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VALIDITY IN QUALITATIVE RESEARCH
VALIDITY
How accurate are the conclusions you make based on your data analysis?
A matter of degree
Non-reification – validity is not a static entity
VALIDITY IN QUANTITATIVE RESEARCH
Content validity: How well does the measure cover the domain of the subject it is testing?
Criterion-related validity:Predictive validity: How well does the
measure predict appropriate success and failure?
Concurrent validity: How well does the measure predict appropriate success and failure in agreement with other (typically performance-based) similar measures?
VALIDITY IN QUANTITATIVE RESEARCH
Construct validity – Is the measure a valid measure of the construct?
Face validity: Does the measure meet the expectations for a valid test?
VALIDITY IN QUANTITATIVE RESEARCH
Threats to internal validity: Rival hypotheses, confounding variables, and alternative explanations (is the treatment in this case responsible for the observed changes?)
VALIDITY IN QUANTITATIVE RESEARCH
Threat Ways to ReduceSampling error and chance error Use inferential statistics.
History: Events that occur prior to the post-test might cause the effect
Use control group that is also subject to the events under question.
Instrumentation •Consistency in instrument•Quality of instrument (validity/ reliability)
Testing: Use of two or more testings with the same (or closely related) instrument – early testing experience may influence later results.
Use control group – should exhibit the effects of testing minus the treatment.
Regression: Occurs when extreme groups are selected for treatment without a control group.
Use control group.
VALIDITY IN QUANTITATIVE RESEARCH
Threat Ways to ReduceMortality: Individuals leave an experimental group prior to completion of the study.
Use control group with similar mortality.
Maturation: Growth or change, unrelated to the treatment, that might affect the measured effect occurs prior to completion of the study
Use control group.
Instrument decay: Changes in the way an instrument is used to measure the effect during the study (e.g. re-interpretation of scoring categories)
Instrument solidification prior to use Also consider ceiling and floor
effects.
Selection: Subjects are selected according to a factor that causes the same effect as the treatment.
Random assignment to groups
VALIDITY IN QUANTITATIVE RESEARCH
Threats to external validity: Restrictive conditions and explanations (To whom and what circumstances can the results be generalized?)
Six areas of research design that may restrict generalizibility:1. Subjects2. Situation3. Treatment4. Observation or measure5. Basis for sensing changes6. Procedure
VALIDITY IN QUANTITATIVE RESEARCH
Threat Ways to ReduceObtrusiveness and reactivity: Hawthorne effect Hypothesis guessing Guinea pigs Desire for treatment Rivalry between experimental and
control group (random assignment) Novelty effect Demoralization (control group
does not get special help) Diffusion (treatment is
communicated outside the context of the study)
Emotional bonding
Use unobtrusive procedures as much as possible
VALIDITY IN QUANTITATIVE RESEARCH
Threat Ways to ReduceResearcher expectancy: Those giving the treatment are aware of its potential effects
Keep researchers blind to which subjects are experimental or control
Multiple treatment interaction: Residual effects of one treatment influence a later treatment
Rotate the treatment into first position
Testing-treatment interaction: Treatment effect is affected by pre-testing
Post-test only designSolomon four-group design
Selection-treatment interaction: Treatment affects who is selected (e.g., people who are in particular need of the treatment)
Use of volunteers for treatment and control groups (weakens external validity)
Mortality-treatment interaction: Subjects drop out in reaction to the treatment
Use control group with similar mortality.
RELIABILITY IN QUANTITATIVE RESEARCH
Reliability: Does the measure yield consistent results? Does it measure consistently? Inter-observer/ inter-rater reliability Internal consistency: Are all items measuring
appropriate and similar things? Equivalence: Are different forms of the measure
equivalent? Stability: Is the behavior stable over time?
VALIDITY IN QUALITATIVE RESEARCH
Researcher as instrument: Are you seeing/hearing what is really there? Are you seeing/hearing what is important to you? Are you presenting findings that accurately
reflect the reality of the studied context?
How will you know when You’ve collected enough data?
VALIDITY IN QUALITATIVE RESEARCH
Coherence Comprehensiveness Authenticity Plausibility Trustworthiness Reflexivity Particularity Utility Accuracy Transferability
VALIDITY IN QUALITATIVE RESEARCH
Maxwell (1992) Descriptive validity Interpretive validity Theoretical validity Generalizability Evaluative validity
VALIDITY IN QUALITATIVE RESEARCH
Strategies: Methodological fidelity Data saturation Triangulation Discrepant (negative) case analysis Multi-method approaches Researcher-as-instrument Memoing Audit trail Member-checking