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What is a population?
The whole set of items that are of interest
What is information obtained from a population known as?
Raw data
What is a census?
A census measures or observes every member of a population
What is a sample?
Selection of observations taken from a subset of a population and used to find out more information about the population as a whole
What are the advantages of a Census?
Results should be completely accurate
What are the disadvantages of a census?
Time consuming
Expensive
Cannot be used when testing destroys process
What are the advantages of a sample?
Less time consuming and cheaper
Fewer people have to respond
Less data needs to be processed
What are the disadvantages of a sample?
Data may not be as accurate
Sample may not be large enough to give information about small subgroups of the population
What is a sampling unit?
Individual units of a population
What is a sampling frame
When sampling units are numbered to form a list
What is random sampling?
When each member of the population has an equal chance of being selected.
The sample should be representative and bias should be removed
How many different types of random sampling are there?
3
What are the 3 different types of random sampling?
Simple random sampling
Systemic sampling
Stratified sampling
What is simple random sampling?
A simple random sample of size n is one where every sample of size n has an equal chance of being selected
How is simple random sampling carried out?
To carry out a simple random sample, you need a sampling frame, usually a list of people or things.
Each person or thing is allocated a unique number and a selection of these numbers is chosen at random.
There are two methods of choosing the numbers: generating random numbers (using a calculator, computer or random number table) and lottery sampling.
In lottery sampling, the members of the sampling frame could be written on tickets and placed into a ‘hat’. The required number of tickets would then be drawn out.
What are the advantages of simple random sampling?
Free of bias
Easy and cheap for small samples
What are the disadvantages of simple random sampling?
Not suitable for large samples
Sampling frame needed
What is systematic sampling?
The required elements are chosen at regular intervals from an ordered list
How is systemic sampling carried out?
For example, if a sample of size 20 was required from a population of 100, you would take every fifth person since 100 ÷ 20 = 5.
The first person to be chosen should be chosen at random. So, for example, if the first person chosen is number 2 in the list, the remaining sample would be persons 7, 12, 17 etc
What are the advantages of systematic sampling?
Simple and quick to use
Suitable for large populations
What are the disadvantages of systematic sampling?
A sampling frame is needed
Bias is introduced if sampling frame is not random
What is stratified sampling?
The population is divided into mutually exclusive strata and a random sample is taken from each
What is the formula for stratified sampling?
Number sampled in a stratum = Number in a stratum/Number in population x overall sample size
How is stratified sampling carried out?
Find total number of individuals in population
Work out number of individuals needed from each strata for the sample
Number individuals in each group
Use a random number generator to produce the required quantity of random numbers and match each numbered individual to the random number generated
A factory manager wants to find out about what his workers think about the factory canteen facilities. he decides to give a questionnaire to a sample of 80 workers. It is thought that different age groups will have different opinions.
There are 75 workers between ages 18 and 32, 140 workers between ages 33 and 47, and 85 workers between ages 48 and 62.
Explain how he can use stratified sampling to select the sample
Total number of workers: 75+140+85=300
Finding the number of workers needed from each age group.
20, 37, 23
Number the workers in each group
Use a random number generator or table to produce the required quantity of random numbers
What are the advantages of stratified sampling?
Proportional representation of group within population
What are the disadvantages of stratified sampling?
Population must be clearly classified into distinct strata
Same disadvantages as simple random sampling within each strata
What are the two types of non-random sampling?
Quota sampling
Opportunity sampling
What is quota sampling?
An interviewer or researcher selects a sample that reflects the characteristics of the whole population
What are the advantages of quota sampling?
Allows a small sample to still be representative of the population
No sampling frame required
Quick and easy
What are the disadvantages of quota sampling?
Non-random sampling can introduce bias
Population must be divided into groups, costly or inaccurate
What is opportunity sampling?
A sample taken from people who are available at the time of study and fits the criteria you are looking for
What are the advantages of opportunity sampling?
Easy and inexpensive
What are the disadvantages of opportunity sampling?
Unlikely to provide a representative result
Highly dependent on individual researcher
What is discrete data?
Data that only takes certain values, whole numbers
What is continuous data?
Data that can take any value, eg height weight temperature