Statistics Chapter 1 Flashcards
Population
The whole set of items that are of interest
Sample
A subset of the population intended to represent the population
Sampling unit
One thing that could be sampled
Sampling frame
Sampling units of a population are individually or numbered to form a list called the sampling frame e.g. a register in a school.
Census
Data collected from the entire population
Advantages and disadvantages Of census
Advantage: Completely accurate result
Disadvantage: time consuming and expensive
Can not be used when best involves destruction
Large volumes of data to process
Sample advantages and disadvantages
Advantages: cheap, quick and less data to process
Disadvantages: data may not be accurate, data may not be large enough to represent small sub-groups
Random sampling
Giving each unit an equal chance in being chosen in a sample frame
how to do Simple random sampling
Each unit in a sampling frame is assigned a number. Use random number generator
Advantages and disadvantages of simple random sampling
Advantages: Cheap, easy, bias free / each number has a known equal chance of being selected
Disadvantages: not suitable for a large population, sampling frame needed can introduce bias if the sampling frame is not chosen bias free
Systematic sampling
Required elements are chosen at regular intervals in an ordered list
Take every kth element we’re k = pop size / sample size starting at random items between 1 and k.
Advantages and disadvantages of systematic sampling
Advantages: simple and easy to use, suitable for large samples
Disadvantages: Sampling frame again needed which can introduce bias
Stratified sampling
Divide the population into strata and carry out a simple random sample is carried out in each group.
Used when population is large and naturally divides
Advantages and disadvantages of stratified sampling:
Advantages: everything is represented well as there are proportional representations of groups within the population.
Disadvantages: populations have to be classified into distinct strata/ selection of strata can cause bias due to the sampling frame being chosen