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When to Use Order of Magnitude in Uncertainty Budgets: A GUM Perspective

Order-of-magnitude estimates are useful for screening and Type B bounding in GUM uncertainty budgets, but they are not a substitute for evaluated standard uncertainties in final reporting.

Short Answer

Order-of-magnitude estimates are useful for screening and Type B bounding in GUM uncertainty budgets, but they are not a substitute for evaluated standard uncertainties in final reporting.

Rule Statement

In a GUM uncertainty budget, an order-of-magnitude estimate is acceptable for screening, scoping, and Type B bounding, but it is not a formal substitute for an evaluated standard uncertainty in the final uncertainty statement. The practical rule is: use order-of-magnitude reasoning when a contributor is expected to be at least ten times smaller than the dominant combined standard uncertainty, and document the assumption. If the contributor is within a factor of about three of the dominant term, evaluate it properly.

This site is a precision-and-rounding reference, not merely a calculator. The calculator can check significant figures and rounding, but the reference material explains the metrological reasoning—why a small term may be omitted, how Type B bounds become standard uncertainties, and how GUM reporting rules interact with order-of-magnitude screening.

Standards Citation

  • JCGM 100:2008, Evaluation of measurement data — Guide to the expression of uncertainty in measurement (GUM), Clause 3.3.6 defines standard uncertainty; Clause 4.1 introduces Type A and Type B evaluation; Clause 4.3 covers Type B judgment; Clause 5.1.2 gives the law of propagation of uncertainty; Clause 7.2.2 recommends at most two significant digits for reported uncertainty; Clause 7.2.6 requires consistent rounding of the estimate and its uncertainty.
  • NIST TN 1297, Guidelines for Evaluating and Expressing the Uncertainty of NIST Measurement Results, 1994, Section 2.3 and Appendix A discuss Type B evaluations based on scientific judgment and available information.
  • ISO/IEC Guide 98-3:2008 is the ISO publication of the GUM; its Clause 4.3 and 5.1.2 carry the same technical requirements.
  • ISO 80000-1:2022, Quantities and units — Part 1: General, Clause 7.3 addresses rounding, and Clause 7.4 addresses significant figures.
  • ASTM E29-22, Standard Practice for Using Significant Digits in Test Data to Determine Conformance with Specifications, provides rounding conventions for conformance testing.

GUM 5.1.2: The combined standard uncertainty uc(y) is the positive square root of the combined variance obtained from all uncertainty components, however they were evaluated.

Worked Examples

Example 1: Screening a temperature effect

A 10 V reference is calibrated with a dominant standard uncertainty u1 = 120 µV. The temperature coefficient is expected to be ±0.5 µV/°C, and the laboratory temperature may vary by ±2 °C. The half-width is a = (0.5 µV/°C)(2 °C) = 1 µV. Assuming a rectangular distribution, u2 = a/√3 ≈ 0.58 µV. The ratio u2/u1 ≈ 0.0048, far below 0.1. The combined uncertainty without the temperature term is 120 µV; with it, √(120² + 0.58²) ≈ 120.001 µV. The difference is negligible at two significant digits. Order-of-magnitude screening justifies omission.

Example 2: Type B order-of-magnitude bound

A digital multimeter has a resolution of 1 mV. The half-width is a = 0.5 mV, and a rectangular Type B evaluation gives u = 0.5/√3 ≈ 0.29 mV. If the dominant combined standard uncertainty is 2.0 mV, the ratio is 0.145. That is larger than 0.1, so the resolution term should not be dismissed by order-of-magnitude reasoning; use the numerical value in the budget.

Example 3: When order-of-magnitude becomes final

If the final expanded uncertainty is U ≈ 5 mV and will be reported to one significant digit, contributions below about 0.5 mV may be treated by order-of-magnitude screening. The rationale must still be recorded, and the dominant terms must be evaluated normally.

Counter-Examples

  • Using order of magnitude to hide a dominant uncertainty. If a contribution is the same order as the largest term, it must be evaluated fully. Calling it “about the same” is not a GUM uncertainty evaluation.
  • Treating a bound as a standard uncertainty. A statement such as “within 0.1 mV” is a half-width, not u. Convert it using an assumed distribution, e.g., u = a/√3 for rectangular.
  • Assuming order-of-magnitude components cancel. Independent uncertainties add in quadrature; they do not cancel like systematic biases.
  • Double rounding. Rounding a component to one significant figure, combining, and then rounding again can introduce avoidable error. See Double Rounding Error.
  • Forgetting sensitivity coefficients. A small input uncertainty can have a large effect if its sensitivity coefficient is large. Use Error Propagation before dismissing it.

Convention Comparison Table

Context GUM treatment Order-of-magnitude role Reporting consequence
Preliminary budget Not a formal evaluation stage Identify dominant terms and likely negligible terms Internal only
Type B evaluation JCGM 100:2008 Clause 4.3 Estimate bounds when data are scarce Document distribution and divisor
Formal uncertainty budget Clause 5.1.2 quadrature Only for components screened as negligible Do not omit material components
Reporting Clauses 7.2.2 and 7.2.6 Not a substitute for uc or U Round y and u to the same decimal place

Common Mistakes

  1. Confusing order of magnitude with significant figures. Order of magnitude is a base-10 scale; significant figures express reported precision. See Orders of Magnitude and Significant Figures.
  2. Dropping a component with a 0.2 ratio because it “looks small.” A 0.2 ratio can change uc by about 2%, which matters for two-digit reporting.
  3. Using order-of-magnitude reasoning for Type A evaluation. Type A requires repeated observations and statistical analysis; see Measurement Uncertainty.
  4. Ignoring the divisor for a stated confidence interval. A 95% interval is not a standard uncertainty until divided by the appropriate coverage factor.
  5. Rounding uncertainty to one significant digit too early. GUM 7.2.2 generally permits two significant digits; use Rounding Rules.
  6. Applying an order-of-magnitude threshold without documenting it. A defensible budget records why a term was omitted.

Quick Reference Table

Ratio ui/udominant Approximate effect on uc Practical order-of-magnitude decision
≥ 1 Dominant Evaluate fully
0.3–1 About 1–10% Evaluate numerically
0.1–0.3 About 0.1–1% Use a numerical estimate if possible
0.03–0.1 About 0.01–0.1% Order-of-magnitude screening often acceptable
< 0.03 < 0.01% Usually negligible; document omission

For independent components, when ui is much smaller than uc, the relative increase in combined standard uncertainty is approximately (1/2)(ui/uc)².

Discipline Note

In metrology and calibration laboratories, order-of-magnitude reasoning is common during method scoping but final uncertainty statements follow ISO/IEC 17025 and the GUM. In physics, order-of-magnitude estimates are used for feasibility and sanity checks. In chemistry, method validation and regulatory work often require a complete numerical budget. Regardless of discipline, the site’s GUM Guide and Measurement Uncertainty references provide clause-level guidance.

Sources & Further Reading

  • JCGM 100:2008, Evaluation of measurement data — Guide to the expression of uncertainty in measurement, Clauses 3.3.6, 4.1, 4.3, 5.1.2, 7.2.2, and 7.2.6.
  • NIST TN 1297, Guidelines for Evaluating and Expressing the Uncertainty of NIST Measurement Results, 1994, Section 2.3 and Appendix A.
  • ISO/IEC Guide 98-3:2008, Uncertainty of measurement — Part 3: Guide to the expression of uncertainty in measurement.
  • ISO 80000-1:2022, Quantities and units — Part 1: General, Clause 7.3 and Clause 7.4.
  • ASTM E29-22, Standard Practice for Using Significant Digits in Test Data to Determine Conformance with Specifications.

Related reading: GUM Guide, Measurement Uncertainty, Error Propagation, Orders of Magnitude, and Significant Figures.

FAQ

Can I use order of magnitude for a final uncertainty statement?

Only if the final expanded uncertainty is reported to one or two significant digits and the order-of-magnitude approximations are documented as Type B bounds. GUM 7.2.2 does not permit omitting material components.

How small must a component be to ignore?

A common screening threshold is ten times smaller than the dominant standard uncertainty, which changes u_c by about 0.5%. For stricter work, use thirty times smaller, about 0.05%.

Does GUM mention order of magnitude?

Not as a formal evaluation method. GUM provides Type B evaluation based on scientific judgment in Clause 4.3; order-of-magnitude reasoning is an informal aid within that judgment.

What if the component is between 0.1 and 0.3 of the dominant term?

Evaluate it numerically. At a 0.3 ratio, the contribution to combined variance is about 9%, which can affect the second significant digit of the reported uncertainty.

Verified sources

References

  1. JCGM 100:2008, Evaluation of measurement data — Guide to the expression of uncertainty in measurement (GUM), BIPM, 2008.
  2. NIST TN 1297, Guidelines for Evaluating and Expressing the Uncertainty of NIST Measurement Results, 1994.
  3. ISO/IEC Guide 98-3:2008, Uncertainty of measurement — Part 3: Guide to the expression of uncertainty in measurement.
  4. ISO 80000-1:2022, Quantities and units — Part 1: General.
  5. ASTM E29-22, Standard Practice for Using Significant Digits in Test Data to Determine Conformance with Specifications.

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