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Presentation
sara asif
rollno 21016720-
013
Determine
sampling design.
The sampling frame is representation of
all the elements in the population from
which sample is drawn
2
“
◦ There are two sampling
designs
1. Probability sampling
2. Non-probability sampling
3
“
Non-probability sampling
The element do not have
known or predetermined
chance of being selected as
subjects
4
Types
of non-
probability
◦ Judgmental
sampling
◦ Snowball
sampling
◦ Convenience
sampling
◦ Qouta
sampling
5
Convenience sampling
A non-probability sampling procedure that
involves selecting elements that are readily
accessible to the researcher.
6
“
◦ It is used primarily because they
are easy to collect.
◦ It is used in exploratory research.
◦ Often used in preliminary
research
7
Judgmental
sampling
◦ Non-probability sampling technique
in which selection criteria are
based on personal judgment that
the element is representative of the
population under the study.
8
◦ The sample is based on judgement.
◦ It is an extension of convenience sampling.
◦ When using this method, the researcher must
be confident that the chosen sample is truly
representative.
9
◦ A technique in which
population subgroups are
classified.
◦ It is non-probability
equivalent of stratified
sampling .
Quota
sampling
10
Continue..
◦ First identify the stratums and
they are proportions as they are
represented in the population
◦ Then convenience or judgement
sampling is used to select the
required number of subjects from
each stratum.
11
Snowball
sampling
12
• A non-probability sampling
procedure that involves using
members of the groups of interest
to identify other members of
group.
• Sample in which selection of
additional respondents is based
on referrals from the initial
respondents
• This method is used when the
desired sample characteristics is
rare.
It lower the search cost.
However, it introduces bias
because the technique itself
reduces the likelihood that the
sample represent a good cross
section from the population
13
14
THANKS!
Any questions?
Fatima Zahra
Roll no: 21016720-021
Probability
Sampling
Techniques
1. Simple random sampling
2. Systematic sampling
3. Stratified sampling
4. Cluster sampling
5. Complex sampling
16
“
Probability sampling refers to the selection of
a sample from a population, when this
selection is based on the principle of
randomization, that is, random selection or
chance. Probability sampling is more complex,
more time-consuming and usually more costly
than non-probability sampling.
17
18
Simple Random Sampling
Simple random sampling is a type of probability sampling in which the
researcher randomly selects a subset of participants from a population. Each
member of the population has an equal chance of being selected. Data is then
collected from as large a percentage as possible of this random subset.
An example of a simple random sample would be the
names of 25 employees being chosen out of a hat
from a company of 250 employees. In this case, the
population is all 250 employees, and the sample is
random because each employee has an equal chance of
being chosen.
19
20
Systematic Sampling
Systematic sampling is a type of probability sampling method in which sample
members from a larger population are selected according to a random starting
point but with a fixed, periodic interval. This interval, called the sampling
interval, is calculated by dividing the population size by the desired sample size.
21
Assume that in a population of 10,000 people, a statistician
selects every 100th person for sampling. The sampling
intervals can also be systematic, such as choosing a new
sample to draw from every 12 hours.
22
Stratified random sampling is a method of sampling that involves the division of a
population into smaller sub-groups known as strata. In stratified random
sampling, or stratification, the strata are formed based on members' shared attributes
or characteristics such as income or educational attainment.
Stratified sampling
23
For example, geographical regions can be stratified
into similar regions by means of some known
variables such as habitat type, elevation or soil type.
24
In cluster sampling, researchers divide a population into smaller groups known as
clusters. They then randomly select among these clusters to form a sample. Cluster
sampling is a method of probability sampling that is often used to study large
populations, particularly those that are widely geographically dispersed.
Cluster Sampling
25
An example of single-stage cluster sampling – An NGO
wants to create a sample of girls across five neighboring
towns to provide education. Using single-stage sampling,
the NGO randomly selects towns (clusters) to form a sample
and extend help to the girls deprived of education in those
towns
26
Complex sample surveys involve the identification and data collection of a sample
of population units via multiple stages or phases of identification and selection.
Complex Sample
27
For example, it's very difficult to sample schoolchildren
without first sampling schools or patients without
sampling hospitals. Including these multiple stages of
sampling means not every student or patient has an equal
probability of being in the sample (making the sample
complex).

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1research ppt.pptx

  • 2. Determine sampling design. The sampling frame is representation of all the elements in the population from which sample is drawn 2
  • 3. “ ◦ There are two sampling designs 1. Probability sampling 2. Non-probability sampling 3
  • 4. “ Non-probability sampling The element do not have known or predetermined chance of being selected as subjects 4
  • 5. Types of non- probability ◦ Judgmental sampling ◦ Snowball sampling ◦ Convenience sampling ◦ Qouta sampling 5
  • 6. Convenience sampling A non-probability sampling procedure that involves selecting elements that are readily accessible to the researcher. 6
  • 7. “ ◦ It is used primarily because they are easy to collect. ◦ It is used in exploratory research. ◦ Often used in preliminary research 7
  • 8. Judgmental sampling ◦ Non-probability sampling technique in which selection criteria are based on personal judgment that the element is representative of the population under the study. 8
  • 9. ◦ The sample is based on judgement. ◦ It is an extension of convenience sampling. ◦ When using this method, the researcher must be confident that the chosen sample is truly representative. 9
  • 10. ◦ A technique in which population subgroups are classified. ◦ It is non-probability equivalent of stratified sampling . Quota sampling 10
  • 11. Continue.. ◦ First identify the stratums and they are proportions as they are represented in the population ◦ Then convenience or judgement sampling is used to select the required number of subjects from each stratum. 11
  • 12. Snowball sampling 12 • A non-probability sampling procedure that involves using members of the groups of interest to identify other members of group. • Sample in which selection of additional respondents is based on referrals from the initial respondents
  • 13. • This method is used when the desired sample characteristics is rare. It lower the search cost. However, it introduces bias because the technique itself reduces the likelihood that the sample represent a good cross section from the population 13
  • 15. Fatima Zahra Roll no: 21016720-021
  • 16. Probability Sampling Techniques 1. Simple random sampling 2. Systematic sampling 3. Stratified sampling 4. Cluster sampling 5. Complex sampling 16
  • 17. “ Probability sampling refers to the selection of a sample from a population, when this selection is based on the principle of randomization, that is, random selection or chance. Probability sampling is more complex, more time-consuming and usually more costly than non-probability sampling. 17
  • 18. 18 Simple Random Sampling Simple random sampling is a type of probability sampling in which the researcher randomly selects a subset of participants from a population. Each member of the population has an equal chance of being selected. Data is then collected from as large a percentage as possible of this random subset.
  • 19. An example of a simple random sample would be the names of 25 employees being chosen out of a hat from a company of 250 employees. In this case, the population is all 250 employees, and the sample is random because each employee has an equal chance of being chosen. 19
  • 20. 20 Systematic Sampling Systematic sampling is a type of probability sampling method in which sample members from a larger population are selected according to a random starting point but with a fixed, periodic interval. This interval, called the sampling interval, is calculated by dividing the population size by the desired sample size.
  • 21. 21 Assume that in a population of 10,000 people, a statistician selects every 100th person for sampling. The sampling intervals can also be systematic, such as choosing a new sample to draw from every 12 hours.
  • 22. 22 Stratified random sampling is a method of sampling that involves the division of a population into smaller sub-groups known as strata. In stratified random sampling, or stratification, the strata are formed based on members' shared attributes or characteristics such as income or educational attainment. Stratified sampling
  • 23. 23 For example, geographical regions can be stratified into similar regions by means of some known variables such as habitat type, elevation or soil type.
  • 24. 24 In cluster sampling, researchers divide a population into smaller groups known as clusters. They then randomly select among these clusters to form a sample. Cluster sampling is a method of probability sampling that is often used to study large populations, particularly those that are widely geographically dispersed. Cluster Sampling
  • 25. 25 An example of single-stage cluster sampling – An NGO wants to create a sample of girls across five neighboring towns to provide education. Using single-stage sampling, the NGO randomly selects towns (clusters) to form a sample and extend help to the girls deprived of education in those towns
  • 26. 26 Complex sample surveys involve the identification and data collection of a sample of population units via multiple stages or phases of identification and selection. Complex Sample
  • 27. 27 For example, it's very difficult to sample schoolchildren without first sampling schools or patients without sampling hospitals. Including these multiple stages of sampling means not every student or patient has an equal probability of being in the sample (making the sample complex).