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Business
Research Methods
William G. Zikmund
Chapter 16:
Sample Designs and Sampling
Procedures
Sampling Terminology
• Sample
• Population or universe
• Population element
• Census
Sample
• Subset of a larger population
Population
• Any complete group
– People
– Sales territories
– Stores
Census
• Investigation of all individual elements that
make up a population
Define the target population
Select a sampling frame
Conduct fieldwork
Determine if a probability or nonprobability
sampling method will be chosen
Plan procedure
for selecting sampling units
Determine sample size
Select actual sampling units
Stages in the
Selection
of a Sample
Target Population
• Relevant population
• Operationally define
• Comic book reader?
Sampling Frame
• A list of elements from which the sample
may be drawn
• Working population
• Mailing lists - data base marketers
• Sampling frame error
Sampling Units
• Group selected for the sample
• Primary Sampling Units (PSU)
• Secondary Sampling Units
• Tertiary Sampling Units
Random Sampling Error
• The difference between the sample results
and the result of a census conducted using
identical procedures
• Statistical fluctuation due to chance
variations
Systematic Errors
• Nonsampling errors
• Unrepresentative sample results
• Not due to chance
• Due to study design or imperfections in
execution
Errors Associated with Sampling
• Sampling frame error
• Random sampling error
• Nonresponse error
Two Major Categories of
Sampling
• Probability sampling
• Known, nonzero probability for every
element
• Nonprobability sampling
• Probability of selecting any particular
member is unknown
Nonprobability Sampling
• Convenience
• Judgment
• Quota
• Snowball
Probability Sampling
• Simple random sample
• Systematic sample
• Stratified sample
• Cluster sample
• Multistage area sample
Convenience Sampling
• Also called haphazard or accidental
sampling
• The sampling procedure of obtaining the
people or units that are most conveniently
available
Judgment Sampling
• Also called purposive sampling
• An experienced individual selects the
sample based on his or her judgment about
some appropriate characteristics required
of the sample member
Quota Sampling
• Ensures that the various subgroups in a
population are represented on pertinent
sample characteristics
• To the exact extent that the investigators
desire
• It should not be confused with stratified
sampling.
Snowball Sampling
• A variety of procedures
• Initial respondents are selected by
probability methods
• Additional respondents are obtained from
information provided by the initial
respondents
Simple Random Sampling
• A sampling procedure that ensures that each
element in the population will have an equal
chance of being included in the sample
Systematic Sampling
• A simple process
• Every nth name from the list will be drawn
Stratified Sampling
• Probability sample
• Subsamples are drawn within different
strata
• Each stratum is more or less equal on some
characteristic
• Do not confuse with quota sample
Cluster Sampling
• The purpose of cluster sampling is to
sample economically while retaining the
characteristics of a probability sample.
• The primary sampling unit is no longer the
individual element in the population
• The primary sampling unit is a larger
cluster of elements located in proximity to
one another
Population Element Possible Clusters in the United States
U.S. adult population States
Counties
Metropolitan Statistical Area
Census tracts
Blocks
Households
Examples of Clusters
Population Element Possible Clusters in the United States
College seniors Colleges
Manufacturing firms Counties
Metropolitan Statistical Areas
Localities
Plants
Examples of Clusters
Population Element Possible Clusters in the United States
Airline travelers Airports
Planes
Sports fans Football stadiums
Basketball arenas
Baseball parks
Examples of Clusters
What is the
Appropriate Sample Design?
• Degree of accuracy
• Resources
• Time
• Advanced knowledge of the population
• National versus local
• Need for statistical analysis
Internet Sampling is Unique
• Internet surveys allow researchers to rapidly
reach a large sample.
• Speed is both an advantage and a
disadvantage.
• Sample size requirements can be met
overnight or almost instantaneously.
• Survey should be kept open long enough so
all sample units can participate.
Internet Sampling
• Major disadvantage
– lack of computer ownership and Internet
access among certain segments of the
population
• Yet Internet samples may be representative
of a target populations.
– target population - visitors to a particular Web
site.
• Hard to reach subjects may participate
Web Site Visitors
• Unrestricted samples are clearly
convenience samples
• Randomly selecting visitors
• Questionnaire request randomly "pops up"
• Over- representing the more frequent
visitors
Panel Samples
• Typically yield a high response rate
– Members may be compensated for their time
with a sweepstake or a small, cash incentive.
• Database on members
– Demographic and other information from
previous questionnaires
• Select quota samples based on product
ownership, lifestyle, or other characteristics.
• Probability Samples from Large Panels
Internet Samples
• Recruited Ad Hoc Samples
• Opt-in Lists

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Business research methods ppt chap 16

  • 1. Business Research Methods William G. Zikmund Chapter 16: Sample Designs and Sampling Procedures
  • 2. Sampling Terminology • Sample • Population or universe • Population element • Census
  • 3. Sample • Subset of a larger population
  • 4. Population • Any complete group – People – Sales territories – Stores
  • 5. Census • Investigation of all individual elements that make up a population
  • 6. Define the target population Select a sampling frame Conduct fieldwork Determine if a probability or nonprobability sampling method will be chosen Plan procedure for selecting sampling units Determine sample size Select actual sampling units Stages in the Selection of a Sample
  • 7. Target Population • Relevant population • Operationally define • Comic book reader?
  • 8. Sampling Frame • A list of elements from which the sample may be drawn • Working population • Mailing lists - data base marketers • Sampling frame error
  • 9. Sampling Units • Group selected for the sample • Primary Sampling Units (PSU) • Secondary Sampling Units • Tertiary Sampling Units
  • 10. Random Sampling Error • The difference between the sample results and the result of a census conducted using identical procedures • Statistical fluctuation due to chance variations
  • 11. Systematic Errors • Nonsampling errors • Unrepresentative sample results • Not due to chance • Due to study design or imperfections in execution
  • 12. Errors Associated with Sampling • Sampling frame error • Random sampling error • Nonresponse error
  • 13. Two Major Categories of Sampling • Probability sampling • Known, nonzero probability for every element • Nonprobability sampling • Probability of selecting any particular member is unknown
  • 14. Nonprobability Sampling • Convenience • Judgment • Quota • Snowball
  • 15. Probability Sampling • Simple random sample • Systematic sample • Stratified sample • Cluster sample • Multistage area sample
  • 16. Convenience Sampling • Also called haphazard or accidental sampling • The sampling procedure of obtaining the people or units that are most conveniently available
  • 17. Judgment Sampling • Also called purposive sampling • An experienced individual selects the sample based on his or her judgment about some appropriate characteristics required of the sample member
  • 18. Quota Sampling • Ensures that the various subgroups in a population are represented on pertinent sample characteristics • To the exact extent that the investigators desire • It should not be confused with stratified sampling.
  • 19. Snowball Sampling • A variety of procedures • Initial respondents are selected by probability methods • Additional respondents are obtained from information provided by the initial respondents
  • 20. Simple Random Sampling • A sampling procedure that ensures that each element in the population will have an equal chance of being included in the sample
  • 21. Systematic Sampling • A simple process • Every nth name from the list will be drawn
  • 22. Stratified Sampling • Probability sample • Subsamples are drawn within different strata • Each stratum is more or less equal on some characteristic • Do not confuse with quota sample
  • 23. Cluster Sampling • The purpose of cluster sampling is to sample economically while retaining the characteristics of a probability sample. • The primary sampling unit is no longer the individual element in the population • The primary sampling unit is a larger cluster of elements located in proximity to one another
  • 24. Population Element Possible Clusters in the United States U.S. adult population States Counties Metropolitan Statistical Area Census tracts Blocks Households Examples of Clusters
  • 25. Population Element Possible Clusters in the United States College seniors Colleges Manufacturing firms Counties Metropolitan Statistical Areas Localities Plants Examples of Clusters
  • 26. Population Element Possible Clusters in the United States Airline travelers Airports Planes Sports fans Football stadiums Basketball arenas Baseball parks Examples of Clusters
  • 27. What is the Appropriate Sample Design? • Degree of accuracy • Resources • Time • Advanced knowledge of the population • National versus local • Need for statistical analysis
  • 28. Internet Sampling is Unique • Internet surveys allow researchers to rapidly reach a large sample. • Speed is both an advantage and a disadvantage. • Sample size requirements can be met overnight or almost instantaneously. • Survey should be kept open long enough so all sample units can participate.
  • 29. Internet Sampling • Major disadvantage – lack of computer ownership and Internet access among certain segments of the population • Yet Internet samples may be representative of a target populations. – target population - visitors to a particular Web site. • Hard to reach subjects may participate
  • 30. Web Site Visitors • Unrestricted samples are clearly convenience samples • Randomly selecting visitors • Questionnaire request randomly "pops up" • Over- representing the more frequent visitors
  • 31. Panel Samples • Typically yield a high response rate – Members may be compensated for their time with a sweepstake or a small, cash incentive. • Database on members – Demographic and other information from previous questionnaires • Select quota samples based on product ownership, lifestyle, or other characteristics. • Probability Samples from Large Panels
  • 32. Internet Samples • Recruited Ad Hoc Samples • Opt-in Lists