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July 29, 2015

July 29, 2015

Posted by **Anonymous** on Wednesday, January 18, 2012 at 7:02pm.

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What data set level of measurement is this? Ordinal, Nominal, Interval, or Ratio?

- Statistics -
**PsyDAG**, Wednesday, January 18, 2012 at 9:55pmTwo Plus Two Equals Four, But Not Always

Believe it or not, sometimes 2 + 2 does not equal 4. It depends on what type of measurement scale you are using. There are four types of measurement scales – nominal, ordinal, interval, and ratio. Only in the last two categories does 2 + 2 = 4. Let me explain.

All the nominal scale does is name or classify. Each number merely represents a category or individual. For example, numbers on baseball or football uniforms are only nominal. Having the number "1" on your uniform does not necessarily mean you are "numero uno" (the best) in your sport. Social security numbers are also nominal. All they do is name or classify the individual.

The ordinal scale has all the qualities of the nominal scale plus the ability to rank objects according to some attribute. If you ranked all the members of a group according to height, "1" would be the tallest, "2" the second tallest and so on. However, the intervals between these rankings are not necessarily equal. If the tallest people were 5'11", 5'8" and 5'7", respectively, the interval between the first two ranks would be 3 inches, while the interval between the last two is only 1 inch. Ranking in various sports and beauty contests are also only ordinal scales.

An interval scale combines the qualities of the previous scales with equal intervals. The best example would be a centigrade (Celcius) thermometer. The change in heat between 0ºC and 10ºC is the same as between 10ºC and 20ºC. But watch out! 20ºC is not twice as hot as 10ºC! Why? Interval scales have arbitrary zeros (just because we decided to call it zero), rather than absolute (true) zeros. At 0ºC water freezes, but that does not mean that there is no heat.

In contrast, the ratio scale has all the qualities of the previous scales plus an absolute (true) zero, as with a Kelvin thermometer. At 0ºK, theoretically there is no heat. You have nothing of what you are measuring, therefore the zero is true or absolute. However, 0ºK = -273ºC. Since one degree indicates the same heat change in both scales, we can see what happens when we compare them.

20ºC = 293ºK

10ºC = 283ºK

0ºC = 273ºK

-273ºC = 0ºK

Thus 20oC is not twice as hot as 10oC! Although this may seem confusing, it becomes very clear when you switch to the Kelvin scale – 293oK definitely does not even look like it is twice as hot as 283oK. Only with a ratio scale – with a true zero – can you correctly use the concept of multiples. Length, height, and weight are ratio scales. Therefore, you can correctly say that "A yard is three times longer than a foot" or "A 200-pound man weighs twice as much as a 100-pound woman."

If you are having some trouble understanding this, it is probably because most of you have only used ratio scales in school. Mathematics courses typically deal only with scales that have true zeros and equal intervals.

How does this relate to psychology? Most psychological tests are only ordinal measures! Let's say that three different people score 60, 40 and 20 on a test of extraversion (having outgoing personality traits). Because it is an ordinal scale we can correctly say that 60 is the most extraverted (rank #1), 40 is the second most, and 20 is the third most or least extraverted.

Notice that the difference between 60 and 40 is 20, and the difference between 40 and 20 is also 20. However, a 20-point difference in one part of the scale may not have the same meaning as a 20-point difference in another part of the scale. Thus the same difference of 20 points may not reflect the same underlying difference in extraversion, because we don't know if the intervals are equal. It is not an interval scale.

Likewise, even though 20 x 2 = 40 and 20 x 3 = 60, we cannot correctly say that the person with a score of 60 has three times the extraversion as the person with 20 or that the person with a score of 40 has twice as much. We cannot compare scores in terms of multiples, because the scale has no true or absolute zero. It is not a ratio scale.

Again, most psychological tests – and almost all tests used in our schools (including mine) – are only ordinal measures. These tests allow ranking of people according to various attributes — personality traits or knowledge in specific subject areas. However, if someone gets a score twice as great as yours, it does not mean that person knows twice as much as you do.

I hope this helps you to figure it out for yourself.