Making and recording measurements

The term data (singular = datum, or data value or variate) refers to measurements of a particular characteristic, or variable, classified as:

  • Quantitative: where the individual values are described on a numerical scale which may be either
    1. continuous, taking any value on the measurement scale, or
    2. discontinuous (or discrete),
    where only integer values are possible. Many of the variables measured in chemistry are continuous and quantitative, e.g. weight, temperature, time, amount of product formed in an enzyme reaction.
  • Ranked: where the data values can be listed in order of magnitude. Where such data are given numbered ranks, they are sometimes called 'semi-quantitative data'. Note that such ranks cannot be treated as 'real' numbers and they should not be added, averaged, etc.
  • Qualitative: where individual values are assigned to a descriptive category, e.g. the detection of the presence or absence of a chemical by a colour test or precipitate.
Variables may be independent or dependent. Usually, the variable under the control of the experimenter (e.g. time, reagent concentration, pH, etc.) is the independent variable, while the variable being measured is the dependent variable. Sometimes, it is inappropriate to describe variables in this way, and they are often referred to as interdependent. Another group of values, often termed derived (or computed) data, are calculated from two or more individual measurements, and these include ratios, percentages and rates.