Stats 1.1: Data Collection Flashcards
(35 cards)
What is the definition of a population?
The whole set of items that are of interest
What is the definition of a sample ?
Some subset of the population intended to represent the population
What is a sampling unit ?
Each individual thing in the population that can be sampled
What is a sample frame?
When sampling units of a population are individually named or numbers to form a list
What is a census?
Data collected from the entire population
What is the advantage of using a census?
Should give completely accurate representation so it is unbiased
What are the disadvantages of a census?
Time consuming and expensive
Can not be used when testing involves destruction
Large volume of data to process
Can be difficult to make sure all members are surveyed
What are the advantages of using a sample?
Cheaper
Quicker
Less data to process
What are the disadvantages of using a sample?
Data may not accurately reflect the population, different samples could give different results
Data may not be large enough to represent small sub-groups
What is simple random sampling ?
Every sample has an equal chance of being selected and each selection is independent of the others
What do you carry out simple random sampling ?
In the sampling frame, each item has an identifying number. Use a random number generator to get the numbers
What are the advantages is using simple random sampling ?
Bias free because each number has a known equal chance of being selected
Each and cheap to implement
What are the disadvantages of using simple random sampling ?
Not suitable when population size is large as it can be difficult to track all members say if you are doing a nationwide sample
Sampling frame is needed
How do you carry out systematic sampling ?
Required elements are chosen at regular intervals in ordered list
What are the advantages of systematic sampling ?
Simple and quick to use
Suitable for larger samples/populations
Can be used for quality control in manufacture
Should give an unbiased sample
What are the disadvantages of systematic sampling?
Sampling frame is needed as you must number each member of the population
Can introduce bias if sampling frame is not random I.e. if the interval coincides with a pattern in the population
How is stratified sampling carried out ?
Population is divided into groups (strata) and simple random carried out in each group
When is stratified sampling used?
When sample is large and population naturally divides into groups
What are the advantages of stratified sampling ?
Reflects population structure
Guarantees proportional representation of groups within population
Useful when results may vary depending on categories
What are the disadvantages of stratified sampling ?
Population must be clearly classified into distinct strata
Selection within each stratum suffers from same disadvantages as simple random sampling
Extra detail needed can make it expensive
What is cluster sampling ?
When the population can be divided into distinct groups and the clusters should be groups that you expect to give similar results.
What are the 3 types of random sampling?
1 simple random
2 systematic
3 stratified
What are the 2 types of non-random sampling?
1 Quota
2 Opportunity
What is the general definition of quota sampling?
An interviewer or researcher selects a sample that reflects the characteristics of the whole population