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Research Methods &
Design Outline
•Types of research design
•How to choose a research design
•Issues in research design
Types of Research Design
• Correlational
• Field (survey)
• Experimental
• Qualitative
• Meta-analysis
Types of Research Design
• Correlational Study
• Explores or tests relations between
variables
• “Rules out” alternative variables that
could play a role in relations between
variables
• Field
• Studies participants in their natural
setting
• Maximizes realism
Sekaran, Saks
Types of Research Design
• Experimental Designs
• Directly establishes cause-
effect nature of relationship
between variables
• Decreases ambiguity
• Laboratory vs. Field
Experiment
– Artificial setting with high control
over variables
• Experimental Designs
• Establish cause via
• Manipulation of cause (aka treatment)
• Temporal precedence of cause (and no other
factor) before effect
• Control of all other extraneous factors
Types of Research Design
Experimental Research Design
Example
Types of Research Design
• Qualitative
• Non-quantitative
• Not necessarily informal data collection
(cf. Saks)
• Examples
• Interview/focus group transcripts
• Some kinds of observational/archival data
• Critical incidents methodology
• Helps in
• Formulating hypotheses
• Deeper/richer understanding of
phenomena
• Interpret organization-specific results
Types of Research Design
• Meta Analysis
• Statistically combines results of existing
research to estimate overall size of
relation between variables
• Helps in
• Developing theory
• Identifying research needs,
• Establishing validity/effectiveness of HR
tools
• Can replace large-scale research studies
• Better than literature reviews
• Identify the type of research design
for each study description in Aamodt
Exercise 1-1 (handout)
Types of Research Design
Examples
Guns & Crime Article
• What are the two hypotheses re: the relation
between gun ownership and crime?
• What are different ways to measure gun
ownership?
• Identify the experimental and correlational
methods used to test the hypotheses
Types of Research Design
Examples
Types of Research Design
• Types of research design
• How to choose a research
design
• Issues in research design
How to Choose a Research
Design
• Does it adequately test the hypothesis?
• Does it identify & control extraneous
factors?
• Are results generalizable?
• Can the hypothesis be rejected or
retained via statistical means?
• Is the design efficient in using available
resources?
How to Choose a Research
Design
• Does it adequately test the
hypotheses?
• Hypotheses determine participants,
variables measured & data analysis
methods
• Example hypotheses tested in student
projects
– Discussion of Requirements of proposal
How to Choose a Research
Design
• Does it identify and control
extraneous factors?
• Eliminate alternative explanations for
results to increase confidence in cause-
effect conclusion (internal validity)
• Control depends on type of design
• Correlational design has less control
– Extraneous variables are measured and effects
are statistically controlled
Controlling Extraneous Variables in
Experimental Designs
• Random Assignment
• Distributing extraneous variable across
groups randomly
• Matching Groups
• Spreading the extraneous variable across
groups via systematic assignment
• Less effective than random assignment
(p.148 Sekaran)
• Control Group
• Group that receives no manipulation
How to Choose a Research
Design
• Are results generalizable?
• Replicate to other samples and other contexts
• Random selection of participants
• Features of field experiments enhancing external validity
• Realistic nature of setting and/or task
• Manipulation of treatment
• Use of control group
• Nature of samples used
• Lack of control over confounding variables due to non-
random assignment or inability for matching
How to Choose a Research
Design
• Can the hypothesis be rejected or
retained via statistical means? (statistical
conclusion validity)
• Need reliable measures
• Need large enough sample to detect true
effect & avoid Type 1 & 2 errors (see over)
• What is a null hypothesis?
– No effect proposed
• What is an alternative hypothesis?
– What is a directional hypothesis?
Types of Decisions based on Statistics
Reality
Effect does
not exist
Effect
Exists
Effect does
not Exist
Correct
Decision
Type 2
Error
Conclusion
Effect Exists Type 1
Error
Correct
Decision
How to Choose a Research
Design
• Is the design efficient in using
available resources?
• Optimal balance between research
design, time, resources and researcher
expertise
Research Methods &
Design Outline
•Types of research design
•How to choose a research design
•Issues in research design
Issues in Research Design
•Research context
•Nature & size of sample
•Data sources
Issues in Research Design
•Research Context
•One or several organizational contexts
•Laboratory vs. field setting– depends on
•Goal of establishing nature of phenomenon (or
process) that exists in most contexts
•Generalizability of results
•Control required of extraneous/nuisance
variables
Issues in Research Design
•Nature of sample
•Random vs. stratified
•Convenience sample
•Student vs. field based sample
•Size of sample determines
•Generalizability of results
•Ability to detect a true effect
Issues in Research Design
•Data Sources: Self report
•Common method variance
•Similar response format
•Consistency bias of participants
•Unreliability of measures
•Social desirability
•Alternative methods to questionnaire (e.g.,
interviews, behavioral, archival)
•Multiple times of data collection
•Alternative sources (e.g., supervisor, peer)
•Measure of individual’s susceptibility to social
desirability
Issues in Research Design
•Data Sources: Self report
•Response shift bias
•Alpha =real (condition) change
•Beta = change in frame of reference
(change in standards)
•Cross cultural difference in uses of ends vs.
middle of response scale
•Gamma=change in meaning of
construct/variable
•Cross cultural differences in meaning of term
Issues in Research Design
•Data Sources: Alternatives
•Co-workers (e.g., subordinates,
supervisors, peers)
•Archival
•Biological
•Trace
•Objective term
Research Methods &
Design Outline
RECAP
•Types of research design
•How to choose a research design
•Issues in research design

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types of research designs.ppt

  • 1. Research Methods & Design Outline •Types of research design •How to choose a research design •Issues in research design
  • 2. Types of Research Design • Correlational • Field (survey) • Experimental • Qualitative • Meta-analysis
  • 3. Types of Research Design • Correlational Study • Explores or tests relations between variables • “Rules out” alternative variables that could play a role in relations between variables • Field • Studies participants in their natural setting • Maximizes realism Sekaran, Saks
  • 4. Types of Research Design • Experimental Designs • Directly establishes cause- effect nature of relationship between variables • Decreases ambiguity • Laboratory vs. Field Experiment – Artificial setting with high control over variables
  • 5. • Experimental Designs • Establish cause via • Manipulation of cause (aka treatment) • Temporal precedence of cause (and no other factor) before effect • Control of all other extraneous factors Types of Research Design
  • 7. Types of Research Design • Qualitative • Non-quantitative • Not necessarily informal data collection (cf. Saks) • Examples • Interview/focus group transcripts • Some kinds of observational/archival data • Critical incidents methodology • Helps in • Formulating hypotheses • Deeper/richer understanding of phenomena • Interpret organization-specific results
  • 8. Types of Research Design • Meta Analysis • Statistically combines results of existing research to estimate overall size of relation between variables • Helps in • Developing theory • Identifying research needs, • Establishing validity/effectiveness of HR tools • Can replace large-scale research studies • Better than literature reviews
  • 9. • Identify the type of research design for each study description in Aamodt Exercise 1-1 (handout) Types of Research Design Examples
  • 10. Guns & Crime Article • What are the two hypotheses re: the relation between gun ownership and crime? • What are different ways to measure gun ownership? • Identify the experimental and correlational methods used to test the hypotheses Types of Research Design Examples
  • 11. Types of Research Design • Types of research design • How to choose a research design • Issues in research design
  • 12. How to Choose a Research Design • Does it adequately test the hypothesis? • Does it identify & control extraneous factors? • Are results generalizable? • Can the hypothesis be rejected or retained via statistical means? • Is the design efficient in using available resources?
  • 13. How to Choose a Research Design • Does it adequately test the hypotheses? • Hypotheses determine participants, variables measured & data analysis methods • Example hypotheses tested in student projects – Discussion of Requirements of proposal
  • 14. How to Choose a Research Design • Does it identify and control extraneous factors? • Eliminate alternative explanations for results to increase confidence in cause- effect conclusion (internal validity) • Control depends on type of design • Correlational design has less control – Extraneous variables are measured and effects are statistically controlled
  • 15. Controlling Extraneous Variables in Experimental Designs • Random Assignment • Distributing extraneous variable across groups randomly • Matching Groups • Spreading the extraneous variable across groups via systematic assignment • Less effective than random assignment (p.148 Sekaran) • Control Group • Group that receives no manipulation
  • 16. How to Choose a Research Design • Are results generalizable? • Replicate to other samples and other contexts • Random selection of participants • Features of field experiments enhancing external validity • Realistic nature of setting and/or task • Manipulation of treatment • Use of control group • Nature of samples used • Lack of control over confounding variables due to non- random assignment or inability for matching
  • 17. How to Choose a Research Design • Can the hypothesis be rejected or retained via statistical means? (statistical conclusion validity) • Need reliable measures • Need large enough sample to detect true effect & avoid Type 1 & 2 errors (see over) • What is a null hypothesis? – No effect proposed • What is an alternative hypothesis? – What is a directional hypothesis?
  • 18. Types of Decisions based on Statistics Reality Effect does not exist Effect Exists Effect does not Exist Correct Decision Type 2 Error Conclusion Effect Exists Type 1 Error Correct Decision
  • 19. How to Choose a Research Design • Is the design efficient in using available resources? • Optimal balance between research design, time, resources and researcher expertise
  • 20. Research Methods & Design Outline •Types of research design •How to choose a research design •Issues in research design
  • 21. Issues in Research Design •Research context •Nature & size of sample •Data sources
  • 22. Issues in Research Design •Research Context •One or several organizational contexts •Laboratory vs. field setting– depends on •Goal of establishing nature of phenomenon (or process) that exists in most contexts •Generalizability of results •Control required of extraneous/nuisance variables
  • 23. Issues in Research Design •Nature of sample •Random vs. stratified •Convenience sample •Student vs. field based sample •Size of sample determines •Generalizability of results •Ability to detect a true effect
  • 24. Issues in Research Design •Data Sources: Self report •Common method variance •Similar response format •Consistency bias of participants •Unreliability of measures •Social desirability •Alternative methods to questionnaire (e.g., interviews, behavioral, archival) •Multiple times of data collection •Alternative sources (e.g., supervisor, peer) •Measure of individual’s susceptibility to social desirability
  • 25. Issues in Research Design •Data Sources: Self report •Response shift bias •Alpha =real (condition) change •Beta = change in frame of reference (change in standards) •Cross cultural difference in uses of ends vs. middle of response scale •Gamma=change in meaning of construct/variable •Cross cultural differences in meaning of term
  • 26. Issues in Research Design •Data Sources: Alternatives •Co-workers (e.g., subordinates, supervisors, peers) •Archival •Biological •Trace •Objective term
  • 27. Research Methods & Design Outline RECAP •Types of research design •How to choose a research design •Issues in research design