Chapter 1 Stats Flashcards
Population
The whole set of items that are of interest
Sample
Some subset of the population intended to represent the population
Sampling unit
Each individual thing in that population
Sampling frame
List of sampling units
Census
Data collected from the entire population
Census advantages
Should give completely accurate result
Census disadvantages
- time consuming +expensive
- can’t be used when testing involves destruction
- large data of volumes to process
Sample advantages
Cheaper
Quicker
Less data to process
Sample disadvantages
Data may not be accurate
Data may not be large enough to represent small sub-groups
Random sampling
Gives everything an equal chance of being chosen to avoid bias
Simple random sampling method
In the sampling frame each item is assigned a number
Use a random number generator or ‘lottery sampling’ (names in hat)
Simple random sampling advantages
Bias free
Easy and cheap to implement
Each number has a known equal chance of being selected
Simple random sampling disadvantages
Not suitable when pop is lrg
Sampling frame needed
Can introduce bias if sampling from =not random
Systematic sampling+method
Required elements r chosen at regular intervals in ordered list
E.g. take every Kth element where
K=pop size(n) /sample size (n)
Start at random item between 1 and k
Systematic sampling advantages
Simple +easy to use
Suitable for lrg samples
Systematic sampling disadvantages
Sampling frame again needed
Can introduce bias if sampling frame not random
Stratified sampling +method
Population divided into groups (strata) and a simple random sample carried out in each group (same proportion ) Sample size (n)/population (N) sampled from each strata Used when lrg+ pop naturally divides into groups
Advantage of stratified sampling
Reflects population structure
Guarantees proportional representation of groups within population
Disadvantages of stratified sampling
Population must be clearly classified into distinct strata
Selection within each stratum suffers from same disadvantages as simple random sampling
Quota sampling +method
Pop divided into groups according to characteristic
a quota of items/ppl in each group is set to try nd reflect group’s proportion in whole pop
Interviewer selects actual sampling units
Quota sampling advantages
Allows small sample still representative of pop
No sampling frame required
Relatively easy+ inexpensive
Allows for easy comparison between different groups in pop
Quota sampling disadvantages
Non- random sampling can intro bias
Pop must be divided into groups -can be costly/inaccurate
Increasing scope of study increases no. groups adding
Non-responses= not recorded
Opportunity/ convenience sampling
Sample taken from ppl who are available at time of study, who meet criteria
Advantage opportunity sampling
Easy to carry out
Inexpensive
Disadvantages opportunity sampling
Unlikely to provide a representative sample
Highly dependent on individual researcher