Statistics Flashcards
Define population
The whole set of items that are of interest
Define sample
A subset of the whole population that is intended to represent the whole population
Define sampling unit
Each individual item within the population that can be sampled
Define sampling frame
A list that is formed when the individual sampling units are named or numbered
Define qualitative data
Non-numerical data values .e.g. colour or model of a car
Define quantitative data
Numerical data, it can be discrete or continuous
What is the difference between continuous and discrete data?
Continuous data is data that can be measured and expressed as a decimal values where as discrete data is data that is counted and only expressed as integers
Give an example of discrete data
Number of people or shoe size
Give an example of continuous data
Height
Describe the process of random sampling
Items in a sample are numbered to form a sampling frame and then a random number generator or other random process is used to select a sampling unit
What are the advantages of random sampling?
Cheap, bias free, easy, each item has an equal chance of being selected
What are the disadvantages or random sampling?
Not suitable for large data sets, requires a sampling frame
Describe the process of systematic sampling
Items are chosen at regular intervals through the sampling frame. Intervals of k where k = Population Size (N) / Sample Size (n). Starts at a random number between 1 and k.
What are the advantages of systematic sampling?
Simple, quick, suitable for large populations
What are the disadvantages of systematic sampling?
Requires sampling frame, bias can be introduced if sampling frame is not ordered randomly
Describe the process of stratified sampling
The population is divided up into groups (strata) which are meant to represent different qualities within the population. A simple random sample is carried out on each strata. The size of the sample is decided using the equation: Sample Size (n) / Population Size (N)
What are the advantages of stratified sampling?
Reflects population size and guarantees proportional representation of all groups within the population
What are the disadvantages of stratified sampling?
Introduces bias, requires sampling frame, population must be clearly divisible into strata
Describe the process of quota sampling
The population is divided into groups according to characteristics and then a quota of items from each group is created and the interviewer will chose the sampling units