Interval and ratio scales
For numerical data, distinguish equal intervals from a meaningful zero. This classification is separate from discrete or continuous
- Interval Equal differences are meaningful. Zero is a chosen reference, so ratios of readings are not ratios of amounts
- Ratio Equal differences and ratios are meaningful. Zero represents none of the quantity
- Examples Celsius temperature is continuous interval data. Duration is continuous ratio data. A number of tickets is discrete ratio data
- Numeric category labels Nominal and ordinal codes do not become interval or ratio quantities merely because digits are used
Worked example
Two events have coordinates 8 h and 20 h from a chosen reference. Shift that reference 10 hours earlier. Compare the gap and the numerical ratio before and after
- \(\displaystyle 20-8=12\text{ h}\)The original gap is 12 hours
- \(\displaystyle 30-18=12\text{ h}\)The gap stays the same after the reference changes
- \(\displaystyle 20/8=2.5\)The ratio of the original coordinates is 2.5
- \(\displaystyle 30/18\approx1.67\)The ratio changes even though the two events do not. Time coordinates use an interval scale; the duration between events uses a ratio scale
Common mistakes
Difficulty levels
Questions about this topic
Are interval and continuous the same thing?+
No. Continuous describes possible values; interval describes a scale with equal units and a chosen zero
Can discrete data use a ratio scale?+
Yes. Counts such as numbers of books have separate values and a meaningful zero
Does a ratio-scale sample need to include zero?+
No. The meaning of zero belongs to the measurement scale, not to which values happen to appear in the sample
Are a time coordinate and a duration the same?+
No. A time coordinate uses a chosen reference. A duration is the elapsed gap between events, with zero meaning no elapsed time
Does rounding change the measurement scale?+
No. Rounding changes recorded precision, not whether zero is meaningful
Can I use a calculator?+
No. This topic is practised without a calculator
Which year level and chapter is this?+
Year 11, VCE Units 1 & 2, General Mathematics, chapter 2: Data distributions