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Sampling and Monitoring

Environmental Engineering · FE Reference Handbook section

Environmental Engineering
9 formulas
10 exam-style examples
~60 min
All Environmental Engineering lectures

Handbook notes for this section

Definitions and conditions exactly as the handbook states them.

  • Data Quality Objectives (DQO) for Sampling Soils and Solids
  • Confidence Minimum Detectable Relative
  • EPA Document "EPA/600/8–89/046" Soil Sampling Quality Assurance User's Guide, Chapter 7.
  • Number of Samples Required in a One-Sided One-Sample t-Test to Achieve a Minimum
  • Coefficient of Confidence Minimum Detectable Relative Difference

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.

Example 1
Sampling and Monitoring — solve for required number of samples — Sampling and Monitoring

sampling and monitoring plan for a groundwater monitoring well network Given standard normal deviate (z) = 2.2400; standard deviation of measurements (sigma) = 26.0000 mg/L; allowable error (E) = 6.4000 mg/L, determine the required number of samples (n).

Given

  • standardnormaldeviate(z)=2.2400standard normal deviate (z) = 2.2400
  • standarddeviationofmeasurements(sigma)=26.0000mg/Lstandard deviation of measurements (sigma) = 26.0000 mg/L
  • allowableerror(E)=6.4000mg/Lallowable error (E) = 6.4000 mg/L

Find

required number of samples (n)

Start with the thinking

  • The governing relation printed in this handbook section is Sampling and Monitoring.
  • Everything except n is given, so isolate n 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.
  • Sampling and monitoring programs use statistical sample size equations to determine the number of samples needed for a target error.

Step-by-step solution

  1. Step 1 — State the governing relation:

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2
  2. Step 2 — Rearrange symbolically for n:

    n=(zσE)2n = \left(\dfrac{z\sigma}{E}\right)^2
  3. Step 3 — List the givens: standard normal deviate (z) = 2.2400, standard deviation of measurements (sigma) = 26.0000 mg/L, allowable error (E) = 6.4000 mg/L.

  4. Step 4 — Substitute the given values:

    n=(2.240026.00006.4000)2n = \left(\dfrac{2.240026.0000}{6.4000}\right)^2
  5. Step 5 — Evaluate:

    n=82.8100n = 82.8100
  6. Step 6 — Check: returning n = 82.8100 to

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2

    reproduces the given quantities, and both sides carry the same units.

Answer:
n=82.8100n = 82.8100

Why the other options are there

  • 165.6 — kept a factor of two that cancels in the correct rearrangement.
  • 41.4050 — dropped that same factor in the other direction.
  • 91.0910 — rounded an intermediate value before the final step.

Reference: FE Handbook — Sampling and Monitoring

Example 2
Sampling and Monitoring — solve for standard deviation of measurements — Sampling and Monitoring (2)

sampling and monitoring number of samples required for compliance testing Given standard normal deviate (z) = 1.4300; allowable error (E) = 4.7000 mg/L; required number of samples (n) = 348.0, determine the standard deviation of measurements (sigma) in mg/L.

Given

  • standardnormaldeviate(z)=1.4300standard normal deviate (z) = 1.4300
  • allowableerror(E)=4.7000mg/Lallowable error (E) = 4.7000 mg/L
  • requirednumberofsamples(n)=348.0required number of samples (n) = 348.0

Find

standard deviation of measurements (sigma), in mg/L

Start with the thinking

  • The governing relation printed in this handbook section is Sampling and Monitoring.
  • Everything except sigma is given, so isolate sigma 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.
  • Sampling and monitoring programs use statistical sample size equations to determine the number of samples needed for a target error.

Step-by-step solution

  1. Step 1 — State the governing relation:

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2
  2. Step 2 — Rearrange symbolically for sigma:

    σ=Enz\sigma = \dfrac{E\sqrt{n}}{z}
  3. Step 3 — List the givens: standard normal deviate (z) = 1.4300, allowable error (E) = 4.7000 mg/L, required number of samples (n) = 348.0.

  4. Step 4 — Substitute the given values:

    σ=4.7000348.01.4300\sigma = \dfrac{4.7000\sqrt{348.0}}{1.4300}
  5. Step 5 — Evaluate:

    σ=61.3128 mg/L\sigma = 61.3128\ \text{mg/L}
  6. Step 6 — Check: returning sigma = 61.3128 mg/L to

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2

    reproduces the given quantities, and both sides carry the same units.

Answer:
σ=61.3128 mg/L\sigma = 61.3128\ \text{mg/L}

Why the other options are there

  • 122.6 — kept a factor of two that cancels in the correct rearrangement.
  • 30.6564 — dropped that same factor in the other direction.
  • 67.4441 — rounded an intermediate value before the final step.

Reference: FE Handbook — Sampling and Monitoring

Example 3
Sampling and Monitoring — solve for allowable error — Sampling and Monitoring (3)

environmental sampling and monitoring program sample size determination Given standard normal deviate (z) = 1.4100; standard deviation of measurements (sigma) = 24.1000 mg/L; required number of samples (n) = 123.0, determine the allowable error (E) in mg/L.

Given

  • standardnormaldeviate(z)=1.4100standard normal deviate (z) = 1.4100
  • standarddeviationofmeasurements(sigma)=24.1000mg/Lstandard deviation of measurements (sigma) = 24.1000 mg/L
  • requirednumberofsamples(n)=123.0required number of samples (n) = 123.0

Find

allowable error (E), in mg/L

Start with the thinking

  • The governing relation printed in this handbook section is Sampling and Monitoring.
  • Everything except E is given, so isolate E 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.
  • Sampling and monitoring programs use statistical sample size equations to determine the number of samples needed for a target error.

Step-by-step solution

  1. Step 1 — State the governing relation:

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2
  2. Step 2 — Rearrange symbolically for E:

    E=zσnE = \dfrac{z\sigma}{\sqrt{n}}
  3. Step 3 — List the givens: standard normal deviate (z) = 1.4100, standard deviation of measurements (sigma) = 24.1000 mg/L, required number of samples (n) = 123.0.

  4. Step 4 — Substitute the given values:

    E=1.410024.1000123.0E = \dfrac{1.410024.1000}{\sqrt{123.0}}
  5. Step 5 — Evaluate:

    E=3.0640 mg/LE = 3.0640\ \text{mg/L}
  6. Step 6 — Check: returning E = 3.0640 mg/L to

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2

    reproduces the given quantities, and both sides carry the same units.

Answer:
E=3.0640 mg/LE = 3.0640\ \text{mg/L}

Why the other options are there

  • 6.1279 — kept a factor of two that cancels in the correct rearrangement.
  • 1.5320 — dropped that same factor in the other direction.
  • 3.3704 — rounded an intermediate value before the final step.

Reference: FE Handbook — Sampling and Monitoring

Example 4
Sampling and Monitoring — solve for required number of samples (case 2) — Sampling and Monitoring (4)

sampling and monitoring plan for a groundwater monitoring well network Given standard normal deviate (z) = 2.5500; standard deviation of measurements (sigma) = 23.0000 mg/L; allowable error (E) = 5.8000 mg/L, determine the required number of samples (n).

Given

  • standardnormaldeviate(z)=2.5500standard normal deviate (z) = 2.5500
  • standarddeviationofmeasurements(sigma)=23.0000mg/Lstandard deviation of measurements (sigma) = 23.0000 mg/L
  • allowableerror(E)=5.8000mg/Lallowable error (E) = 5.8000 mg/L

Find

required number of samples (n)

Start with the thinking

  • The governing relation printed in this handbook section is Sampling and Monitoring.
  • Everything except n is given, so isolate n 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.
  • Sampling and monitoring programs use statistical sample size equations to determine the number of samples needed for a target error.

Step-by-step solution

  1. Step 1 — State the governing relation:

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2
  2. Step 2 — Rearrange symbolically for n:

    n=(zσE)2n = \left(\dfrac{z\sigma}{E}\right)^2
  3. Step 3 — List the givens: standard normal deviate (z) = 2.5500, standard deviation of measurements (sigma) = 23.0000 mg/L, allowable error (E) = 5.8000 mg/L.

  4. Step 4 — Substitute the given values:

    n=(2.550023.00005.8000)2n = \left(\dfrac{2.550023.0000}{5.8000}\right)^2
  5. Step 5 — Evaluate:

    n=102.3n = 102.3
  6. Step 6 — Check: returning n = 102.3 to

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2

    reproduces the given quantities, and both sides carry the same units.

Answer:
n=102.3n = 102.3

Why the other options are there

  • 204.5 — kept a factor of two that cancels in the correct rearrangement.
  • 51.1270 — dropped that same factor in the other direction.
  • 112.5 — rounded an intermediate value before the final step.

Reference: FE Handbook — Sampling and Monitoring

Example 5
Sampling and Monitoring — solve for standard deviation of measurements (case 2) — Sampling and Monitoring (5)

sampling and monitoring number of samples required for compliance testing Given standard normal deviate (z) = 2.0400; allowable error (E) = 7.6000 mg/L; required number of samples (n) = 3.0000, determine the standard deviation of measurements (sigma) in mg/L.

Given

  • standardnormaldeviate(z)=2.0400standard normal deviate (z) = 2.0400
  • allowableerror(E)=7.6000mg/Lallowable error (E) = 7.6000 mg/L
  • requirednumberofsamples(n)=3.0000required number of samples (n) = 3.0000

Find

standard deviation of measurements (sigma), in mg/L

Start with the thinking

  • The governing relation printed in this handbook section is Sampling and Monitoring.
  • Everything except sigma is given, so isolate sigma 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.
  • Sampling and monitoring programs use statistical sample size equations to determine the number of samples needed for a target error.

Step-by-step solution

  1. Step 1 — State the governing relation:

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2
  2. Step 2 — Rearrange symbolically for sigma:

    σ=Enz\sigma = \dfrac{E\sqrt{n}}{z}
  3. Step 3 — List the givens: standard normal deviate (z) = 2.0400, allowable error (E) = 7.6000 mg/L, required number of samples (n) = 3.0000.

  4. Step 4 — Substitute the given values:

    σ=7.60003.00002.0400\sigma = \dfrac{7.6000\sqrt{3.0000}}{2.0400}
  5. Step 5 — Evaluate:

    σ=6.4527 mg/L\sigma = 6.4527\ \text{mg/L}
  6. Step 6 — Check: returning sigma = 6.4527 mg/L to

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2

    reproduces the given quantities, and both sides carry the same units.

Answer:
σ=6.4527 mg/L\sigma = 6.4527\ \text{mg/L}

Why the other options are there

  • 12.9055 — kept a factor of two that cancels in the correct rearrangement.
  • 3.2264 — dropped that same factor in the other direction.
  • 7.0980 — rounded an intermediate value before the final step.

Reference: FE Handbook — Sampling and Monitoring

Example 6
Sampling and Monitoring — solve for allowable error (case 2) — Sampling and Monitoring (6)

environmental sampling and monitoring program sample size determination Given standard normal deviate (z) = 1.8900; standard deviation of measurements (sigma) = 13.5000 mg/L; required number of samples (n) = 170.0, determine the allowable error (E) in mg/L.

Given

  • standardnormaldeviate(z)=1.8900standard normal deviate (z) = 1.8900
  • standarddeviationofmeasurements(sigma)=13.5000mg/Lstandard deviation of measurements (sigma) = 13.5000 mg/L
  • requirednumberofsamples(n)=170.0required number of samples (n) = 170.0

Find

allowable error (E), in mg/L

Start with the thinking

  • The governing relation printed in this handbook section is Sampling and Monitoring.
  • Everything except E is given, so isolate E 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.
  • Sampling and monitoring programs use statistical sample size equations to determine the number of samples needed for a target error.

Step-by-step solution

  1. Step 1 — State the governing relation:

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2
  2. Step 2 — Rearrange symbolically for E:

    E=zσnE = \dfrac{z\sigma}{\sqrt{n}}
  3. Step 3 — List the givens: standard normal deviate (z) = 1.8900, standard deviation of measurements (sigma) = 13.5000 mg/L, required number of samples (n) = 170.0.

  4. Step 4 — Substitute the given values:

    E=1.890013.5000170.0E = \dfrac{1.890013.5000}{\sqrt{170.0}}
  5. Step 5 — Evaluate:

    E=1.9569 mg/LE = 1.9569\ \text{mg/L}
  6. Step 6 — Check: returning E = 1.9569 mg/L to

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2

    reproduces the given quantities, and both sides carry the same units.

Answer:
E=1.9569 mg/LE = 1.9569\ \text{mg/L}

Why the other options are there

  • 3.9138 — kept a factor of two that cancels in the correct rearrangement.
  • 0.9785 — dropped that same factor in the other direction.
  • 2.1526 — rounded an intermediate value before the final step.

Reference: FE Handbook — Sampling and Monitoring

Example 7
Sampling and Monitoring — solve for required number of samples (case 3) — Sampling and Monitoring (7)

sampling and monitoring plan for a groundwater monitoring well network Given standard normal deviate (z) = 1.6000; standard deviation of measurements (sigma) = 5.0000 mg/L; allowable error (E) = 8.8000 mg/L, determine the required number of samples (n).

Given

  • standardnormaldeviate(z)=1.6000standard normal deviate (z) = 1.6000
  • standarddeviationofmeasurements(sigma)=5.0000mg/Lstandard deviation of measurements (sigma) = 5.0000 mg/L
  • allowableerror(E)=8.8000mg/Lallowable error (E) = 8.8000 mg/L

Find

required number of samples (n)

Start with the thinking

  • The governing relation printed in this handbook section is Sampling and Monitoring.
  • Everything except n is given, so isolate n 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.
  • Sampling and monitoring programs use statistical sample size equations to determine the number of samples needed for a target error.

Step-by-step solution

  1. Step 1 — State the governing relation:

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2
  2. Step 2 — Rearrange symbolically for n:

    n=(zσE)2n = \left(\dfrac{z\sigma}{E}\right)^2
  3. Step 3 — List the givens: standard normal deviate (z) = 1.6000, standard deviation of measurements (sigma) = 5.0000 mg/L, allowable error (E) = 8.8000 mg/L.

  4. Step 4 — Substitute the given values:

    n=(1.60005.00008.8000)2n = \left(\dfrac{1.60005.0000}{8.8000}\right)^2
  5. Step 5 — Evaluate:

    n=0.8264n = 0.8264
  6. Step 6 — Check: returning n = 0.8264 to

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2

    reproduces the given quantities, and both sides carry the same units.

Answer:
n=0.8264n = 0.8264

Why the other options are there

  • 1.6529 — kept a factor of two that cancels in the correct rearrangement.
  • 0.4132 — dropped that same factor in the other direction.
  • 0.9091 — rounded an intermediate value before the final step.

Reference: FE Handbook — Sampling and Monitoring

Example 8
Sampling and Monitoring — solve for standard deviation of measurements (case 3) — Sampling and Monitoring (8)

sampling and monitoring number of samples required for compliance testing Given standard normal deviate (z) = 2.0200; allowable error (E) = 1.2000 mg/L; required number of samples (n) = 332.0, determine the standard deviation of measurements (sigma) in mg/L.

Given

  • standardnormaldeviate(z)=2.0200standard normal deviate (z) = 2.0200
  • allowableerror(E)=1.2000mg/Lallowable error (E) = 1.2000 mg/L
  • requirednumberofsamples(n)=332.0required number of samples (n) = 332.0

Find

standard deviation of measurements (sigma), in mg/L

Start with the thinking

  • The governing relation printed in this handbook section is Sampling and Monitoring.
  • Everything except sigma is given, so isolate sigma 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.
  • Sampling and monitoring programs use statistical sample size equations to determine the number of samples needed for a target error.

Step-by-step solution

  1. Step 1 — State the governing relation:

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2
  2. Step 2 — Rearrange symbolically for sigma:

    σ=Enz\sigma = \dfrac{E\sqrt{n}}{z}
  3. Step 3 — List the givens: standard normal deviate (z) = 2.0200, allowable error (E) = 1.2000 mg/L, required number of samples (n) = 332.0.

  4. Step 4 — Substitute the given values:

    σ=1.2000332.02.0200\sigma = \dfrac{1.2000\sqrt{332.0}}{2.0200}
  5. Step 5 — Evaluate:

    σ=10.8243 mg/L\sigma = 10.8243\ \text{mg/L}
  6. Step 6 — Check: returning sigma = 10.8243 mg/L to

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2

    reproduces the given quantities, and both sides carry the same units.

Answer:
σ=10.8243 mg/L\sigma = 10.8243\ \text{mg/L}

Why the other options are there

  • 21.6486 — kept a factor of two that cancels in the correct rearrangement.
  • 5.4121 — dropped that same factor in the other direction.
  • 11.9067 — rounded an intermediate value before the final step.

Reference: FE Handbook — Sampling and Monitoring

Example 9
Sampling and Monitoring — solve for allowable error (case 3) — Sampling and Monitoring (9)

environmental sampling and monitoring program sample size determination Given standard normal deviate (z) = 1.3600; standard deviation of measurements (sigma) = 22.9000 mg/L; required number of samples (n) = 169.0, determine the allowable error (E) in mg/L.

Given

  • standardnormaldeviate(z)=1.3600standard normal deviate (z) = 1.3600
  • standarddeviationofmeasurements(sigma)=22.9000mg/Lstandard deviation of measurements (sigma) = 22.9000 mg/L
  • requirednumberofsamples(n)=169.0required number of samples (n) = 169.0

Find

allowable error (E), in mg/L

Start with the thinking

  • The governing relation printed in this handbook section is Sampling and Monitoring.
  • Everything except E is given, so isolate E 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.
  • Sampling and monitoring programs use statistical sample size equations to determine the number of samples needed for a target error.

Step-by-step solution

  1. Step 1 — State the governing relation:

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2
  2. Step 2 — Rearrange symbolically for E:

    E=zσnE = \dfrac{z\sigma}{\sqrt{n}}
  3. Step 3 — List the givens: standard normal deviate (z) = 1.3600, standard deviation of measurements (sigma) = 22.9000 mg/L, required number of samples (n) = 169.0.

  4. Step 4 — Substitute the given values:

    E=1.360022.9000169.0E = \dfrac{1.360022.9000}{\sqrt{169.0}}
  5. Step 5 — Evaluate:

    E=2.3957 mg/LE = 2.3957\ \text{mg/L}
  6. Step 6 — Check: returning E = 2.3957 mg/L to

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2

    reproduces the given quantities, and both sides carry the same units.

Answer:
E=2.3957 mg/LE = 2.3957\ \text{mg/L}

Why the other options are there

  • 4.7914 — kept a factor of two that cancels in the correct rearrangement.
  • 1.1978 — dropped that same factor in the other direction.
  • 2.6353 — rounded an intermediate value before the final step.

Reference: FE Handbook — Sampling and Monitoring

Example 10
Sampling and Monitoring — solve for required number of samples (case 4) — Sampling and Monitoring (10)

sampling and monitoring plan for a groundwater monitoring well network Given standard normal deviate (z) = 2.2000; standard deviation of measurements (sigma) = 21.7000 mg/L; allowable error (E) = 2.4000 mg/L, determine the required number of samples (n).

Given

  • standardnormaldeviate(z)=2.2000standard normal deviate (z) = 2.2000
  • standarddeviationofmeasurements(sigma)=21.7000mg/Lstandard deviation of measurements (sigma) = 21.7000 mg/L
  • allowableerror(E)=2.4000mg/Lallowable error (E) = 2.4000 mg/L

Find

required number of samples (n)

Start with the thinking

  • The governing relation printed in this handbook section is Sampling and Monitoring.
  • Everything except n is given, so isolate n 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.
  • Sampling and monitoring programs use statistical sample size equations to determine the number of samples needed for a target error.

Step-by-step solution

  1. Step 1 — State the governing relation:

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2
  2. Step 2 — Rearrange symbolically for n:

    n=(zσE)2n = \left(\dfrac{z\sigma}{E}\right)^2
  3. Step 3 — List the givens: standard normal deviate (z) = 2.2000, standard deviation of measurements (sigma) = 21.7000 mg/L, allowable error (E) = 2.4000 mg/L.

  4. Step 4 — Substitute the given values:

    n=(2.200021.70002.4000)2n = \left(\dfrac{2.200021.7000}{2.4000}\right)^2
  5. Step 5 — Evaluate:

    n=395.7n = 395.7
  6. Step 6 — Check: returning n = 395.7 to

    n=(zσE)2n = \left(\dfrac{z \sigma}{E}\right)^2

    reproduces the given quantities, and both sides carry the same units.

Answer:
n=395.7n = 395.7

Why the other options are there

  • 791.4 — kept a factor of two that cancels in the correct rearrangement.
  • 197.8 — dropped that same factor in the other direction.
  • 435.2 — rounded an intermediate value before the final step.

Reference: FE Handbook — Sampling and Monitoring

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