sampling Flashcards

1
Q

what is a population?

A

the whole set of items that are of interest

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2
Q

what is a sample?

A

some subset of the population intended to represent the population

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3
Q

what is a sampling unit?

A

each individual thing in the population that can be sampled

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4
Q

what is a sampling frame?

A

when sampling units of a population are individually named or numbered to form a list

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5
Q

what is a census?

A

data collected from the entire population

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6
Q

what are the advantages of a cesus?

A

should give completely accurate result

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7
Q

what are the disadvantages of a census?

A

-time consuming and expensive
-can not be used when testing involves destruction
-large volume of data to process

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8
Q

what are the advantages of a smaple?

A

-cheaper
-quicker
-less data to process

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9
Q

what are the disadvantages of a sample?

A

-data may not be accurate
-data may not be large enough to represent small subgroups

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10
Q

what is a sampling error?

A

the difference between the actual value of the parameter and the value derived from a sample

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11
Q

what are parameters?

A

a calculation of a sample or population

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12
Q

what is bias?

A

a systematic error in the collection of the sample

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13
Q

what can lead to a biased sample?

A

-sample is not representative of the population
-leading questions
-the wrong person asking questions
-small sample size

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14
Q

what are the two types of sampling?

A

random and non-random

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15
Q

what is random sampling?

A

every item or person has an equal chance of being selected for the sample

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16
Q

what is non-random sampling?

A

sample selection is based on other factors than just random chance

17
Q

what is simple random sampling?

A

every sample has an equal chance of being selected

18
Q

how to carry out simple random sampling?

A

in a sampling frame, each item has an identifying number. use a random number generator to pick the sample

19
Q

what are the advantages of simple random sampling?

A

-bias free
-easy and cheap to implement
-each number has a known equal chance of being selected

20
Q

what are the disadvantages of simple random sampling?

A

-not suitable when the population size is large
-sampling frame needed

21
Q

what is systematic sampling?

A

required elements are chosen at regular intervals in ordered list
take every kth element
where k=
pop size/ samp size
starting at random item between 1 and k

22
Q

what are the advantages of systematic sampling?

A

-simple and quick to use
-suitable for large samples/populations

23
Q

what are the disadvantages of systematic sampling?

A

-sampling frame needed
-can introduce bias is sampling frame is not random

24
Q

what is stratified sampling?

A

-population divided into groups and a simple random sample carried out in each group
-same proportion samp size/pop size sampled from each strata

25
Q

when is stratified sampling used?

A

when sample is large and population naturally divides into groups

26
Q

what are the advantages of stratified sampling?

A

-reflects population structure
-guarantees proportional representation of groups within population

27
Q

what are the disadvantages of stratified sampling?

A

-population must be clearly classified into distinct strata
-selection within each stratum suffers from same disadvantages as simple random sampling

28
Q

what is opportunity/convenience sampling?

A

sample taken from people who are available at time of study who meet criteria

29
Q

what are the advantages of opportunity/convenience sampling?

A

-easy to carry out
-inexpensive

30
Q

what are the disadvantages of opportunity/convenience sampling?

A

-unlikely to provide a representative sample
-highly dependent on individual researcher

31
Q

what is cluster sampling?

A

non-random stratified sampling

32
Q

how to carry out cluster sampling?

A

-define each cluster (should be representative of population)
-collect random samples from each cluster

33
Q

what are the advantages of cluster sampling?

A

-no sampling frame
-inexpensive
-choosing clusters instead of evaluating entire population

34
Q

what are the disadvantages of cluster sampling?

A

unlikely to provide a representative sample because clusters tend to have similar characteristics resulting in overrepresentation within a cluster

35
Q

what is quota sampling?

A

-population divided into groups according to characteristics
-a quota of items/people in each group is set to try and reflect the group’s proportion in the whole population
-interviewer selects the actual sampling units

36
Q

what are the advantages of quota sampling?

A

-allows small sample to still be representative of population
-no sampling frame needed
-quick, easy inexpensive
-allows for easy comparison between different groups in population

37
Q

what are the disadvantages of quota sampling?

A

-non-random sampling can introduce bias
-population must be divided into groups which can be costly or inaccurate
-increasing scope of study increases number of groups, adding time and expense
-non-responses are not recorded

38
Q

what is the difference between cluster and quota?

A

in cluster you use simple random sampling in the groups, in quota you advertise and get volunteers until the ‘quota’ for each group is filled