week 1: introduction to measurement (IA & IB) Flashcards
what are the two different types of variables?
- numeric
- categorical
what is a numeric variable?
describes a measurable quantity
what is a categorical variable?
sorted to categories based on qualitative description
what are the types of numeric variables?
- continuous & discrete (UK)
- interval scale & ratio scale (US)
what is a continuous numeric variable?
- a variable that can take any possible value within a given range
- (ex: temperature in Celsius)
what is a discrete numeric variable?
- a variable that can take specific values within a given range
- there are gaps in the range of variables
- typical discrete variable is a count (of integers)
- (ex: number of teeth)
define interval scale and ratio scale numeric variables
interval scale: a variable whose values are graded in equal increments (ex: temperature in Celsius, 0˚C doesn’t mean anything)
ratio scale: same as interval scale, however a true 0 exists, true absence of quantity (ex: temperature in Kelvin (0K exists))
what are the types of categorical variables?
- normal categorical (nominal scale)
- ordered categorical (ordinal scale)
- binary
what is a normal categorical variable?
- a variable that is divided into different categories not in any ordered way
- (ex: brand of car)
- also known as nominal scale
what is an ordered categorical variable?
- a variable that is divided into different categories in an ordered manner
- (ex: income level categorized as “low, middle, high” income)
- also known as ordinal scale
what is a binary categorical variable?
a variable with ONLY 2 categories
(ex: affected by disease [yes/no])
what type of variables are each of these examples:
(1) blood triglyceride levels
(2) dietary pattern (very healthy, moderately healthy, moderately unhealthy, very unhealthy)
(3) cyprus districts (larnaca, limassol, nicosia, etc)
(4) number of asthma attacks per month
(1) continuous numeric
(2) ordered categorical (ordinal)
(3) normal categorical (nominal)
(4) discrete numeric
more operations can be made with which type of variable?
numeric
what is considered more informative when presented with categorical data?
proportions rather than actual (absolute) numbers
what are the different ways you can present categorical data?
- frequency table (showing numbers and proportions
- bar graphs
- pie charts