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Why Sample?



Why not everyone?
Sampling

A process used in statistical
analysis in which a
predetermined number of
observations will be taken
from a larger population
The Sampling Design Process


             Define the Population

         Determine the Sampling Frame

         Select Sampling Technique(s)

          Determine the Sample Size

         Execute the Sampling Process
Key sampling concepts
Key ideas
Sampling frame
Classification of Sampling
                  Techniques
                        Sampling Techniques


                Nonprobability           Probability
              Sampling Techniques    Sampling Techniques



Convenience   Judgmental        Quota         Snowball
 Sampling      Sampling        Sampling       Sampling



    Simple        Systematic     Stratified      Cluster   Other Sampling
   Random          Sampling      Sampling       Sampling    Techniques
   Sampling
Convenience Sampling
    Subjects are selected because they are
               easily accessible.


     This is one of the weakest sampling
                 procedures.


  An example might be surveying students in
                one's class.


  Generalization to a population can seldom
    be made with this procedure.. ………..
Judgmental Sampling
A form of convenience sampling in which the population elements are selected based on the
judgment of the researcher.

Test markets


Purchase engineers
selected in industrial
marketing research

Bellwether precincts
selected in voting behavior
research (Exit poll?)
Quota sampling
                    For example, an
A pre-defined          interviewer
number (or quota)    may be given
                        the task of
of people who       interviewing 25
                                       • On a weekday morning,
meet certain          women with
                      toddlers in a
criteria are          town centre
surveyed.
                                       • Seven of these women should
                                         be aged under 30 years,
                    the instructions
                                       • Ten should be aged between
                      may specify
                                         30 and 45 years,
                          that
                                       • Eight should be aged over 45
                                         years.
Snowball Sampling

In snowball sampling, an initial
group of respondents is selected,
usually at random.


After being interviewed, these
respondents are asked to identify
others who belong to the target
population of interest.


Subsequent respondents are
selected based on the referrals.
Probability samples
How?
Similarly………..
Cluster sampling is appropriate when it
is very time consuming or expensive to
choose the individuals one at a time
Multistage Sampling
Choosing Nonprobability vs.
       Table 11.4 cont. Probability Sampling
                                 Conditions Favoring the Use of
Factors                          Nonprobability Probability
                                 sampling        sampling

Nature of research               Exploratory     Conclusive


Relative magnitude of sampling   Nonsampling     Sampling
and nonsampling errors           errors are      errors are
                                 larger          larger

Variability in the population    Homogeneous     Heterogeneous
                                 (low)           (high)

Statistical considerations       Unfavorable     Favorable


Operational considerations       Favorable       Unfavorable
Sampling 1

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Sampling 1

  • 1.
  • 3. Sampling A process used in statistical analysis in which a predetermined number of observations will be taken from a larger population
  • 4. The Sampling Design Process Define the Population Determine the Sampling Frame Select Sampling Technique(s) Determine the Sample Size Execute the Sampling Process
  • 6.
  • 9. Classification of Sampling Techniques Sampling Techniques Nonprobability Probability Sampling Techniques Sampling Techniques Convenience Judgmental Quota Snowball Sampling Sampling Sampling Sampling Simple Systematic Stratified Cluster Other Sampling Random Sampling Sampling Sampling Techniques Sampling
  • 10. Convenience Sampling Subjects are selected because they are easily accessible. This is one of the weakest sampling procedures. An example might be surveying students in one's class. Generalization to a population can seldom be made with this procedure.. ………..
  • 11. Judgmental Sampling A form of convenience sampling in which the population elements are selected based on the judgment of the researcher. Test markets Purchase engineers selected in industrial marketing research Bellwether precincts selected in voting behavior research (Exit poll?)
  • 12. Quota sampling For example, an A pre-defined interviewer number (or quota) may be given the task of of people who interviewing 25 • On a weekday morning, meet certain women with toddlers in a criteria are town centre surveyed. • Seven of these women should be aged under 30 years, the instructions • Ten should be aged between may specify 30 and 45 years, that • Eight should be aged over 45 years.
  • 13. Snowball Sampling In snowball sampling, an initial group of respondents is selected, usually at random. After being interviewed, these respondents are asked to identify others who belong to the target population of interest. Subsequent respondents are selected based on the referrals.
  • 15.
  • 16.
  • 17.
  • 18. How?
  • 19.
  • 20.
  • 21.
  • 23.
  • 24.
  • 25.
  • 26. Cluster sampling is appropriate when it is very time consuming or expensive to choose the individuals one at a time
  • 27.
  • 28.
  • 29.
  • 31. Choosing Nonprobability vs. Table 11.4 cont. Probability Sampling Conditions Favoring the Use of Factors Nonprobability Probability sampling sampling Nature of research Exploratory Conclusive Relative magnitude of sampling Nonsampling Sampling and nonsampling errors errors are errors are larger larger Variability in the population Homogeneous Heterogeneous (low) (high) Statistical considerations Unfavorable Favorable Operational considerations Favorable Unfavorable