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NON -
PROBABILITY
SAMPLING
2
Hello !!
I am Arpit Surana
arpitsurana116116@gmail.com www.linkedin.com/in/arpitsurana116
NON – PROBABILITY SAMPLING
Non-probability sampling is a sampling technique where the odds of any
member being selected for a sample cannot be calculated. It’s the opposite
of probability sampling, where you can calculate the odds.
For example, one person could have a 10% chance of being selected and
another person could have a 50% chance of being selected. It’s non-
probability sampling when you can’t calculate the odds at all
3
4
WHEN? WHY? TO USE NON-
PROBABILITY SAMPLING
1. This type of sampling can be used when demonstrating that a particular
trait exists in the population.
2. It can also be used when the researcher aims to do a qualitative, pilot or
exploratory study.
3. It can be used when randomization is impossible like when the population
is almost limitless.
4. It can be used when the research does not aim to generate results that will
be used to create generalizations pertaining to the entire population.
5. It is also useful when the researcher has limited budget, time and
workforce. 5
Advantages
Possibility to reflect the
descriptive comments about
the sample
Cost-effectiveness and time-
effectiveness
Effective when it is unfeasible
or impractical to conduct
probability sampling
PRONS & CONS
Disadvantages
Unknown proportion i.e. lack of
representation of the entire
population
Lower level of generalization of
research findings compared to
probability sampling
Difficulties in estimating
sampling variability and
identifying possible bias
6
7
Non-
Probability
Sampling
Conven-
ience
sampling
Purposive
sampling
Quota
sampling
Snowball
sampling
4 Methods
CONVENIENCE
SAMPLING
8
1
Also know as Accidental Sampling
“In convenience sampling no
inclusion criteria identified prior
to the selection of subjects. The
sample is selected in anyway for
the sake of easiness and
convenience
99
10
EXAMPLES
▰ Facebook polls
▰ Pepsi Challenge
▰ Feedback system in big companies
11
Advantages
Simplicity of sampling and the
ease of research
Helpful for pilot studies and for
hypothesis generation
Data collection can be done in
short duration of time
Cheapest to implement
PRONS & CONS
Disadvantages
Highly vulnerable to selection
bias and influences beyond the
control of the researcher
High level of sampling error
Studies that use convenience
sampling have little credibility
due to reasons above
. 12
PURPOSIVE
SAMPLING
13
2
Also known as judgment, selective or
subjective sampling
“The researchers or experts
obtain a representative sample
by using a sound judgment,
which will result in saving time
and money
1414
15
EXAMPLES
▰ TV reporters stopping certain individuals on
the street in order to ask their opinions about
GST on insurance (this can be asked to only
to an educated man).
▰ A study of importance of exposure in
colleges (this can be asked to only those
students who has experienced exposure in
college).
16
Advantages
Cost-effective and time-
effective
Requires limited number of
primary data sources
One of the most time-effective
sampling methods available
PRONS & CONS
Disadvantages
Vulnerability to errors in
judgment by researcher
Low level of reliability and high
levels of bias.
Inability to generalize research
findings
.
17
QUOTA
SAMPLING
18
3
It has two types controlled and
uncontrolled
“A method of gathering
representative data from a group
to ensure that sample group
represents certain features of
the population chosen by the
researcher.
1919
HOW TO PERFORM QUOTA SAMPLING
1. Dividing the population into specific
groups
Virgin Media employees in the UK as the
sampling frame need to be divided into
the following five groups according to
their cultural background:
European, Asian (India), Asian (China),
Black (African) and Other
20
2. Calculating a quota for each group
Suppose you take 30 representatives
from each group making total of 150.
3. Determine specific condition(s) to be
met and quota in each group
Both genders, males and females need
to be represented equally i.e. 15 each.
21
Advantages
Quota sampling is good when
you are pressed for time, since
primary data collection can be
done in shorter time
This sampling method can save
costs and time.
It can also be done in absence
of sampling frame
PRONS & CONS
Disadvantages
We can’t calculate sampling
error and the projection of the
research findings
There is disproportionately
represented in the final sample
group
It may suffer from researcher
incompetency and/or lack of
experience
22
2 TYPES QUOTA SAMPLING
Uncontrolled sampling, in this
the researcher is free to choose
sample group members
according to his/her will.
23
Controlled Uncontrolled
Controlled sampling involves
introduction of certain
restrictions in order to limit
researcher’s choice of samples.
24
SNOWBALL
SAMPLING
25
4
Also known as cold-calling, chain,
chain-referral, and referral sampling.
“Snowball sampling is where
research participants recruit
other participants for a test or
study. It is used where potential
participants are hard to find
2626
INTERESING NAME !!
It’s called snowball sampling
because (in theory) once you
have the ball rolling, it picks
up more “snow” along the
way and becomes larger and
larger.
27
28
EXAMPLES
▰ A study on investigating cheating on exams
▰ Company that involves primary data
collection from employees of that company.
▰ Mostly used in taking surveys with the help of
questionnaire.
29
3 PATTERNS OF SNOWBALL
SAMPLING
Exponential non-
discriminative snowball
sampling
The first subject recruited
to the sample group
provides multiple
referrals.
Exponential discriminative
snowball sampling
Subjects give multiple
referrals, however, only
one new subject is
recruited among them.
30
Linear snowball sampling
Formation of a sample
group starts with only one
subject and the subject
provides only one referral.
Advantages
The ability to recruit hidden
populations
The possibility to collect
primary data in low cost
It can be completed in a short
duration of time
A very little planning is required
to start sampling process
PRONS & CONS
Disadvantages
Oversampling can be done
Respondents may be hesitant
to ask all questions
It is not possible to determine
the actual pattern of
distribution of population.
It is not possible to determine
the sampling error 31
REFERENCES
https://research-methodology.net
http://www.statisticshowto.com
https://images.google.com/
32
33
THANKS!
Any questions?
Just comment me or you can find me at
arpitsurana116116@gmail.com
www.linkedin.com/in/arpitsurana116/

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Non- Probability Sampling & Its Methods

  • 2. 2 Hello !! I am Arpit Surana arpitsurana116116@gmail.com www.linkedin.com/in/arpitsurana116
  • 3. NON – PROBABILITY SAMPLING Non-probability sampling is a sampling technique where the odds of any member being selected for a sample cannot be calculated. It’s the opposite of probability sampling, where you can calculate the odds. For example, one person could have a 10% chance of being selected and another person could have a 50% chance of being selected. It’s non- probability sampling when you can’t calculate the odds at all 3
  • 4. 4
  • 5. WHEN? WHY? TO USE NON- PROBABILITY SAMPLING 1. This type of sampling can be used when demonstrating that a particular trait exists in the population. 2. It can also be used when the researcher aims to do a qualitative, pilot or exploratory study. 3. It can be used when randomization is impossible like when the population is almost limitless. 4. It can be used when the research does not aim to generate results that will be used to create generalizations pertaining to the entire population. 5. It is also useful when the researcher has limited budget, time and workforce. 5
  • 6. Advantages Possibility to reflect the descriptive comments about the sample Cost-effectiveness and time- effectiveness Effective when it is unfeasible or impractical to conduct probability sampling PRONS & CONS Disadvantages Unknown proportion i.e. lack of representation of the entire population Lower level of generalization of research findings compared to probability sampling Difficulties in estimating sampling variability and identifying possible bias 6
  • 9. “In convenience sampling no inclusion criteria identified prior to the selection of subjects. The sample is selected in anyway for the sake of easiness and convenience 99
  • 10. 10
  • 11. EXAMPLES ▰ Facebook polls ▰ Pepsi Challenge ▰ Feedback system in big companies 11
  • 12. Advantages Simplicity of sampling and the ease of research Helpful for pilot studies and for hypothesis generation Data collection can be done in short duration of time Cheapest to implement PRONS & CONS Disadvantages Highly vulnerable to selection bias and influences beyond the control of the researcher High level of sampling error Studies that use convenience sampling have little credibility due to reasons above . 12
  • 13. PURPOSIVE SAMPLING 13 2 Also known as judgment, selective or subjective sampling
  • 14. “The researchers or experts obtain a representative sample by using a sound judgment, which will result in saving time and money 1414
  • 15. 15
  • 16. EXAMPLES ▰ TV reporters stopping certain individuals on the street in order to ask their opinions about GST on insurance (this can be asked to only to an educated man). ▰ A study of importance of exposure in colleges (this can be asked to only those students who has experienced exposure in college). 16
  • 17. Advantages Cost-effective and time- effective Requires limited number of primary data sources One of the most time-effective sampling methods available PRONS & CONS Disadvantages Vulnerability to errors in judgment by researcher Low level of reliability and high levels of bias. Inability to generalize research findings . 17
  • 18. QUOTA SAMPLING 18 3 It has two types controlled and uncontrolled
  • 19. “A method of gathering representative data from a group to ensure that sample group represents certain features of the population chosen by the researcher. 1919
  • 20. HOW TO PERFORM QUOTA SAMPLING 1. Dividing the population into specific groups Virgin Media employees in the UK as the sampling frame need to be divided into the following five groups according to their cultural background: European, Asian (India), Asian (China), Black (African) and Other 20 2. Calculating a quota for each group Suppose you take 30 representatives from each group making total of 150. 3. Determine specific condition(s) to be met and quota in each group Both genders, males and females need to be represented equally i.e. 15 each.
  • 21. 21
  • 22. Advantages Quota sampling is good when you are pressed for time, since primary data collection can be done in shorter time This sampling method can save costs and time. It can also be done in absence of sampling frame PRONS & CONS Disadvantages We can’t calculate sampling error and the projection of the research findings There is disproportionately represented in the final sample group It may suffer from researcher incompetency and/or lack of experience 22
  • 23. 2 TYPES QUOTA SAMPLING Uncontrolled sampling, in this the researcher is free to choose sample group members according to his/her will. 23 Controlled Uncontrolled Controlled sampling involves introduction of certain restrictions in order to limit researcher’s choice of samples.
  • 24. 24
  • 25. SNOWBALL SAMPLING 25 4 Also known as cold-calling, chain, chain-referral, and referral sampling.
  • 26. “Snowball sampling is where research participants recruit other participants for a test or study. It is used where potential participants are hard to find 2626
  • 27. INTERESING NAME !! It’s called snowball sampling because (in theory) once you have the ball rolling, it picks up more “snow” along the way and becomes larger and larger. 27
  • 28. 28
  • 29. EXAMPLES ▰ A study on investigating cheating on exams ▰ Company that involves primary data collection from employees of that company. ▰ Mostly used in taking surveys with the help of questionnaire. 29
  • 30. 3 PATTERNS OF SNOWBALL SAMPLING Exponential non- discriminative snowball sampling The first subject recruited to the sample group provides multiple referrals. Exponential discriminative snowball sampling Subjects give multiple referrals, however, only one new subject is recruited among them. 30 Linear snowball sampling Formation of a sample group starts with only one subject and the subject provides only one referral.
  • 31. Advantages The ability to recruit hidden populations The possibility to collect primary data in low cost It can be completed in a short duration of time A very little planning is required to start sampling process PRONS & CONS Disadvantages Oversampling can be done Respondents may be hesitant to ask all questions It is not possible to determine the actual pattern of distribution of population. It is not possible to determine the sampling error 31
  • 33. 33 THANKS! Any questions? Just comment me or you can find me at arpitsurana116116@gmail.com www.linkedin.com/in/arpitsurana116/