Table 1.
Data type | Subtype | Description | Example | Attributes |
---|---|---|---|---|
Categorical | Nominal | Named group | Race: black, white, Asian, other Gender: Male, female, non-binary, other |
Describe as n (%) |
Ordinal | Groups with a clear order | Education level: Low, middle, high income Satisfaction ratings |
Describe as n (%) | |
Numerical | Discrete | Numbered items which can be counted | Number of coin flips Population count |
Can be described as mean, median, mode |
Continuous | Numbers that represent measurements and are usually rounded | Age, height, weight White blood cell count |
Can be described as mean, median, mode | |
Interval | Numbers where the distance between numbers is standard and equal | Temperature pH |
Describe as mean, median, mode Can be added or subtracted Cannot be multiplied or divided |
|
Ratio | Has all properties of interval data and uses the reference of a true zero (i.e., no negative numbers) | Age, weight, length Pulse rate |
Describe as mean, median, mode Can be added, subtracted, multiplied or divided |