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SAMPLING
TECHNIQUES
SAMPLING
Procedure by which some members
of a given population are selected as
representatives of the entire
population.
UNIVERSE
the larger group from which
individuals are selected to
participate in a study
SAMPLE
the representatives selected for a
study whose characteristics
exemplify the larger group from
which they were selected
PURPOSE OF SAMPLING
TO GATHER DATA ABOUT THE POPULATION IN
ORDER TO MAKE AN INFERENCE THAT CAN BE
GENERALIZED TO THE POPULATION
POPULATION
SAMPLE
INFERENCE
PROCESS OF SAMPLING
Define the Population
Develop Sampling Frame
Select a Sampling Method
Determine Sample Size
Execute the Sampling Process
Define the
Population
Develop Sampling Frame
Select a Sampling Method
Determine the Sample Size
Execute the Sampling Process
The Sampling
Process
SAMPLING AND
REPRESENTATIVENESS
Sample
Target Population
Sampling
Population
Target Population  Sampling Population  Sample
SAMPLING TECHNIQUES
Fixed
Vs
Sequential
sampling
Attributes
Vs
Variables
Sampling
Probability
Vs
Non-probability
sampling
PROBABILITY
SAMPLING
Every element in the target
population or universe
[sampling frame] has equal
probability of being chosen in
the sample for the survey being
conducted.
Scientific, operationally
convenient and simple in
theory.
Results may be generalized.
NON-PROBABILITY
SAMPLING
Every element in the universe
[sampling frame] does not have
equal probability of being chosen
in the sample.
Operationally convenient and
simple in theory.
Results may not be generalized.
CLASSIFICATION OF SAMPLING
TECHNIQUES
Sampling
Methods
Probability
Sampling
Methods
Simple
Random
Sampling Stratified
Random
Sampling
Systematic
Random
Sampling
Multistag
e
Random
Sampling
Cluster
Sampling Area
Samplin
g
Non-
probability
Sampling
Methods
Convenienc
e Sampling
Judgment
Sampling
Quota
Samplin
g
Other
Sampling
Methods
SIMPLE RANDOM SAMPLING
Simple random sampling is a method of probability
sampling in which every unit has an equal non zero chance
of being selected for the sample.
Methods of selecting random sample:
1. Lottery Method
2. Tables of Random Numbers
STRATIFIED RANDOM
SAMPLING
Stratified random sampling is a method of probability sampling in
which the population is divided into different subgroups and samples
are selected from each of them.
Steps:-
All units of population are divided into different stratas in accordance
with their characteristics.
Using random sampling, sample items are selected from each
stratum.
SYSTEMATIC RANDOM SAMPLING
OR QUASI-RANDOM SAMPLING
Systematic random sampling is a method of
probability sampling in which the defined target
population is ordered and the 1st unit of sample is
selected at random and rest of the sample is
selected according to position using a skip interval
(every Kth item)
K = N
n
Where, K = Sampling/ Skip interval
N = Universe/ Population Size
n = Sample Size
MULTISTAGE RANDOM SAMPLING
Used in large scale investigations
First stage- preparation of large sized sampling units
Randomly selecting a certain number
Second stage- Another list prepared from them
Sub-samples drawn by random sampling
CLUSTER SAMPLING
The process of randomly selecting intact groups, not individuals,
within the defined population sharing similar characteristics
Steps :-
1. Defined population is divided into number of mutually exclusive
and collectively exhaustive subgroups or clusters
2. Select an independent simple random sample of clusters.
AREA SAMPLING
One special type of cluster sampling is called area sampling, where
pieces of geographical areas such as districts, housing blocks or
townships are selected.
Area sampling could be one-stage, two-stage, or multi-stage.
Generally used by Govt. agencies and agricultural statistics.
Non-probability
Sampling
Methods
CONVENIENCE SAMPLING
the process of including
whoever happens to be available at the
time…called “accidental” or
“haphazard” sampling.
PURPOSIVE SAMPLING
the process whereby the
researcher selects a sample based on
experience or knowledge of the group
to be sampled…called “judgment”
sampling
QUOTA SAMPLING
the process whereby a researcher
gathers data from individuals possessing
identified characteristics and quotas
OTHER NON-PROBABILITY SAMPLING
METHODS
Intensity sampling: selecting participants who
permit study of different levels of the research topic
Homogeneous sampling: selecting participants who
are very similar in experience, perspective, or outlook
Criterion sampling: selecting all cases
that meet some pre-defined characteristic
Snowball sampling relies upon respondent
referrals of others with like characteristics
FACTORS TO CONSIDER IN SAMPLE
DESIGN
Research objectives Degree of accuracy
Resources Time frame
Knowledge of
target population Research scope
Statistical analysis needs
THANK YOU

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SAMPLING METHOD----.pptx

  • 2. SAMPLING Procedure by which some members of a given population are selected as representatives of the entire population.
  • 3. UNIVERSE the larger group from which individuals are selected to participate in a study SAMPLE the representatives selected for a study whose characteristics exemplify the larger group from which they were selected
  • 4. PURPOSE OF SAMPLING TO GATHER DATA ABOUT THE POPULATION IN ORDER TO MAKE AN INFERENCE THAT CAN BE GENERALIZED TO THE POPULATION POPULATION SAMPLE INFERENCE
  • 5. PROCESS OF SAMPLING Define the Population Develop Sampling Frame Select a Sampling Method Determine Sample Size Execute the Sampling Process
  • 6. Define the Population Develop Sampling Frame Select a Sampling Method Determine the Sample Size Execute the Sampling Process The Sampling Process
  • 9. PROBABILITY SAMPLING Every element in the target population or universe [sampling frame] has equal probability of being chosen in the sample for the survey being conducted. Scientific, operationally convenient and simple in theory. Results may be generalized. NON-PROBABILITY SAMPLING Every element in the universe [sampling frame] does not have equal probability of being chosen in the sample. Operationally convenient and simple in theory. Results may not be generalized.
  • 10. CLASSIFICATION OF SAMPLING TECHNIQUES Sampling Methods Probability Sampling Methods Simple Random Sampling Stratified Random Sampling Systematic Random Sampling Multistag e Random Sampling Cluster Sampling Area Samplin g Non- probability Sampling Methods Convenienc e Sampling Judgment Sampling Quota Samplin g Other Sampling Methods
  • 11. SIMPLE RANDOM SAMPLING Simple random sampling is a method of probability sampling in which every unit has an equal non zero chance of being selected for the sample. Methods of selecting random sample: 1. Lottery Method 2. Tables of Random Numbers
  • 12. STRATIFIED RANDOM SAMPLING Stratified random sampling is a method of probability sampling in which the population is divided into different subgroups and samples are selected from each of them. Steps:- All units of population are divided into different stratas in accordance with their characteristics. Using random sampling, sample items are selected from each stratum.
  • 13. SYSTEMATIC RANDOM SAMPLING OR QUASI-RANDOM SAMPLING Systematic random sampling is a method of probability sampling in which the defined target population is ordered and the 1st unit of sample is selected at random and rest of the sample is selected according to position using a skip interval (every Kth item) K = N n Where, K = Sampling/ Skip interval N = Universe/ Population Size n = Sample Size
  • 14. MULTISTAGE RANDOM SAMPLING Used in large scale investigations First stage- preparation of large sized sampling units Randomly selecting a certain number Second stage- Another list prepared from them Sub-samples drawn by random sampling
  • 15. CLUSTER SAMPLING The process of randomly selecting intact groups, not individuals, within the defined population sharing similar characteristics Steps :- 1. Defined population is divided into number of mutually exclusive and collectively exhaustive subgroups or clusters 2. Select an independent simple random sample of clusters.
  • 16. AREA SAMPLING One special type of cluster sampling is called area sampling, where pieces of geographical areas such as districts, housing blocks or townships are selected. Area sampling could be one-stage, two-stage, or multi-stage. Generally used by Govt. agencies and agricultural statistics.
  • 18. CONVENIENCE SAMPLING the process of including whoever happens to be available at the time…called “accidental” or “haphazard” sampling.
  • 19. PURPOSIVE SAMPLING the process whereby the researcher selects a sample based on experience or knowledge of the group to be sampled…called “judgment” sampling
  • 20. QUOTA SAMPLING the process whereby a researcher gathers data from individuals possessing identified characteristics and quotas
  • 21. OTHER NON-PROBABILITY SAMPLING METHODS Intensity sampling: selecting participants who permit study of different levels of the research topic Homogeneous sampling: selecting participants who are very similar in experience, perspective, or outlook Criterion sampling: selecting all cases that meet some pre-defined characteristic Snowball sampling relies upon respondent referrals of others with like characteristics
  • 22. FACTORS TO CONSIDER IN SAMPLE DESIGN Research objectives Degree of accuracy Resources Time frame Knowledge of target population Research scope Statistical analysis needs