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Methods of Education ResearchMethods of Education Research
Most Common Methods,Most Common Methods,
Controversies, and EthicalControversies, and Ethical
Considerations related to MethodsConsiderations related to Methods
and Research Instrumentsand Research Instruments
Olatokunbo S. Fashola, Ph.D. Adjunct Research Scientist,
Faculty Associate, Johns Hopkins University
Different Types of ResearchDifferent Types of Research
nn Basic ResearchBasic Research
nn Applied ResearchApplied Research
nn Evaluation ResearchEvaluation Research
nn Action ResearchAction Research
Additional types of researchAdditional types of research
nn Historical ResearchHistorical Research
nn Descriptive ResearchDescriptive Research
nn CorrelationalCorrelational ResearchResearch
nn Causal Comparative Research/ Quasi-Causal Comparative Research/ Quasi-
Experimental ResearchExperimental Research
nn Experimental ResearchExperimental Research
Who are yourWho are your ““people?people?””
nn What is your population of interestWhat is your population of interest
–– To whom would you like the results to beTo whom would you like the results to be
generalized?generalized?
–– How do you select your sample in a way thatHow do you select your sample in a way that
enables you to generalize the results to thisenables you to generalize the results to this
sample?sample?
–– What do you wish to generalize to this sample?What do you wish to generalize to this sample?
–– What are some ways of selecting anWhat are some ways of selecting an
appropriate Population?appropriate Population?
How and why are you sampling?How and why are you sampling?
nn Random SamplingRandom Sampling
nn Stratified SamplingStratified Sampling
nn Cluster SamplingCluster Sampling
nn Systematic SamplingSystematic Sampling
nn Some challenges to sampling include:Some challenges to sampling include:
–– Sampling BiasSampling Bias
–– SizeSize
–– PopulationPopulation
–– Self SelectionSelf Selection
–– SnowballingSnowballing
–– Available group useAvailable group use
nn How will you inform yourHow will you inform your fundersfunders that you havethat you have
addressed these challenges/threats?addressed these challenges/threats?
Research InstrumentsResearch Instruments
nn Assessments to be administered to determineAssessments to be administered to determine
effectiveness or impact?effectiveness or impact?
nn Developer Created versus Externally Developed?Developer Created versus Externally Developed?
nn Standardized TestsStandardized Tests
–– Things to look for include:Things to look for include:
–– ValidityValidity Define ValidityDefine Validity
»» Construct, Content, Item, Concurrent, Sampling Face,Construct, Content, Item, Concurrent, Sampling Face,
Predictive, ConstructPredictive, Construct
–– ReliabilityReliability Define ReliabilityDefine Reliability
»» Inter-rater, Test-Retest, Equivalent Forms, Split HalfInter-rater, Test-Retest, Equivalent Forms, Split Half
nn ObservationObservation
–– QuestionnairesQuestionnaires
–– SurveysSurveys
nn Focus GroupsFocus Groups
Ethical considerationsEthical considerations
nn Right to refuse to be involvedRight to refuse to be involved
nn Right to stop being involvedRight to stop being involved
nn Strategies for achieving and maintaining supportStrategies for achieving and maintaining support
from participants (schools, universities)from participants (schools, universities)
nn Training others to implement the treatment.Training others to implement the treatment.
nn No harming of students (minimal risk)No harming of students (minimal risk)
nn SubjectSubject’’s right to privacys right to privacy
nn Parental consentParental consent
nn Collecting data without permissionCollecting data without permission
nn Sharing of dataSharing of data
Ethical ConsiderationsEthical Considerations
nn Refusal of treatment to participants who mayRefusal of treatment to participants who may
need itneed it
nn Advocacy versus researchAdvocacy versus research
nn Gould ExperimentGould Experiment
nn Tuskegee (syphilis study)Tuskegee (syphilis study)
nn AIDS study (overseas)AIDS study (overseas)
nn Aspirin and Heart Attack studyAspirin and Heart Attack study
nn When is enough enough?When is enough enough?
–– ZimbardoZimbardo Prison StudyPrison Study
–– MilgrimMilgrim StudyStudy
Two pieces of legislation onTwo pieces of legislation on
ethicsethics
nn National Research Act of 1974National Research Act of 1974
–– Approval of the study by an external organized groupApproval of the study by an external organized group
prior to implementation of the study (IRB)prior to implementation of the study (IRB)
»» No harmNo harm
»» Informed consentInformed consent
»» Parental or guardian permission(signatures)Parental or guardian permission(signatures)
nn Family Educational Rights and Privacy ActFamily Educational Rights and Privacy Act
(Buckley)(Buckley)
–– Privacy of educational records of studentsPrivacy of educational records of students
»» e.g. recoding student id numberse.g. recoding student id numbers
»» Masking direct access to student recordsMasking direct access to student records
Descriptive ResearchDescriptive Research
nn Why conduct descriptive research?Why conduct descriptive research?
–– How do some of these procedures differ from,How do some of these procedures differ from,
or how are they similar to those of Quantitativeor how are they similar to those of Quantitative
Researchers?Researchers?
–– Test Hypotheses and answer questionsTest Hypotheses and answer questions
–– Develop an appropriate instrument forDevelop an appropriate instrument for
gathering informationgathering information
–– Self Reports may includeSelf Reports may include
»» Questionnaires, interviews, standardized attitudeQuestionnaires, interviews, standardized attitude
scales (scales (likertlikert))
Qualitative ResearchQualitative Research
nn ObservationObservation
–– NaturalisticNaturalistic
–– Role PlayingRole Playing
–– Case StudiesCase Studies
–– Content analyses (e.g. portfolios)Content analyses (e.g. portfolios)
nn Participant ObservationParticipant Observation
–– Research is embedded in the studyResearch is embedded in the study
»» UriUri TriesmanTriesman
»» SlimSlim’’ss CafeCafe
EthnographyEthnography
nn Classroom BasedClassroom Based
nn School BasedSchool Based
nn Enclosed group basedEnclosed group based
nn Any of the aboveAny of the above
CorrelationalCorrelational StudiesStudies
nn Why conductWhy conduct correlationalcorrelational studies?studies?
–– PositivePositive
–– NegativeNegative
–– ZeroZero
nn When would it be good to have a positiveWhen would it be good to have a positive
correlationcorrelation
nn When would it be good to have a negativeWhen would it be good to have a negative
correlationcorrelation
nn When would it be good to have a zero correlation?When would it be good to have a zero correlation?
Causal Comparative or QuasiCausal Comparative or Quasi
Experimental DesignsExperimental Designs
nn Experimental GroupExperimental Group
nn Control GroupControl Group
nn Independent Variable (manipulated?)Independent Variable (manipulated?)
nn Dependent VariableDependent Variable
–– Controlling using matchingControlling using matching
–– Comparing subgroupsComparing subgroups
–– Co-VaryingCo-Varying
RandomizationRandomization
nn Both groups are equal at the onset of the studyBoth groups are equal at the onset of the study
nn Causal Relationship between two variablesCausal Relationship between two variables
nn Treatment and comparison/control groupTreatment and comparison/control group
nn Treatment versus no treatmentTreatment versus no treatment
nn Treatment A versus Treatment BTreatment A versus Treatment B
nn Exposure for a determined amount of timeExposure for a determined amount of time
nn Post-testPost-test
nn So what sets this apart from Quasi-experimentalSo what sets this apart from Quasi-experimental
designs?designs?
nn Stay TunedStay Tuned
Direct power over independentDirect power over independent
variablesvariables
nn Direct ManipulationDirect Manipulation
–– Manipulation of at least one independent variable.Manipulation of at least one independent variable.
Direct and intentionalDirect and intentional
nn Direct ControlDirect Control
–– Direct control over what is provided to each groupDirect control over what is provided to each group
nn Control of subject variablesControl of subject variables
–– Pretest scores, pretest performancePretest scores, pretest performance
nn Control of environmental variablesControl of environmental variables
–– Curriculum materials, length of exposure, etc.Curriculum materials, length of exposure, etc.
WhatWhat’’s the buzz?s the buzz?
nn Effect SizesEffect Sizes
nn Evidence of EffectivenessEvidence of Effectiveness
nn ImpactImpact
nn Power AnalysisPower Analysis
nn Type 1 and Type 2 ErrorsType 1 and Type 2 Errors
nn Minimal Detectable EffectsMinimal Detectable Effects
nn Interclass/IntraclassInterclass/Intraclass CorrelationsCorrelations
nn Counterfactual (what would have happened if weCounterfactual (what would have happened if we
had provided this intervention or treatment?)had provided this intervention or treatment?)
nn Value Added ModelsValue Added Models
nn Single Unit Transfer Variable AssumptionSingle Unit Transfer Variable Assumption
Any problems withAny problems with
Experimental Designs?Experimental Designs?
nn WHAT? Problems? What Problems?WHAT? Problems? What Problems?
nn Threats!!!Threats!!!
nn You threatening me?You threatening me?
nn ErEr, no, threats to internal and external validity, no, threats to internal and external validity
nn Internal ValidityInternal Validity
–– History, maturation, testing, instrumentation, statisticalHistory, maturation, testing, instrumentation, statistical
regression, differential selection, mortalityregression, differential selection, mortality
nn External ValidityExternal Validity
–– Pretest-treatment interaction, multiple treatmentPretest-treatment interaction, multiple treatment
interference, experimenter effects, reactiveinterference, experimenter effects, reactive
arrangements (arrangements (hawthornehawthorne effect).effect).

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Methods of research

  • 1. Methods of Education ResearchMethods of Education Research Most Common Methods,Most Common Methods, Controversies, and EthicalControversies, and Ethical Considerations related to MethodsConsiderations related to Methods and Research Instrumentsand Research Instruments Olatokunbo S. Fashola, Ph.D. Adjunct Research Scientist, Faculty Associate, Johns Hopkins University
  • 2. Different Types of ResearchDifferent Types of Research nn Basic ResearchBasic Research nn Applied ResearchApplied Research nn Evaluation ResearchEvaluation Research nn Action ResearchAction Research
  • 3. Additional types of researchAdditional types of research nn Historical ResearchHistorical Research nn Descriptive ResearchDescriptive Research nn CorrelationalCorrelational ResearchResearch nn Causal Comparative Research/ Quasi-Causal Comparative Research/ Quasi- Experimental ResearchExperimental Research nn Experimental ResearchExperimental Research
  • 4. Who are yourWho are your ““people?people?”” nn What is your population of interestWhat is your population of interest –– To whom would you like the results to beTo whom would you like the results to be generalized?generalized? –– How do you select your sample in a way thatHow do you select your sample in a way that enables you to generalize the results to thisenables you to generalize the results to this sample?sample? –– What do you wish to generalize to this sample?What do you wish to generalize to this sample? –– What are some ways of selecting anWhat are some ways of selecting an appropriate Population?appropriate Population?
  • 5. How and why are you sampling?How and why are you sampling? nn Random SamplingRandom Sampling nn Stratified SamplingStratified Sampling nn Cluster SamplingCluster Sampling nn Systematic SamplingSystematic Sampling nn Some challenges to sampling include:Some challenges to sampling include: –– Sampling BiasSampling Bias –– SizeSize –– PopulationPopulation –– Self SelectionSelf Selection –– SnowballingSnowballing –– Available group useAvailable group use nn How will you inform yourHow will you inform your fundersfunders that you havethat you have addressed these challenges/threats?addressed these challenges/threats?
  • 6. Research InstrumentsResearch Instruments nn Assessments to be administered to determineAssessments to be administered to determine effectiveness or impact?effectiveness or impact? nn Developer Created versus Externally Developed?Developer Created versus Externally Developed? nn Standardized TestsStandardized Tests –– Things to look for include:Things to look for include: –– ValidityValidity Define ValidityDefine Validity »» Construct, Content, Item, Concurrent, Sampling Face,Construct, Content, Item, Concurrent, Sampling Face, Predictive, ConstructPredictive, Construct –– ReliabilityReliability Define ReliabilityDefine Reliability »» Inter-rater, Test-Retest, Equivalent Forms, Split HalfInter-rater, Test-Retest, Equivalent Forms, Split Half nn ObservationObservation –– QuestionnairesQuestionnaires –– SurveysSurveys nn Focus GroupsFocus Groups
  • 7. Ethical considerationsEthical considerations nn Right to refuse to be involvedRight to refuse to be involved nn Right to stop being involvedRight to stop being involved nn Strategies for achieving and maintaining supportStrategies for achieving and maintaining support from participants (schools, universities)from participants (schools, universities) nn Training others to implement the treatment.Training others to implement the treatment. nn No harming of students (minimal risk)No harming of students (minimal risk) nn SubjectSubject’’s right to privacys right to privacy nn Parental consentParental consent nn Collecting data without permissionCollecting data without permission nn Sharing of dataSharing of data
  • 8. Ethical ConsiderationsEthical Considerations nn Refusal of treatment to participants who mayRefusal of treatment to participants who may need itneed it nn Advocacy versus researchAdvocacy versus research nn Gould ExperimentGould Experiment nn Tuskegee (syphilis study)Tuskegee (syphilis study) nn AIDS study (overseas)AIDS study (overseas) nn Aspirin and Heart Attack studyAspirin and Heart Attack study nn When is enough enough?When is enough enough? –– ZimbardoZimbardo Prison StudyPrison Study –– MilgrimMilgrim StudyStudy
  • 9. Two pieces of legislation onTwo pieces of legislation on ethicsethics nn National Research Act of 1974National Research Act of 1974 –– Approval of the study by an external organized groupApproval of the study by an external organized group prior to implementation of the study (IRB)prior to implementation of the study (IRB) »» No harmNo harm »» Informed consentInformed consent »» Parental or guardian permission(signatures)Parental or guardian permission(signatures) nn Family Educational Rights and Privacy ActFamily Educational Rights and Privacy Act (Buckley)(Buckley) –– Privacy of educational records of studentsPrivacy of educational records of students »» e.g. recoding student id numberse.g. recoding student id numbers »» Masking direct access to student recordsMasking direct access to student records
  • 10. Descriptive ResearchDescriptive Research nn Why conduct descriptive research?Why conduct descriptive research? –– How do some of these procedures differ from,How do some of these procedures differ from, or how are they similar to those of Quantitativeor how are they similar to those of Quantitative Researchers?Researchers? –– Test Hypotheses and answer questionsTest Hypotheses and answer questions –– Develop an appropriate instrument forDevelop an appropriate instrument for gathering informationgathering information –– Self Reports may includeSelf Reports may include »» Questionnaires, interviews, standardized attitudeQuestionnaires, interviews, standardized attitude scales (scales (likertlikert))
  • 11. Qualitative ResearchQualitative Research nn ObservationObservation –– NaturalisticNaturalistic –– Role PlayingRole Playing –– Case StudiesCase Studies –– Content analyses (e.g. portfolios)Content analyses (e.g. portfolios) nn Participant ObservationParticipant Observation –– Research is embedded in the studyResearch is embedded in the study »» UriUri TriesmanTriesman »» SlimSlim’’ss CafeCafe
  • 12. EthnographyEthnography nn Classroom BasedClassroom Based nn School BasedSchool Based nn Enclosed group basedEnclosed group based nn Any of the aboveAny of the above
  • 13. CorrelationalCorrelational StudiesStudies nn Why conductWhy conduct correlationalcorrelational studies?studies? –– PositivePositive –– NegativeNegative –– ZeroZero nn When would it be good to have a positiveWhen would it be good to have a positive correlationcorrelation nn When would it be good to have a negativeWhen would it be good to have a negative correlationcorrelation nn When would it be good to have a zero correlation?When would it be good to have a zero correlation?
  • 14. Causal Comparative or QuasiCausal Comparative or Quasi Experimental DesignsExperimental Designs nn Experimental GroupExperimental Group nn Control GroupControl Group nn Independent Variable (manipulated?)Independent Variable (manipulated?) nn Dependent VariableDependent Variable –– Controlling using matchingControlling using matching –– Comparing subgroupsComparing subgroups –– Co-VaryingCo-Varying
  • 15. RandomizationRandomization nn Both groups are equal at the onset of the studyBoth groups are equal at the onset of the study nn Causal Relationship between two variablesCausal Relationship between two variables nn Treatment and comparison/control groupTreatment and comparison/control group nn Treatment versus no treatmentTreatment versus no treatment nn Treatment A versus Treatment BTreatment A versus Treatment B nn Exposure for a determined amount of timeExposure for a determined amount of time nn Post-testPost-test nn So what sets this apart from Quasi-experimentalSo what sets this apart from Quasi-experimental designs?designs? nn Stay TunedStay Tuned
  • 16. Direct power over independentDirect power over independent variablesvariables nn Direct ManipulationDirect Manipulation –– Manipulation of at least one independent variable.Manipulation of at least one independent variable. Direct and intentionalDirect and intentional nn Direct ControlDirect Control –– Direct control over what is provided to each groupDirect control over what is provided to each group nn Control of subject variablesControl of subject variables –– Pretest scores, pretest performancePretest scores, pretest performance nn Control of environmental variablesControl of environmental variables –– Curriculum materials, length of exposure, etc.Curriculum materials, length of exposure, etc.
  • 17. WhatWhat’’s the buzz?s the buzz? nn Effect SizesEffect Sizes nn Evidence of EffectivenessEvidence of Effectiveness nn ImpactImpact nn Power AnalysisPower Analysis nn Type 1 and Type 2 ErrorsType 1 and Type 2 Errors nn Minimal Detectable EffectsMinimal Detectable Effects nn Interclass/IntraclassInterclass/Intraclass CorrelationsCorrelations nn Counterfactual (what would have happened if weCounterfactual (what would have happened if we had provided this intervention or treatment?)had provided this intervention or treatment?) nn Value Added ModelsValue Added Models nn Single Unit Transfer Variable AssumptionSingle Unit Transfer Variable Assumption
  • 18. Any problems withAny problems with Experimental Designs?Experimental Designs? nn WHAT? Problems? What Problems?WHAT? Problems? What Problems? nn Threats!!!Threats!!! nn You threatening me?You threatening me? nn ErEr, no, threats to internal and external validity, no, threats to internal and external validity nn Internal ValidityInternal Validity –– History, maturation, testing, instrumentation, statisticalHistory, maturation, testing, instrumentation, statistical regression, differential selection, mortalityregression, differential selection, mortality nn External ValidityExternal Validity –– Pretest-treatment interaction, multiple treatmentPretest-treatment interaction, multiple treatment interference, experimenter effects, reactiveinterference, experimenter effects, reactive arrangements (arrangements (hawthornehawthorne effect).effect).