flowchart LR Theoretical\nframework --> Operationalisation Mearsure --> Operationalisation Operationalisation --> Variable
Data
Datum is a piece of information. A number of datum is data
Research starts with data collection. Data collection can be considered as a form of measurement.
Measurement
Measurement is the allocation of number, label or definition to a “Stuff” we want to measure. “Stuff” we want to measure is called theoretical framework. The process of connecting theoretical framework to measurement is called operationalisation
. The end product of measurement is Variable.
Variable is an attribute that varies
Differentiating different types of variables is called Scaling.
Variable Scales
Scale | Type | Math Group | Basic operation | Statistics |
---|---|---|---|---|
Nominal | Discrete | y=f(x) f(x) is one to one substitution |
Determination of equality | Frequency Mode Contegency correlation |
Ordinal | Discrete | y=f(x) f(x) is monotonic increasing function |
Determination of greater or less | Median Percentile |
Interval | Continuous Discrete |
y=ax+b General linear group |
Determination of equality of interval or difference | Rank and product moment correlation mean standard deviation |
Ratio | ContinuousDiscrete | y=ax Similarity group |
Determination of equality of ratio or difference | Coefficient of Variation |
Gross difference in scales
Scale | Understanding | Example |
---|---|---|
Nominal | They are different | Brown and White |
Ordinal | Ordered, can be grouped | Rank |
Interval | Numbers with meaning, no definite zero | Temperature in 0 C |
Ratio | Numbers with meaning, has definite zero | Response time |