Exam P technique guide

Variance practice problems

Learn how to recognize the method, recall the formulas that control it, and work through 57 verification-gated sample-reference solutions.

Technique orientation

What variance questions are testing

Variance measures squared dispersion around the mean, so it is not linear in the way expectation is. Most errors disappear if the mean and second moment are computed separately, or if a linear-combination formula is written with every covariance term before any independence assumption is used.

Exam P variance questions range from direct distribution moments to insurance payments, mixtures, and aggregates. A clean solution identifies the random variable whose variance is requested, applies transformations to that variable rather than to its standard deviation, and uses conditional decomposition when a latent group changes the mean.

Recognition audit

Signals that this is the right method

  1. The question asks for variance, standard deviation, coefficient of variation, or volatility of a transformed payment.
  2. A sum or difference of random quantities requires covariance information or an independence argument.
  3. The distribution is defined by a density or probability table from which both first and second moments can be obtained.
  4. A population is mixed across groups, making within-group and between-group variation both relevant.

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

Variance formulas to know

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

Computational identity

Var(X)=E[X2](E[X])2\operatorname{Var}(X)=E[X^2]-\bigl(E[X]\bigr)^2

Square the mean after taking expectation; it is not E[X²].

Linear combinations

Var ⁣(jajXj)=jaj2Var(Xj)+2j<kajakCov(Xj,Xk)\operatorname{Var}\!\left(\sum_j a_jX_j\right)=\sum_j a_j^2\operatorname{Var}(X_j)+2\sum_{j<k}a_ja_k\operatorname{Cov}(X_j,X_k)

The coefficient on each variance is squared.

Law of total variance

Var(X)=E[Var(XY)]+Var(E[XY])\operatorname{Var}(X)=E[\operatorname{Var}(X\mid Y)]+\operatorname{Var}(E[X\mid Y])

The second term captures variation in conditional means across groups.

Three failure modes to catch

  • Applying linearity of expectation to variance and forgetting squared coefficients or covariance.
  • Subtracting E[X] rather than the square of E[X] from the second moment.
  • Averaging conditional variances while omitting variation between the conditional means.

Verified practice ledger

Exam P variance 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

1 verified reference

  1. SOA Exam P Sample Question #233General Probability · Hypergeometric Distribution · Conditional Distributions · VarianceVerified

Univariate Random Variables

32 verified references

  1. SOA Exam P Sample Question #55Univariate Random Variables · Variance · Linear TransformationsVerified
  2. SOA Exam P Sample Question #56Univariate Random Variables · Mixed Distributions · Moments · VarianceVerified
  3. SOA Exam P Sample Question #57Univariate Random Variables · Limited Random Variables · Uniform Distribution · VarianceVerified
  4. SOA Exam P Sample Question #59Univariate Random Variables · Deductibles · Uniform Distribution · VarianceVerified
  5. SOA Exam P Sample Question #60Univariate Random Variables · Poisson Distribution · Limited Random Variables · VarianceVerified
  6. SOA Exam P Sample Question #78Univariate Random Variables · Exponential Distribution · Sums of Random Variables · VarianceVerified
  7. SOA Exam P Sample Question #152Univariate Random Variables · Deductible Payments · Variance · TransformationsVerified
  8. SOA Exam P Sample Question #174Univariate Random Variables · Mixture Distributions · Variance · Law of Total ExpectationVerified
  9. SOA Exam P Sample Question #225Univariate Random Variables · Exponential Distribution · Distribution Functions · VarianceVerified
  10. SOA Exam P Sample Question #226Univariate Random Variables · Exponential Distribution · Deductibles · VarianceVerified
  11. SOA Exam P Sample Question #228Univariate Random Variables · Poisson Distribution · Conditional Distributions · VarianceVerified
  12. SOA Exam P Sample Question #229Univariate Random Variables · Uniform Distribution · Limited Loss Variables · VarianceVerified
  13. SOA Exam P Sample Question #230Univariate Random Variables · Uniform Distribution · Deductibles · VarianceVerified
  14. SOA Exam P Sample Question #232Univariate Random Variables · Moments · Variance · Standard DeviationVerified
  15. SOA Exam P Sample Question #294Univariate Random Variables · Expected Value · Variance · Discrete Random VariablesVerified
  16. SOA Exam P Sample Question #308Univariate Random Variables · Variance · Discrete Random Variables · Payment Random VariablesVerified
  17. SOA Exam P Sample Question #328Univariate Random Variables · Variance · Linear TransformationsVerified
  18. SOA Exam P Sample Question #344Univariate Random Variables · Order Statistics · Variance · Continuous Random VariablesVerified
  19. SOA Exam P Sample Question #347Univariate Random Variables · Variance · Coefficient of Variation · Marginal DistributionsVerified
  20. SOA Exam P Sample Question #352Univariate Random Variables · Variance · Discrete Random Variables · Policy Benefit TransformationsVerified
  21. SOA Exam P Sample Question #388Univariate Random Variables · Mixture Distributions · Conditional Expectation · VarianceVerified
  22. SOA Exam P Sample Question #407Univariate Random Variables · Exponential Distribution · Memoryless Property · VarianceVerified
  23. SOA Exam P Sample Question #453Univariate Random Variables · Uniform Distribution · Deductible Payments · VarianceVerified
  24. SOA Exam P Sample Question #469Univariate Random Variables · Uniform Distribution · Percentiles and Quantiles · VarianceVerified
  25. SOA Exam P Sample Question #473Univariate Random Variables · Uniform Distribution · Deductible Payments · VarianceVerified
  26. SOA Exam P Sample Question #494Univariate Random Variables · Binomial Distribution · VarianceVerified
  27. SOA Exam P Sample Question #495Univariate Random Variables · Continuous Distributions · VarianceVerified
  28. SOA Exam P Sample Question #543Univariate Random Variables · Deductible Payments · VarianceVerified
  29. SOA Exam P Sample Question #571Univariate Random Variables · Continuous Random Variables · Moments · VarianceVerified
  30. SOA Exam P Sample Question #626Univariate Random Variables · Poisson Distribution · Variance · Expectation and VarianceVerified
  31. SOA Exam P Sample Question #629Univariate Random Variables · Discrete Random Variables · Moments · VarianceVerified
  32. SOA Exam P Sample Question #684Univariate Random Variables · Transformations of Random Variables · Deductible Payments · VarianceVerified

Multivariate Random Variables

24 verified references

  1. SOA Exam P Sample Question #75Multivariate Random Variables · Covariance · Variance · Linear TransformationsVerified
  2. SOA Exam P Sample Question #76Multivariate Random Variables · Joint Distributions · Marginal Distributions · VarianceVerified
  3. SOA Exam P Sample Question #77Multivariate Random Variables · Variance · Linear Transformations · IndependenceVerified
  4. SOA Exam P Sample Question #82Multivariate Random Variables · Conditional Distributions · Bernoulli Distribution · VarianceVerified
  5. SOA Exam P Sample Question #83Multivariate Random Variables · Conditional Distributions · Joint Distributions · VarianceVerified
  6. SOA Exam P Sample Question #171Multivariate Random Variables · Variance · Optimization · TransformationsVerified
  7. SOA Exam P Sample Question #242Multivariate Random Variables · Independence · Variance · Mixture DistributionsVerified
  8. SOA Exam P Sample Question #252Multivariate Random Variables · Sums of Independent Random Variables · Coefficient of Variation · VarianceVerified
  9. SOA Exam P Sample Question #292Multivariate Random Variables · Joint Distributions · Marginal Distributions · VarianceVerified
  10. SOA Exam P Sample Question #293Multivariate Random Variables · Joint Distributions · Expectation of a Function · VarianceVerified
  11. SOA Exam P Sample Question #373Multivariate Random Variables · Marginal Distributions · VarianceVerified
  12. SOA Exam P Sample Question #404Multivariate Random Variables · Marginal Distributions · VarianceVerified
  13. SOA Exam P Sample Question #411Multivariate Random Variables · Joint Probability Mass Functions · Marginal Distributions · VarianceVerified
  14. SOA Exam P Sample Question #471Multivariate Random Variables · Joint Distributions · Marginal Distributions · VarianceVerified
  15. SOA Exam P Sample Question #517Multivariate Random Variables · Joint Distributions · Marginal Distributions · VarianceVerified
  16. SOA Exam P Sample Question #525Multivariate Random Variables · Joint Distributions · Conditional Distributions · VarianceVerified
  17. SOA Exam P Sample Question #535Multivariate Random Variables · Linear Combinations of Independent Random Variables · VarianceVerified
  18. SOA Exam P Sample Question #574Multivariate Random Variables · Joint Distributions · Marginal Distributions · VarianceVerified
  19. SOA Exam P Sample Question #580Multivariate Random Variables · Linear Combinations of Independent Random Variables · VarianceVerified
  20. SOA Exam P Sample Question #587Multivariate Random Variables · Joint Distributions · Marginal Distributions · VarianceVerified
  21. SOA Exam P Sample Question #606Multivariate Random Variables · Joint Distributions · Conditional Distributions · VarianceVerified
  22. SOA Exam P Sample Question #617Multivariate Random Variables · Conditional Distributions · VarianceVerified
  23. SOA Exam P Sample Question #638Multivariate Random Variables · Conditional Distributions · VarianceVerified
  24. SOA Exam P Sample Question #717Multivariate Random Variables · Conditional Distributions · VarianceVerified

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.

83 verified problems

Exponential Distribution

Waiting-time probabilities, parameter conversions, memorylessness, moments, and insurance-payment applications.

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.

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.