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SAMPLING TECHNIQUES
Prof. Jobi Jacob
Vice Principal
KNN College of Nursing
KEYWORDS
 Population : It is a set of people with common
characteristics
 Target Population : The entire group of people to
which the Researcher wishes to generalize the
findings of the study
 Accessible Population : The available group from
which the Researcher selects the sample
2
KEYWORDS
 Sample : A unit from which necessary data is
collected
 Sampling Frame : It is a physical representation of
objects or individuals important to the development
of the final study sample
 Sampling Design : The method used to select the
sample
3
SAMPLING DESIGN PROCESS
Define the Population
Determine the Sampling Frame
Select Sampling Technique(s)
Determine the Sample Size
Execute the Sampling Process
4
CLASSIFICATION OF SAMPLING TECHNIQUES
Sampling Techniques
Non Probability
Sampling Techniques
• Simple Random Sampling
• Stratified Random Sampling
• Cluster Random Sampling
• Systematic Random Sampling
Probability
Sampling Techniques
• Convenience Sampling
• Quota Sampling
• Snowball Sampling
• Purposive Sampling
5
PROBABILITY SAMPLING METHODS
6
SIMPLE RANDOM SAMPLING
 Each element in the population has an equal
probability of selection
 Enumerate the list of elements on a sampling frame
 Slips of paper representing each element is folded
and kept in a bowl
 Pick out number of slips needed(samples)
7
RANDOM NUMBERS
21 71 89 96
82 59 22 78
12 17 76 93
79 28 20 60
70 34 51 93
68 36 96 19
21 99 18 32
8
STRATIFIED RANDOM SAMPLING
 A two-step process in which the population is
partitioned into subpopulations, or strata
 The strata should be mutually exclusive and
collectively exhaustive in that every population
element should be assigned to one and only one
stratum and no population elements should be
omitted
 The Elements within the stratum should be
homogeneous as possible
 Elements are selected from each stratum by a
random procedure
 A major objective of stratified sampling is to
increase precision without increasing cost
9
CLUSTER RANDOM SAMPLING
 The target population is first divided into mutually
exclusive and collectively exhaustive subpopulations or
clusters
 Then a random sample of clusters is selected, based on
simple random sampling
 For each selected cluster, either all the elements are
included in the sample (one-stage) or a sample of
elements is drawn probabilistically (two-stage)
 Elements within a cluster should be as heterogeneous
as possible, but clusters themselves should be as
homogeneous as possible
 Ideally, each cluster should be a small-scale
representation of the population
 This is also called Multi-stage Sampling
10
CLUSTER RANDOM SAMPLING
11
SYSTEMATIC RANDOM SAMPLING
 Selecting every kth element of population
Step 1: Obtain a list of total population
Step 2 : Determine sample size
Step 3 : Find out k
Step 4 : A random number between 1 – k is selected. For ex. 23
Then the samples will be 23, 123, 223, 323, … till required
samples are needed.
needed
sample
total
population
total

k
Example 100
1000
100000


k
12
NON-PROBABILITY SAMPLING METHODS
13
CONVENIENCE SAMPLING
It attempts to obtain a sample of convenient elements
OR
it involves the samples which are readily available
Often, respondents are selected because they
happen to be in the right place at the right time.
Ex.
 Students in a class
 People at malls
 People on the street
14
QUOTA SAMPLING
 It is similar to stratified random sampling
 Selecting the sample from each strata is by
convenient sampling method and not by simple
random sampling
 The strata is based on variables of study
Ex - Age, Gender, Educational qualification
15
SNOWBALL SAMPLING
 Here an initial group of respondents is selected
 After being interviewed, these respondents are
asked to identify other samples who could belong to
the target population
 Subsequent respondents are selected based on the
referrals
16
PURPOSIVE SAMPLING
 It is a form of convenience sampling in which the
samples are selected based on the judgement of
the researcher or whom the researcher feels is a
typical representative of the accessible population
Ex. – Cancer patients who have problem with port-
a-cath used for chemotherapy
17
SAMPLING DESIGN CHOICE CONSIDERATIONS
Probability Non-probability
Cost More costly Less costly
Accuracy More accurate Less accurate
Time More time Less time
Acceptance Universal Reasonable acceptance
Generalisability Good Poor
18
FACTORS AFFECTING SAMPLE SIZE
 Homogeneity of sampling units
 Confidence
 Precision
 Statistical power
 Analytic procedures
 Costs, Time & Personnel
19
THANK YOU
20

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sampling-techniques.ppsx

  • 1. SAMPLING TECHNIQUES Prof. Jobi Jacob Vice Principal KNN College of Nursing
  • 2. KEYWORDS  Population : It is a set of people with common characteristics  Target Population : The entire group of people to which the Researcher wishes to generalize the findings of the study  Accessible Population : The available group from which the Researcher selects the sample 2
  • 3. KEYWORDS  Sample : A unit from which necessary data is collected  Sampling Frame : It is a physical representation of objects or individuals important to the development of the final study sample  Sampling Design : The method used to select the sample 3
  • 4. SAMPLING DESIGN PROCESS Define the Population Determine the Sampling Frame Select Sampling Technique(s) Determine the Sample Size Execute the Sampling Process 4
  • 5. CLASSIFICATION OF SAMPLING TECHNIQUES Sampling Techniques Non Probability Sampling Techniques • Simple Random Sampling • Stratified Random Sampling • Cluster Random Sampling • Systematic Random Sampling Probability Sampling Techniques • Convenience Sampling • Quota Sampling • Snowball Sampling • Purposive Sampling 5
  • 7. SIMPLE RANDOM SAMPLING  Each element in the population has an equal probability of selection  Enumerate the list of elements on a sampling frame  Slips of paper representing each element is folded and kept in a bowl  Pick out number of slips needed(samples) 7
  • 8. RANDOM NUMBERS 21 71 89 96 82 59 22 78 12 17 76 93 79 28 20 60 70 34 51 93 68 36 96 19 21 99 18 32 8
  • 9. STRATIFIED RANDOM SAMPLING  A two-step process in which the population is partitioned into subpopulations, or strata  The strata should be mutually exclusive and collectively exhaustive in that every population element should be assigned to one and only one stratum and no population elements should be omitted  The Elements within the stratum should be homogeneous as possible  Elements are selected from each stratum by a random procedure  A major objective of stratified sampling is to increase precision without increasing cost 9
  • 10. CLUSTER RANDOM SAMPLING  The target population is first divided into mutually exclusive and collectively exhaustive subpopulations or clusters  Then a random sample of clusters is selected, based on simple random sampling  For each selected cluster, either all the elements are included in the sample (one-stage) or a sample of elements is drawn probabilistically (two-stage)  Elements within a cluster should be as heterogeneous as possible, but clusters themselves should be as homogeneous as possible  Ideally, each cluster should be a small-scale representation of the population  This is also called Multi-stage Sampling 10
  • 12. SYSTEMATIC RANDOM SAMPLING  Selecting every kth element of population Step 1: Obtain a list of total population Step 2 : Determine sample size Step 3 : Find out k Step 4 : A random number between 1 – k is selected. For ex. 23 Then the samples will be 23, 123, 223, 323, … till required samples are needed. needed sample total population total  k Example 100 1000 100000   k 12
  • 14. CONVENIENCE SAMPLING It attempts to obtain a sample of convenient elements OR it involves the samples which are readily available Often, respondents are selected because they happen to be in the right place at the right time. Ex.  Students in a class  People at malls  People on the street 14
  • 15. QUOTA SAMPLING  It is similar to stratified random sampling  Selecting the sample from each strata is by convenient sampling method and not by simple random sampling  The strata is based on variables of study Ex - Age, Gender, Educational qualification 15
  • 16. SNOWBALL SAMPLING  Here an initial group of respondents is selected  After being interviewed, these respondents are asked to identify other samples who could belong to the target population  Subsequent respondents are selected based on the referrals 16
  • 17. PURPOSIVE SAMPLING  It is a form of convenience sampling in which the samples are selected based on the judgement of the researcher or whom the researcher feels is a typical representative of the accessible population Ex. – Cancer patients who have problem with port- a-cath used for chemotherapy 17
  • 18. SAMPLING DESIGN CHOICE CONSIDERATIONS Probability Non-probability Cost More costly Less costly Accuracy More accurate Less accurate Time More time Less time Acceptance Universal Reasonable acceptance Generalisability Good Poor 18
  • 19. FACTORS AFFECTING SAMPLE SIZE  Homogeneity of sampling units  Confidence  Precision  Statistical power  Analytic procedures  Costs, Time & Personnel 19