Basis Lab

Logarithms, Growth and Scale

A Chart With a Squashed Axis

Last timeTwo, Ten, and the Awkward One

On a logarithmic axis equal distances are equal factors, not equal amounts. Reading one correctly turns growth into a slope, and misreading one is how charts mislead honestly.

A quantity that grows by multiplying cannot be drawn on an ordinary chart. Not

with difficulty: at all. If the smallest value is one and the largest is a

million, then any scale that fits the million into the picture puts the one

indistinguishably on the baseline, along with the thousand and the ten

thousand, and the first nine tenths of the story is a flat line on the floor.

The fix is to plot the logarithm instead of the quantity, and then label the

axis with the original values so the reader never has to do the conversion.

That is all a logarithmic axis is.

FIG 1What the tick labels are doing
this distance is a factor of tenand so is this one, though it covers 900 units rather than 9halfway from 1 to 1000000 in distance is 1000 in value, not 500000450labelled 11labelled 102labelled 1003labelled 10006labelled 1000000distance up a logarithmic axis, in decades
The axis is measuring the exponent and reporting the value. Every equal distance is an equal factor, which is the single sentence the whole lesson rests on. The third span is the one that catches readers: the midpoint of a logarithmic axis is not the average of the ends but their geometric mean, the square root of their product. A quantity sitting halfway up a chart running from one to a million is a thousand, which is a thousand times smaller than it looks to an eye trained on linear axes.
FIG 2The problem a squashed axis solves
0.00300000.00600000.00900000.001200000.000.05.010.015.020.0step
a quantity doubling each stepa quantity adding 100 each step, for comparison
Drawn on an ordinary scale this chart has almost no information in it. The doubling quantity is invisible for the first twelve steps and then goes off the top, and the straight line is pinned to the floor at every scale that shows the end of the curve. Everything that happened in the first half of the process, which is most of the process, cannot be seen. A chart like this is common in reports and it is nearly always a sign that the vertical axis is the wrong one, not that the early data is uninteresting.

Why anyone bothers

Taking the log of the quantity fixes it, because the log of something that

multiplies by a fixed factor each step gains a fixed amount each step. That is

the product rule from two lessons ago, used on a chart.

FIG 3The same doubling process, as values and as logs
step 0step 4step 8step 12step 16step 20
the amount1.0016.00256.004096.0065536.001048576.00
its base ten log0.001.202.413.614.826.02
gain in the log since th0.001.201.201.201.201.20
The top row spans a factor of a million and cannot be drawn. The middle row spans nought to six and can be drawn on a postcard. The bottom row is why the middle row is a straight line: equal steps along the bottom produce equal gains in the log, which is the definition of a straight line, and the marked cells are all the same number. The chart with a logarithmic vertical axis plots the middle row and writes the top row on the ticks, so the reader gets the readability of the one and the units of the other.

Two straight lines worth recognising

Almost all of the value in reading these charts comes from two patterns, and

both are a straight line. Which pattern it is depends on how many of the axes

are squashed.

A straight line with the vertical axis logarithmic and the horizontal axis

ordinary means multiplicative growth: the quantity is multiplying by a fixed

factor per unit of the horizontal axis. The slope is the rate. The useful

summary to take off the chart is how far along you must travel to climb one

decade, because that is the time to grow tenfold, and dividing it by about

3.32 gives the doubling time.

A straight line with both axes logarithmic means a power relationship: one

quantity is a fixed power of the other. The slope is the exponent, read

directly, with no conversion. A slope of two means the vertical quantity goes

as the square of the horizontal one; a slope of minus a half means it falls as

one over the square root.

The lesson stops here

2 more paragraphs to go

You have read the opening. The rest of the argument, the problems that check whether it landed, and the lines worth keeping at the end all come with a plan.

The first lesson of every course in the library reads the whole way through, free, so you can see exactly what the rest of them are.

See the planThe contents

This is the reading half

Starting the course gives you your own copy of it. Every idea on every page has problems standing under it, marked with a reason rather than a tick, and any sentence you do not believe can be opened and argued with. None of that can happen on a page nobody owns.

The contents

The rest of this course

  1. 01Growing by Multiplying
  2. 02The Question a Logarithm Answersopening only
  3. 03Multiplication Becomes Additionopening only
  4. 04Two, Ten, and the Awkward Oneopening only
  5. 05A Chart With a Squashed Axisyou are here
  6. 06Why Every Score Is a Log Probabilityopening only
  7. 07What Decays, and How Fastopening only
  8. 08Thinking in Orders of Magnitudeopening only

Read alongside