Percent Error Calculator

Find how far off an experimental measurement is from the true value - as a percentage.

±% What is Percent Error?

Percent error (also called percentage error) measures how far an experimental or measured value deviates from the true, accepted, or theoretical value - expressed as a percentage of the true value. The formula is: Percent Error = |Measured − Actual| / |Actual| × 100. It is one of the most common accuracy metrics in science, engineering, and quality control.

The absolute value in the numerator ensures percent error is always non-negative - it measures the magnitude of the error, not its direction. If you also need to know whether you overestimated or underestimated, compute the signed percent error without the absolute value: (Measured − Actual) / |Actual| × 100. A positive signed error means the measured value is too high (overestimate); negative means too low (underestimate).

Percent error is different from absolute error (|Measured − Actual|, in the original units) and from percentage difference (which divides by the average of both values, for comparing two equal-standing measurements). Percent error always uses the accepted/actual value as the denominator because you are measuring accuracy relative to the truth.

Common applications include: chemistry lab reports (how close is your experimental yield to theoretical?), physics measurements (how close is your measured g to 9.81 m/s²?), calibration of instruments, quality control (how close is the manufactured dimension to specification?), and machine-learning model validation (though that usually uses RMSE or MAE rather than a single percent error).

📐 Formula

% Error = |Measured − Actual| ÷ |Actual| × 100

Measured = your experimental or observed value

Actual = the true, theoretical, or accepted value

Always use the actual value in the denominator, never the measured value.

Example: Measured g = 9.75 m/s², Actual g = 9.81 m/s² → |9.75−9.81|/9.81 × 100 = 0.061% ≈ 0.61%

Signed % Error = (Measured − Actual) ÷ |Actual| × 100

Positive = overestimate (measured too high) · Negative = underestimate (measured too low)

Example: Measured 102g, Actual 100g → (102−100)/100 × 100 = +2% (overestimate)

📖 How to Use This Calculator

Steps to Calculate Percent Error

Enter the measured value - the result of your experiment, observation, or calculation.

Enter the actual value - the theoretical, accepted, or true value (e.g., standard gravity 9.81 m/s², the molar mass from a periodic table, the exact weight of a standard mass).

Click Calculate to see the percent error, absolute difference, and signed difference. The note explains whether you over- or under-estimated.

💡 Example Calculations

Example 1 — Physics Lab: Measuring Gravity

Experimental g = 9.75 m/s², accepted g = 9.81 m/s²

Absolute error = |9.75 − 9.81| = 0.06 m/s²

Percent error = 0.06 / 9.81 × 100 ≈ 0.61%

Percent Error = 0.61% - underestimate (measured too low) - excellent accuracy for a lab setting.

Try this example →

Example 2 — Chemistry: Experimental Molar Mass

Measured molar mass = 18.5 g/mol, true value = 18.015 g/mol (water)

Absolute error = |18.5 − 18.015| = 0.485 g/mol

Percent error = 0.485 / 18.015 × 100 ≈ 2.69% (overestimate)

Percent Error = 2.69% - acceptable for most general chemistry lab reports (threshold often ±5%).

Try this example →

Example 3 — Quality Control: Machine Part

Manufactured bolt diameter = 10.08 mm, specification = 10.00 mm

Absolute error = |10.08 − 10.00| = 0.08 mm

Percent error = 0.08 / 10.00 × 100 = 0.80% (oversize)

Percent Error = 0.80% - whether this is acceptable depends on the engineering tolerance specification (e.g., ±2% or ±0.1 mm).

Try this example →

Example 4 — Math: Estimation vs Exact Value

Estimated π = 3.14 vs true π = 3.14159

Absolute error = |3.14 − 3.14159| = 0.00159

Percent error = 0.00159 / 3.14159 × 100 ≈ 0.0507%

Percent Error = 0.051% - using 3.14 for π introduces only a 0.051% error, acceptable for most practical calculations.

Try this example →

❓ Frequently Asked Questions

What is the formula for percent error?+

Percent Error = |Measured − Actual| / |Actual| × 100. Always divide by the actual (true) value. The absolute value gives the magnitude of error as a percentage. Example: measured 48, actual 50 → |48−50|/50 × 100 = 4%.

What is a good percent error in chemistry?+

In general chemistry labs, ±5% is usually acceptable. Analytical chemistry and titration require ±1% or better. Industrial pharmaceutical or food science specifications often require ±0.1% or tighter. The acceptable range depends on your instruments' precision and the experiment's purpose.

What is the difference between percent error and percentage difference?+

Percent error uses the actual (true) value as denominator: |M−A|/|A|×100. It requires knowing the reference standard. Percentage difference uses the average of both values: |V1−V2|/((V1+V2)/2)×100. It is symmetric - no reference. Use percent error in experiments; use percentage difference when comparing two equivalent measurements.

Can percent error be negative?+

Standard percent error (with absolute values) is always non-negative. Signed percent error - (Measured−Actual)/|Actual|×100 - can be negative (measured too low = underestimate) or positive (measured too high = overestimate). Most lab reports use the unsigned version but may note direction separately.

What is the percent error if measured is 4.5 g and actual is 5.0 g?+

Percent error = |4.5−5.0|/5.0 × 100 = 0.5/5.0 × 100 = 10%. The measured value is 10% below the actual value (underestimate). Signed: (4.5−5.0)/5.0 × 100 = −10%.

Why is the actual value in the denominator?+

Because percent error measures accuracy relative to the known truth. Using the measured value in the denominator would make your accuracy claim depend on the inaccurate measurement itself - circular reasoning. The actual (accepted) value is the reference standard against which all measurements are compared.

What is the difference between percent error and absolute error?+

Absolute error = |Measured−Actual| in original units (e.g., 0.5 grams). Percent error = absolute error / |actual| × 100 - dimensionless. Percent error is more useful for comparing across experiments at different scales: 0.5g error means different things when measuring 5g vs 500g. Percent error standardizes the comparison.

How do I calculate percent error in Excel?+

Use =ABS(A1-B1)/ABS(B1)*100 where A1 = measured, B1 = actual. Format as Number (not Percentage to avoid double-multiplying). For signed percent error: =(A1-B1)/ABS(B1)*100. To display with % sign: =TEXT(ABS(A1-B1)/ABS(B1)*100,"0.00")&"%".

What is acceptable percent error in physics?+

Introductory physics labs: ±5–10% is typical for measuring g, velocity, or density. Advanced labs: ±1% or better. The acceptable range depends on the instruments' precision - a stopwatch (±0.01s) vs a photogate (±0.001s) give very different achievable accuracies for the same experiment.

What causes high percent error in experiments?+

Common causes: (1) parallax error reading analogue instruments; (2) systematic errors from uncalibrated equipment; (3) random errors from environmental fluctuations; (4) reaction-time errors in timing; (5) contaminated samples; (6) rounding in manual calculations. Systematic errors cannot be reduced by averaging; random errors can. Calibrate first, then repeat measurements.

🔗 Related Calculators

What is the formula for percent error?

Percent Error = |Measured − Actual| / |Actual| × 100. The absolute value in the numerator gives the magnitude of error; the actual (true) value is always the denominator. Example: measured 9.8 m/s², actual 9.81 m/s² → |9.8 − 9.81| / 9.81 × 100 = 0.1/9.81 × 100 ≈ 1.02%.

What is a good percent error in chemistry?

In general chemistry labs, ±5% is usually acceptable. In analytical chemistry and titration experiments, ±1% or better is expected. In industry (pharmaceutical, food science), specifications may require ±0.1% or tighter. The acceptable range depends on the precision of your instruments and the purpose of the measurement.

What is the difference between percent error and percentage difference?

Percent error requires a known true value: error = |measured − true| / |true| × 100. It has a reference (the accepted value). Percentage difference compares two values with equal standing: difference = |V1 − V2| / ((V1 + V2)/2) × 100. Use percent error in science experiments where the actual value is known; use percentage difference when comparing two independent measurements.

Can percent error be negative?

The standard formula uses absolute values and always gives a non-negative result. However, signed percent error (without the absolute value) can be negative when the measured value is less than the actual. A negative signed error means you underestimated; positive means you overestimated. Most textbooks report percent error as a positive percentage.

What is the percent error if measured is 4.5 g and actual is 5.0 g?

Percent error = |4.5 − 5.0| / |5.0| × 100 = 0.5 / 5.0 × 100 = 10%. The measured value is 0.5 g less than the actual, so this is an underestimate of 10%. Signed percent error = (4.5 − 5.0) / 5.0 × 100 = −10%.

Why is the actual (true) value in the denominator?

The actual value is in the denominator because percent error measures error relative to the known reference standard. Using the measured value in the denominator would create circular reasoning - your accuracy claim would depend on the inaccurate value you just measured. The formula compares how far off you are from the truth.

What is the difference between percent error and absolute error?

Absolute error = |Measured − Actual|. It has the same units as the measurement (grams, meters, etc.). Percent error = absolute error / |actual| × 100. It is dimensionless (a percentage). Percent error is more useful for comparing accuracy across experiments with different scales: a 1-gram error means something different when measuring 10g vs 1000g.

How do I calculate percent error in Excel?

Use =ABS(A1-B1)/ABS(B1)*100, where A1 is the measured value and B1 is the actual value. For signed percent error (positive = overestimate): =(A1-B1)/ABS(B1)*100. The result is in percentage points - format the cell as a Number, not as Percentage, unless you want an extra ×100 applied.

What is acceptable percent error in physics?

In introductory physics labs, ±5–10% is typically acceptable for experiments measuring g (gravity), velocity, or density. Advanced physics experiments may require ±1% or less. The acceptable error depends on the systematic uncertainties in your equipment - a bathroom scale has different precision than an analytical balance.

What causes high percent error in experiments?

Common causes: (1) parallax error in reading analogue instruments; (2) systematic errors from uncalibrated equipment; (3) random errors from environmental fluctuations; (4) reaction time errors in timing experiments; (5) sample contamination; (6) rounding errors in manual calculations. Repeating measurements and averaging reduces random error but not systematic error.

📌 Quick Tips

💡Percent error always uses the absolute value of the difference in the numerator - it measures magnitude of error, not direction. Use the signed difference (measured − actual) separately to determine over- or under-estimate.

💡A small percent error means high accuracy. In most high-school chemistry labs, ±5% is acceptable; in analytical chemistry, ±1% or less is expected.

💡The true (accepted) value goes in the denominator. Never use the measured value as the denominator - that gives a different (and incorrect) formula.

💡Percent error is undefined when the actual value is exactly zero. Use absolute error (|measured − actual|) instead in those cases.

💡Percent error and percentage difference are not the same: percent error has a known reference (actual), while percentage difference uses the average of both values as denominator.