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Sample
- Kamrun Nahar Etu
Definition
Measuring a small portion of something
and then making a general statement
about the whole thing.
Process of selecting a number of units for a study in
such a way that the units represent the larger group
from which they are selected.
Why we need Sampling
Very accurate
Economical in nature
Very reliable.
 High suitability ratio
towards the different
surveys.
Takes less time
WHAT IS A GOOD SAMPLE?
• The sample must be valid.
• Validity depends on 2 considerations:
1. Accuracy
2. Precision
1. What is the
target
population?
- Target
population is
the aggregation
of elements
(members of
the population)
from which the
sample is
actually
selected.
STEPS IN SAMPLING DESIGN
2. What are the
parameters of
interest?
- Parameters
are summary
description of
a given
variable in a
population.
3. What is the
sampling
frame?
- Sampling
frame is the
list of
elements
from which
the sample is
actually
drawn.
Complete and
correct list of
population
members
only.
4. What is
the
appropriat
e sampling
method?
-
Probability
or Non-
Probability
sampling
method
5. What size
sample is
needed?
- There are no
fixed rules in
determining the
size of a sample
needed. There
are guidelines
that should be
observed in
determining the
size of a
sample.
Classification of Sample
Probability Sampling
- Based on the concept of random
selection
- A controlled procedure
- Assures that each population
element is given a known nonzero
chance of selection.
Non-probability Sampling
-In contrast, is arbitrary (non random)
and subjective
-
Allowing interviewers to choose
sample elements “at random”
Probability Sampling
Simple Random
Sampling
 Each element in the
target population has
an equal chance or
probability of being
selected in the
population
 Numbers can be
randomly generated by
computers or picked
out of a box
 In small population
random sampling is
done without
replacement
Systematic
sampling
 only the first unit is
selected randomly and
the remaining units of
the sample are selected
at fixed intervals
 For instance, if a 4
per cent sample is
desired, the first item
would be selected
randomly from the first
twenty-five and
thereafter every 25th
item would
automatically be
included in the sample.
 Process of grouping
members into relatively
homogenous groups
before sampling
 Each element of the
population must be
included in a stratum
Strata should be
exhaustive so as not to
leave any element of
the population
Then random
sampling is applied
within each stratum
Stratified
Random
Sampling
Cluster sampling
 Thus in cluster
sampling the total
population is divided
into a number of
relatively small
subdivisions which are
themselves clusters of
still smaller units and
then some of these
clusters are randomly
selected for inclusion in
the overall sample.

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Sample

  • 2. Definition Measuring a small portion of something and then making a general statement about the whole thing. Process of selecting a number of units for a study in such a way that the units represent the larger group from which they are selected.
  • 3. Why we need Sampling Very accurate Economical in nature Very reliable.  High suitability ratio towards the different surveys. Takes less time
  • 4. WHAT IS A GOOD SAMPLE? • The sample must be valid. • Validity depends on 2 considerations: 1. Accuracy 2. Precision
  • 5. 1. What is the target population? - Target population is the aggregation of elements (members of the population) from which the sample is actually selected. STEPS IN SAMPLING DESIGN 2. What are the parameters of interest? - Parameters are summary description of a given variable in a population. 3. What is the sampling frame? - Sampling frame is the list of elements from which the sample is actually drawn. Complete and correct list of population members only.
  • 6. 4. What is the appropriat e sampling method? - Probability or Non- Probability sampling method 5. What size sample is needed? - There are no fixed rules in determining the size of a sample needed. There are guidelines that should be observed in determining the size of a sample.
  • 8. Probability Sampling - Based on the concept of random selection - A controlled procedure - Assures that each population element is given a known nonzero chance of selection.
  • 9. Non-probability Sampling -In contrast, is arbitrary (non random) and subjective - Allowing interviewers to choose sample elements “at random”
  • 11. Simple Random Sampling  Each element in the target population has an equal chance or probability of being selected in the population  Numbers can be randomly generated by computers or picked out of a box  In small population random sampling is done without replacement
  • 12. Systematic sampling  only the first unit is selected randomly and the remaining units of the sample are selected at fixed intervals  For instance, if a 4 per cent sample is desired, the first item would be selected randomly from the first twenty-five and thereafter every 25th item would automatically be included in the sample.
  • 13.  Process of grouping members into relatively homogenous groups before sampling  Each element of the population must be included in a stratum Strata should be exhaustive so as not to leave any element of the population Then random sampling is applied within each stratum Stratified Random Sampling
  • 14. Cluster sampling  Thus in cluster sampling the total population is divided into a number of relatively small subdivisions which are themselves clusters of still smaller units and then some of these clusters are randomly selected for inclusion in the overall sample.