistributionVerified
  59. SOA Exam P Sample Question #373Marginal DistributionsVerified
  60. SOA Exam P Sample Question #382Hypergeometric DistributionVerified
  61. SOA Exam P Sample Question #400Joint DistributionsVerified
  62. SOA Exam P Sample Question #404Marginal DistributionsVerified
  63. SOA Exam P Sample Question #410Joint Cumulative Distribution FunctionsVerified
  64. SOA Exam P Sample Question #411Joint Probability Mass FunctionsVerified
  65. SOA Exam P Sample Question #416Poisson DistributionVerified
  66. SOA Exam P Sample Question #431Normal DistributionVerified
  67. SOA Exam P Sample Question #433Normal DistributionVerified
  68. SOA Exam P Sample Question #439Normal DistributionVerified
  69. SOA Exam P Sample Question #444Joint DistributionsVerified
  70. SOA Exam P Sample Question #446Joint DistributionsVerified
  71. SOA Exam P Sample Question #448Order StatisticsVerified
  72. SOA Exam P Sample Question #449Joint DistributionsVerified
  73. SOA Exam P Sample Question #450Poisson DistributionVerified
  74. SOA Exam P Sample Question #451Exponential DistributionVerified
  75. SOA Exam P Sample Question #458Linear Combinations of Random VariablesVerified
  76. SOA Exam P Sample Question #459Central Limit TheoremVerified
  77. SOA Exam P Sample Question #466Bernoulli DistributionVerified
  78. SOA Exam P Sample Question #467Joint DistributionsVerified
  79. SOA Exam P Sample Question #471Joint DistributionsVerified
  80. SOA Exam P Sample Question #474Exponential DistributionVerified
  81. SOA Exam P Sample Question #476Joint DistributionsVerified
  82. SOA Exam P Sample Question #478Sums of Independent Random VariablesVerified
  83. SOA Exam P Sample Question #483Independence and UnionsVerified
  84. SOA Exam P Sample Question #509Normal DistributionVerified
  85. SOA Exam P Sample Question #510Joint DistributionsVerified
  86. SOA Exam P Sample Question #514Joint DistributionsVerified
  87. SOA Exam P Sample Question #517Joint DistributionsVerified
  88. SOA Exam P Sample Question #519Exponential DistributionVerified
  89. SOA Exam P Sample Question #520Conditional DistributionsVerified
  90. SOA Exam P Sample Question #521Normal DistributionVerified
  91. SOA Exam P Sample Question #525Joint DistributionsVerified
  92. SOA Exam P Sample Question #526Central Limit TheoremVerified
  93. SOA Exam P Sample Question #527Covariance and CorrelationVerified
  94. SOA Exam P Sample Question #535Linear Combinations of Independent Random VariablesVerified
  95. SOA Exam P Sample Question #539Normal Linear CombinationVerified
  96. SOA Exam P Sample Question #542Sums of Independent Random VariablesVerified
  97. SOA Exam P Sample Question #555Normal DistributionVerified
  98. SOA Exam P Sample Question #569Sums of Independent Random VariablesVerified
  99. SOA Exam P Sample Question #574Joint DistributionsVerified
  100. SOA Exam P Sample Question #575Normal DistributionVerified
  101. SOA Exam P Sample Question #577Sums of Independent Random VariablesVerified
  102. SOA Exam P Sample Question #578Normal DistributionVerified
  103. SOA Exam P Sample Question #580Linear Combinations of Independent Random VariablesVerified
  104. SOA Exam P Sample Question #581Joint DistributionsVerified
  105. SOA Exam P Sample Question #582Variance and Standard DeviationVerified
  106. SOA Exam P Sample Question #587Joint DistributionsVerified
  107. SOA Exam P Sample Question #606Joint DistributionsVerified
  108. SOA Exam P Sample Question #614Normal DistributionVerified
  109. SOA Exam P Sample Question #617Conditional DistributionsVerified
  110. SOA Exam P Sample Question #624Normal DistributionVerified
  111. SOA Exam P Sample Question #627Conditional DistributionsVerified
  112. SOA Exam P Sample Question #631Conditional DistributionsVerified
  113. SOA Exam P Sample Question #633Poisson DistributionVerified
  114. SOA Exam P Sample Question #634Sums of Independent Random VariablesVerified
  115. SOA Exam P Sample Question #635Exponential DistributionVerified
  116. SOA Exam P Sample Question #636Central Limit TheoremVerified
  117. SOA Exam P Sample Question #637Central Limit TheoremVerified
  118. SOA Exam P Sample Question #638Conditional DistributionsVerified
  119. SOA Exam P Sample Question #650Multinomial DistributionVerified
  120. SOA Exam P Sample Question #651Marginal DistributionsVerified
  121. SOA Exam P Sample Question #652Marginal DistributionsVerified
  122. SOA Exam P Sample Question #656Binomial and Multinomial DistributionsVerified
  123. SOA Exam P Sample Question #662Discrete Random VariablesVerified
  124. SOA Exam P Sample Question #671Linear Combinations of Independent Random VariablesVerified
  125. SOA Exam P Sample Question #673Covariance and CorrelationVerified
  126. SOA Exam P Sample Question #676Poisson DistributionVerified
  127. SOA Exam P Sample Question #681Expectation and VarianceVerified
  128. SOA Exam P Sample Question #686Expected ValueVerified
  129. SOA Exam P Sample Question #687Poisson DistributionVerified
  130. SOA Exam P Sample Question #689Conditional DistributionsVerified
  131. SOA Exam P Sample Question #690Discrete Random VariablesVerified
  132. SOA Exam P Sample Question #692Central Limit TheoremVerified
  133. SOA Exam P Sample Question #702Joint DistributionsVerified
  134. SOA Exam P Sample Question #716Conditional DistributionsVerified
  135. SOA Exam P Sample Question #717Conditional DistributionsVerified
  136. SOA Exam P Sample Question #721Linear CombinationsVerified
  137. SOA Exam P Sample Question #724Linear Combinations of Independent Random VariablesVerified
  138. SOA Exam P Sample Question #726Joint DistributionsVerified
  139. SOA Exam P Sample Question #735Joint DistributionsVerified
  140. SOA Exam P Sample Question #737Poisson DistributionVerified

Drill one method at a time

Techniques that keep appearing in Multivariate Random Variables

Each guide collects the questions above that turn on the same method, with the formulas and the errors that cost marks.

57 worked solutions

Exam P Variance problems

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

55 worked solutions

Exam P Independence problems

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

Study the whole topic offline

Every Exam P sample question in one searchable PDF

The 140 pages above stay free. The manual collects the complete Exam P sample set in syllabus order, with the same working, the wrong-choice notes, and one new practice problem per question.