Inferential stats- Levels of Measurment Flashcards
What are the three levels of measurement?
Nominal
Ordinal
Interval
What is nominal data?
-data that can be separated into mutually exclusive categories- this means that data can only belong to one category.
-e.g. male or female, smoker or non-smoker. This is the simplest level of measurement.
what measure of central tendency is involved with nominal data?
the mode
What is ordinal data?
Numerical data that is ranked or rated. e.g. first, second, third; or a subjective preference rating of 5 out of 10.
-allows you to say one score is higher/ lower than another but is limited as you do not know the actual difference between the scores.
e.g. if you ranked Olympic medallists you know who came first and second but you do not know by how much the first medallist beat the second. You don’t know the precise difference between a participant’s preference rating of 5 and 6 out of 10.
what measure of central tendency is involved with ordinal data?
median
What is interval data?
Continuous numerical data of exact scores.
-based on a standard unit of measurement where there are equal intervals between points on a scale.
e.g. time, temperature, weight.
-Interval data are the most complex of the three levels.
What type of measure of central tendency is involved with interval data?
mean
What is the order of sophistication from most to least?
interval
ordinal
nominal
What is a statistical test used to do?
calculate the calculated value
What three factors should be considered when choosing an appropriate statistical test to analyse data?
-Difference: Type of Test: Difference (e.g. Experimental method) or Correlation.
-Design: Unrelated (e.g. Independent groups, categorical data) or Related (e.g. Repeated measures, Matched pairs, Related co-variables).
-Data: Level of Measurement: Nominal, Ordinal, or Interval.
what test is used when the data is nominal, test is unrelated design (IG’s)?
chi- squared (x2)
what test is used when the data is nominal, test is related design (repeated/matched)?
sign test (S)
what test is used when the data is ordinal, test is unrelated design (IG’s)?
mann-whitney (U)
what test is used when the data is ordinal , test is related design (repeated/matched)?
Wilcoxon (T)
what test is used when the data is ordinal, test is related covariables,
spearman’s rho (rs)