Combinations of Random Variables
Probability and Statistics · FE Reference Handbook section
Handbook notes for this section
Definitions and conditions exactly as the handbook states them.
- If the random variables are statistically independent, then the variance of Y is:
Core formulas for this FE topic
Definitions, applicability, units, assumptions and worked examples for each relation.
Worked exam-style examples
The four ways this section is written on the real exam — thoughts first, then equations, then substitution.
A quality team computes combinations of samples for an inspection lot. Given total items (n) = 7.0000; items chosen (r) = 2.0000, determine the number of combinations (C).
Given
Find
number of combinations (C)
Start with the thinking
- The governing relation printed in this handbook section is Combinations.
- Everything except C is given, so isolate C symbolically first — never rearrange after the numbers are in.
- Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
- Combinations count the unordered subsets of r items chosen from n distinct items.
Step-by-step solution
Step 1 — State the governing relation:
Step 2 — Rearrange symbolically for C:
Step 3
Step 4 — Substitute the given values:
Step 5 — Evaluate:
Step 6 — Check: returning C = 21.0000 to
reproduces the given quantities, and both sides carry the same units.
Why the other options are there
- 42.0000 — kept a factor of two that cancels in the correct rearrangement.
- 10.5000 — dropped that same factor in the other direction.
- 23.1000 — rounded an intermediate value before the final step.
Reference: FE Handbook — Permutations and Combinations
A statistician finds the standard deviation of a sum of independent random variables. Given std dev of X (sX) = 7.3000; std dev of Y (sY) = 1.5000, determine the std dev of Z = X+Y (sZ).
Given
Find
Start with the thinking
- The governing relation printed in this handbook section is Combinations of random variables.
- Everything except sZ is given, so isolate sZ symbolically first — never rearrange after the numbers are in.
- Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
- For independent combinations of random variables, the variance of their sum equals the sum of variances.
Step-by-step solution
Step 1 — State the governing relation:
Step 2 — Rearrange symbolically for sZ:
Step 3
Step 4 — Substitute the given values:
Step 5 — Evaluate:
Step 6 — Check: returning sZ = 7.4525 to
reproduces the given quantities, and both sides carry the same units.
Why the other options are there
- 14.9050 — kept a factor of two that cancels in the correct rearrangement.
- 3.7263 — dropped that same factor in the other direction.
- 8.1978 — rounded an intermediate value before the final step.
Reference: FE Handbook — Combinations of Random Variables
A student determines the combinations of committee members from a pool. Given total items (n) = 10.0000; items chosen (r) = 3.0000, determine the number of combinations (C).
Given
Find
number of combinations (C)
Start with the thinking
- The governing relation printed in this handbook section is Combinations.
- Everything except C is given, so isolate C symbolically first — never rearrange after the numbers are in.
- Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
- Combinations count the unordered subsets of r items chosen from n distinct items.
Step-by-step solution
Step 1 — State the governing relation:
Step 2 — Rearrange symbolically for C:
Step 3
Step 4 — Substitute the given values:
Step 5 — Evaluate:
Step 6 — Check: returning C = 120.0 to
reproduces the given quantities, and both sides carry the same units.
Why the other options are there
- 240.0 — kept a factor of two that cancels in the correct rearrangement.
- 60.0000 — dropped that same factor in the other direction.
- 132.0 — rounded an intermediate value before the final step.
Reference: FE Handbook — Permutations and Combinations
The combination of random variables from two production lines is analyzed. Given std dev of Y (sY) = 8.5000; std dev of Z = X+Y (sZ) = 13.5200, determine the std dev of X (sX).
Given
Find
std dev of X (sX)
Start with the thinking
- The governing relation printed in this handbook section is Combinations of random variables.
- Everything except sX is given, so isolate sX symbolically first — never rearrange after the numbers are in.
- Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
- For independent combinations of random variables, the variance of their sum equals the sum of variances.
Step-by-step solution
Step 1 — State the governing relation:
Step 2 — Rearrange symbolically for sX:
Step 3
Step 4 — Substitute the given values:
Step 5 — Evaluate:
Step 6 — Check: returning sX = 10.5138 to
reproduces the given quantities, and both sides carry the same units.
Why the other options are there
- 21.0276 — kept a factor of two that cancels in the correct rearrangement.
- 5.2569 — dropped that same factor in the other direction.
- 11.5652 — rounded an intermediate value before the final step.
Reference: FE Handbook — Combinations of Random Variables
The number of combinations of defective units in a batch is evaluated. Given total items (n) = 6.0000; items chosen (r) = 3.0000, determine the number of combinations (C).
Given
Find
number of combinations (C)
Start with the thinking
- The governing relation printed in this handbook section is Combinations.
- Everything except C is given, so isolate C symbolically first — never rearrange after the numbers are in.
- Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
- Combinations count the unordered subsets of r items chosen from n distinct items.
Step-by-step solution
Step 1 — State the governing relation:
Step 2 — Rearrange symbolically for C:
Step 3
Step 4 — Substitute the given values:
Step 5 — Evaluate:
Step 6 — Check: returning C = 20.0000 to
reproduces the given quantities, and both sides carry the same units.
Why the other options are there
- 40.0000 — kept a factor of two that cancels in the correct rearrangement.
- 10.0000 — dropped that same factor in the other direction.
- 22.0000 — rounded an intermediate value before the final step.
Reference: FE Handbook — Permutations and Combinations
An engineer combines two independent random variables representing tolerance stack-up. Given std dev of X (sX) = 9.0000; std dev of Z = X+Y (sZ) = 2.5100, determine the std dev of Y (sY).
Given
Find
std dev of Y (sY)
Start with the thinking
- The governing relation printed in this handbook section is Combinations of random variables.
- Everything except sY is given, so isolate sY symbolically first — never rearrange after the numbers are in.
- Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
- For independent combinations of random variables, the variance of their sum equals the sum of variances.
Step-by-step solution
Step 1 — State the governing relation:
Step 2 — Rearrange symbolically for sY:
Step 3
Step 4 — Substitute the given values:
Step 5 — Evaluate:
Step 6 — Check: returning sY = 0.0100 to
reproduces the given quantities, and both sides carry the same units.
Why the other options are there
- 0.0200 — kept a factor of two that cancels in the correct rearrangement.
- 0.0050 — dropped that same factor in the other direction.
- 0.0110 — rounded an intermediate value before the final step.
Reference: FE Handbook — Combinations of Random Variables
A quality team computes combinations of samples for an inspection lot. Given total items (n) = 12.0000; items chosen (r) = 3.0000, determine the number of combinations (C).
Given
Find
number of combinations (C)
Start with the thinking
- The governing relation printed in this handbook section is Combinations.
- Everything except C is given, so isolate C symbolically first — never rearrange after the numbers are in.
- Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
- Combinations count the unordered subsets of r items chosen from n distinct items.
Step-by-step solution
Step 1 — State the governing relation:
Step 2 — Rearrange symbolically for C:
Step 3
Step 4 — Substitute the given values:
Step 5 — Evaluate:
Step 6 — Check: returning C = 220.0 to
reproduces the given quantities, and both sides carry the same units.
Why the other options are there
- 440.0 — kept a factor of two that cancels in the correct rearrangement.
- 110.0 — dropped that same factor in the other direction.
- 242.0 — rounded an intermediate value before the final step.
Reference: FE Handbook — Permutations and Combinations
A statistician finds the standard deviation of a sum of independent random variables. Given std dev of X (sX) = 1.3000; std dev of Y (sY) = 3.6000, determine the std dev of Z = X+Y (sZ).
Given
Find
Start with the thinking
- The governing relation printed in this handbook section is Combinations of random variables.
- Everything except sZ is given, so isolate sZ symbolically first — never rearrange after the numbers are in.
- Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
- For independent combinations of random variables, the variance of their sum equals the sum of variances.
Step-by-step solution
Step 1 — State the governing relation:
Step 2 — Rearrange symbolically for sZ:
Step 3
Step 4 — Substitute the given values:
Step 5 — Evaluate:
Step 6 — Check: returning sZ = 3.8275 to
reproduces the given quantities, and both sides carry the same units.
Why the other options are there
- 7.6551 — kept a factor of two that cancels in the correct rearrangement.
- 1.9138 — dropped that same factor in the other direction.
- 4.2103 — rounded an intermediate value before the final step.
Reference: FE Handbook — Combinations of Random Variables
A student determines the combinations of committee members from a pool. Given total items (n) = 7.0000; items chosen (r) = 4.0000, determine the number of combinations (C).
Given
Find
number of combinations (C)
Start with the thinking
- The governing relation printed in this handbook section is Combinations.
- Everything except C is given, so isolate C symbolically first — never rearrange after the numbers are in.
- Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
- Combinations count the unordered subsets of r items chosen from n distinct items.
Step-by-step solution
Step 1 — State the governing relation:
Step 2 — Rearrange symbolically for C:
Step 3
Step 4 — Substitute the given values:
Step 5 — Evaluate:
Step 6 — Check: returning C = 35.0000 to
reproduces the given quantities, and both sides carry the same units.
Why the other options are there
- 70.0000 — kept a factor of two that cancels in the correct rearrangement.
- 17.5000 — dropped that same factor in the other direction.
- 38.5000 — rounded an intermediate value before the final step.
Reference: FE Handbook — Permutations and Combinations
The combination of random variables from two production lines is analyzed. Given std dev of Y (sY) = 2.4000; std dev of Z = X+Y (sZ) = 8.2100, determine the std dev of X (sX).
Given
Find
std dev of X (sX)
Start with the thinking
- The governing relation printed in this handbook section is Combinations of random variables.
- Everything except sX is given, so isolate sX symbolically first — never rearrange after the numbers are in.
- Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
- For independent combinations of random variables, the variance of their sum equals the sum of variances.
Step-by-step solution
Step 1 — State the governing relation:
Step 2 — Rearrange symbolically for sX:
Step 3
Step 4 — Substitute the given values:
Step 5 — Evaluate:
Step 6 — Check: returning sX = 7.8514 to
reproduces the given quantities, and both sides carry the same units.
Why the other options are there
- 15.7028 — kept a factor of two that cancels in the correct rearrangement.
- 3.9257 — dropped that same factor in the other direction.
- 8.6365 — rounded an intermediate value before the final step.
Reference: FE Handbook — Combinations of Random Variables