The type of data analysis will depend on what level the measurement is. In Psychology, there are 4 levels of measurement known as Nominal, Ordinal, Interval and Ratio data.
Nominaldata is data that is produced as named categories, think of ‘nom’ meaning ‘name’ i.e. named categories.
Nominaldata is the basic level of measurement, usually displayed in a tallychart.
Nominaldata only tells us howmany P’s picked each option or how many were observed in each category, not why.
Ordinaldata is always used with questionnaires, as scores can be placed in order.
Data which can ranked in order is ordinal.
Ordinaldata is used in most questionnaires and correlational studies.
If participants have a score on a test or questionnaire, this will be ordinal data.
If the score on a test or questionnaire is an actual unit of measurement, this will be interval data (like time in seconds/ distance in meters).
Ordinaldata is used when scores can be put into order e.g. 1st 2nd, 3rd.
Ordinaldata cannot tell us what the gap is between positions 1st and 2nd, or between 4th and 5th.
Intervaldata is the most complex level of measurement and is not often used in A level Psychology.
For interval and ratiodata there is an equal gap between each unit of measurement. For example, the space between 1cm and 2cms is the same as that between 3cm and 4cm.
Interval level of measurement has equal intervals between values and a meaningful zero point is absent, while ratio level of measurement has equal intervals between values and a meaningful zero point is present.
With interval data, zero does not mean nothing, it is just another number on the scale. For example, 0 degrees centigrade does not mean there is no temperature.
With ratio data, zerodoes mean nothing. For example, if it took 0 seconds to run a race it took no time.
Nominaldata is usually collected in observations which use categories of behaviour.
Ordinaldata is usually collected in fixed choice questionnaires or interviews or in correlations where numerical scores can be ranked in order.
Intervaldata is collected when scores are collected using an apparatus with actual units of measurement.