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Measurement and Error · Lesson 2 of 5

Absolute, Relative and Percentage Error

14 min read3 ideas5 checks1 figure to playBy Asheshanand Acharya
What you will learn 0 / 3
Absolute relative and percentage error
Look around
A student who forgot the vessel

In the calorimetry practical of the Thermal Physics unit, a student finds the specific heat of iron. She counts the heat taken by the water but forgets the copper vessel. Her answer is \(440\,\text{J/(kg K)}\) instead of \(461\,\text{J/(kg K)}\). Is an error of \(21\) units large or small? The number alone cannot say.

you will turn any error into a percentage and say how wrong the formula \(mgh\) is at any height. You will write every result with its error.

Error measured in the unit of the quantity

Suppose the true value of a quantity is \(a\) and a measurement gives \(a_m\). The absolute error is the size of the difference, \(\Delta a = |a_m - a|\). It carries the unit of the quantity. The student's error is \(21\,\text{J/(kg K)}\). An error of \(1\,\text{cm}\) in the length of a room and in the thickness of a coin has the same absolute value.

The two errors of \(1\,\text{cm}\) are not equally serious. In a \(5\,\text{m}\) room it is 1 part in 500. In a coin \(2\,\text{mm}\) thick it is five times the whole quantity. So we divide the error by the value. The relative error is \(\Delta a/a\), a pure number. The percentage error is the relative error multiplied by \(100\).

RememberRelative and percentage error
\[ \begin{gathered} \delta a = \dfrac{\Delta a}{a} \\ \text{percentage error} = \dfrac{\Delta a}{a} \times 100\,\% \end{gathered} \]
Holds whenfor any measured quantity whose value is not close to zero. When the true value is unknown, the mean of the readings stands for \(a\) and the mean absolute error for \(\Delta a\).
Symbols\(a\) the true value, or the mean of the readings; \(\Delta a\) the absolute error, or the mean absolute error; \(\delta a\) the relative error
Units\(\Delta a\) in the unit of \(a\); \(\delta a\) and the percentage error are pure numbers
definition 2.3
Absolute, relative and percentage error

The absolute error of a measurement is the magnitude of its difference from the true value. The relative error is the absolute error divided by the true value. The percentage error is the relative error expressed as a percentage.

For the forgotten vessel, the relative error is \(21/461 = 0.045\), and the percentage error is \(4.5\,\%\). That is serious for a careful practical, where the other errors are about one per cent. Now the question of the opening has an answer.

Checkpoint · numericUnanswered

A length is measured as \(2.50\,\text{m}\) with an absolute error of \(0.01\,\text{m}\). What is the percentage error?

%± 2 %
CheckpointUnanswered

One student measures a \(1\,\text{m}\) rod with an error of \(1\,\text{cm}\). Another measures a \(10\,\text{m}\) corridor with an error of \(5\,\text{cm}\). Which measurement is better?

The mean and the mean absolute error
Maths you need

When nobody knows the true value

In a real experiment the true value is not given. The student measures the diameter of a wire at several places, as Searle's experiment asks, and gets six readings. The best value is their mean. The random errors are as often positive as negative, so they cancel in the sum.

Mean, deviations and the mean absolute errorSix readings of the diameter of one wire, taken with a screw gauge at six places along it: 0.41, 0.39, 0.40, 0.42, 0.38 and 0.40 millimetres, plotted as dots against a scale from 0.36 to 0.44 millimetres. Chip 1 shows the readings alone. Chip 2 adds their mean, 0.40, as a dashed line, and the deviation of each reading from it as a red bar with its signed value; the deviations add to zero and their magnitudes add to 0.06, so the mean absolute error is 0.01. Chip 3 shades the band from 0.39 to 0.41, the result 0.40 plus or minus 0.01 millimetres, a 2.5 percent error. 0.36 0.38 0.40 0.42 0.44 d (mm) 1 2 3 4 5 6 reading number readings of one wire (mm)
Fig 2.1Six readings of one wire's diameter, in mm. Use the chips. The mean is \(0.40\,\text{mm}\). The deviations are \(+0.01\), \(-0.01\), \(0\), \(+0.02\), \(-0.02\) and \(0\,\text{mm}\). Their sizes add to \(0.06\,\text{mm}\), so the mean absolute error is \(0.01\,\text{mm}\), and the result is \(0.40 \pm 0.01\,\text{mm}\).

Each reading differs from the mean by its deviation \(a_i - \bar a\). The deviations always add to zero, so their plain average says nothing. We average their sizes instead. This is the mean absolute error, \(\Delta a\). For the wire of Fig 2.1 it is \(0.06/6 = 0.01\,\text{mm}\).

RememberMean and mean absolute error
\[ \begin{gathered} \bar a=\dfrac{a_1+a_2+\dots+a_n}{n} \\ \Delta a=\dfrac{|a_1-\bar a|+|a_2-\bar a|+\dots+|a_n-\bar a|}{n} \end{gathered} \]
Holds whenfor \(n\) readings of one quantity taken in the same way. The result is written \(\bar a \pm \Delta a\).
Symbols\(a_1 \dots a_n\) the readings; \(\bar a\) their mean; \(\Delta a\) the mean absolute error
Unitsall in the unit of the quantity

The result is written \(d = 0.40 \pm 0.01\,\text{mm}\), a percentage error of \(0.01/0.40 = 2.5\,\%\). One more rule applies. If the readings agree so well that \(\Delta a\) is smaller than the least count, the least count is quoted instead. A digital balance that shows \(25.30\,\text{g}\) three times gives \(25.30 \pm 0.01\,\text{g}\), not \(\pm 0\).

Checkpoint · numericUnanswered

Five readings of the period of a pendulum are \(2.04\), \(1.99\), \(2.01\), \(1.98\) and \(2.03\,\text{s}\). The mean is \(2.01\,\text{s}\). Find the mean absolute error, in seconds.

s± 2 %
Percentage error of an approximation

How wrong is an approximation?

The same tool judges a formula. Gravitational Energy and Orbits shows that a lift from the Earth's surface through a height \(h\) stores exactly \(\Delta U = mgh \cdot R/(R + h)\). The simple formula \(mgh\) is an approximation. Its absolute error is the gap between the two, and its relative error, measured against the exact value, is exactly \(h/R\).

How wrong is mgh at a height h?For a 1000 kilogram satellite lifted from the Earth's surface, the rise in potential energy in units of 10 to the 10 joules, against the height h from 0 to 6400 kilometres. The straight line is mgh; the curve below it is the exact rise mgh times R over R plus h. A slider sets the height. A red bar joins the two values; its length is the absolute error of mgh. At 1600 kilometres mgh gives 1.57 and the exact value is 1.25, an absolute error of 0.31 and a relative error of 25 percent. At 10 kilometres the error is only 0.16 percent; at 6400 kilometres it is 100 percent.1600320048006400123456Oh (km)ΔU (10¹⁰ J) mgh exact mgh = 1.57, exact ΔU = 1.25 (10¹⁰ J) error 0.31 × 10¹⁰ J, which is 25.0 %
SimA \(1000\,\text{kg}\) satellite lifted from the surface. The grey line is \(mgh\) and the brown curve the exact rise. Move the slider. The red bar is the absolute error. At \(10\,\text{km}\) the error is \(0.16\,\%\), too small to see. At \(1600\,\text{km}\) it is \(25\,\%\), and at \(6400\,\text{km}\) it is \(100\,\%\).

In the figure above, the absolute error grows faster and faster with height. The relative error simply grows in proportion to \(h\). So the rule for using \(mgh\) is a rule about a percentage. For a climb of \(10\,\text{km}\), \(h/R = 10/6400\), about \(0.16\,\%\), smaller than the error of most measurements. For a satellite it is no longer small.

ExampleHow wrong is mgh for a satellite?

This is the worked example of Gravitational Energy and Orbits, lesson 1, done with the tool. A PSLV places a \(1000\,\text{kg}\) satellite at a height of \(1600\,\text{km}\). Take \(g = 9.8\,\text{m/s}^2\) and \(R = 6.4 \times 10^6\,\text{m}\). Find the absolute and the percentage error of \(mgh\).

Reveal one step at a time and finish the rest yourself.
Checkpoint · numericUnanswered

A mountaineer climbs \(8.0\,\text{km}\) above the Earth's surface. Taking \(R = 6400\,\text{km}\), what percentage error does the formula \(mgh\) make in the rise of his potential energy?

%± 2 %
Checkpoint · numericUnanswered

In the calorimetry example of Calorimetry and Change of State, the heat gained is \(14\,608\,\text{J}\) with the vessel and \(13\,944\,\text{J}\) without it, and \(c = \text{heat}/31.7\). What is the percentage error of the answer that forgets the vessel?

%± 3 %
Common mistake

A percentage error means something only on a scale whose zero is a true zero. A thermometer read to \(1\,\text{°C}\) at \(20\,\text{°C}\) is not "5 % wrong": the same reading is \(293\,\text{K}\), and \(1/293\) is \(0.34\,\%\). For a temperature, use the error of the rise or of the kelvin value. Near a true zero the relative error has no meaning at all: \(0.1\,\text{mm}\) in a length of \(0.1\,\text{mm}\) is \(100\,\%\).

In the world
Where this tool works in physics

Every practical of the book ends with a percentage error. In Calorimetry and Change of State it shows that a forgotten vessel costs about five per cent. In Searle's experiment each reading's uncertainty is turned into a fraction of the reading to find which one limits Young's modulus. In Gravitational Energy and Orbits it tells us where \(mgh\) may replace the exact rise in potential energy. The next lesson adds these fractions together when several readings meet in one formula.

Back to the forgotten vessel

The student's \(21\,\text{J/(kg K)}\) sounded small, but as a fraction it is \(4.5\,\%\). The careful answer, \(461\,\text{J/(kg K)}\), would carry an error of about one per cent from the thermometer. So the forgotten vessel is the largest error in her practical. Only the relative error could show this.

Exam traps
  1. Comparing two measurements by their absolute errors.
    Divide each error by its value. Compare relative or percentage errors.
  2. Averaging the signed deviations and finding a mean error of zero.
    The signed deviations always add to zero. Average their sizes.
  3. Quoting \(\pm 0\) when every reading agrees.
    The uncertainty is never below the least count. Quote the least count instead.
  4. Finding a percentage error of a temperature in °C.
    Use the kelvin value, or the error of a temperature difference.

Where this tool works in the book

The physics that leans on this lesson. Each card opens the topic where the tool is at work.