Y1, C1 - Data Collection Flashcards
What is a population
The whole set of items that are of interest
What is a sample
Some subset of the population intended to represent the population
What is a sampling unit
Each individual thing in the population can be sampled as a sampling unit
What is a sampling frame
Sampling units of a population are individually named to form a list called the sampling frame
What is a census
Data collected from the entire population
Census advantages and disadvantages (compared to a sample)
+ Completely accurate results
- Time consuming and expensive
- Cannot be used when it involves destruction
- Large volume of data to process
Sample advantages and disadvantages (compared to a cenus)
+ Cheaper
+ Quicker
+ Less data to process
- Data may not be accurate
- Data may not be large enough to represent small sub-groups
What are the 3 types of random sampling
Simple Random Sampling
Systematic Sampling
Stratified Sampling
What is random sampling
Each sampling unit in a sampling frame has an equal chance of being chosen to avoid bias
Pros and cons and how to carry out Simple Random Sampling
+ Bias free
+ Easy and cheap
+ Each number has a known chance of being selected
- Not suitable for large population size
- Sampling frame needed
Assign each item an identifying number. Random generator the numbers
Pros and cons and how to carry out Systematic Sampling
+ Simple and quick
+ Suitable for large samples
- Sampling frame needed
- Can introduce bias if sampling frame isn’t random
Take every kth elements where k = population size (N) / sample size (n) starting at random item between 1 and k
Pros and cons and how to carry out Stratified Sampling
+ Reflects population structure
+ Guarantees proportional representation of groups
- Population must be clearly classified into distinct strata
- Selection within each stratum suffers from same disadvantages as simple random sampling
Same proportion (sample size (n) / population size (N)) from each strata
What is a strata
A distinct group
What are the 2 types of non-random sampling
Quota sampling
Opportunity / Convenience Sampling
What is a quota
A fixed share / number of something