180 ◆AUTHORING A PHD
50
45
40
Customer satisfaction (%)
35
30
25
20
15
10
02 46
Flights delayed (%)
8101214
5
0
(h) Scatterplot or ‘X and Y’ graph
The relationship between flight delays and customer
satisfaction levels, airports in USA 2000 (hypothetical)
Use an ‘X and Y’ chart or scatterplot whenever:
- you want to show how the level of a dependent
variable (shown on the vertical Y axis) varies
depending on the level of an independent variable
(shown on the horizontal X axis).
Don’t use an ‘X and Y’ chart if:
- the two variables are not meaningfully associated or
you are not positing a causal link from the X variable
to the Y variable.
Points to watch:
- make sure that the variables are the right way round: the
dependent (influenced) variable must always be on
the Y axis, and the causing or influencing variable on
the X axis, or otherwise readers will be deeply confused; - adding a regression line (or line of ‘best fit’) will help
readers see the nature of the association more clearly.
This line is the one which minimizes the vertical
distances from the line of the data points above and
below the line.