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Chapter 14. External Validity of Research. External Validity. Concept of External Validity Structural Component Functional & Conceptual Components Assessing External Validity Lab Research, Natural Setting & External Validity Summary. External Validity: Concept.
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Chapter 14 External Validity of Research
External Validity • Concept of External Validity • Structural Component • Functional & Conceptual Components • Assessing External Validity • Lab Research, Natural Setting & External Validity • Summary
External Validity:Concept • Do results generalize “across”: • Other settings • Populations • Times • Do results generalize “to”: • Particular setting • Particular population • ? Which is more important to • Basic researchers? • Across • Applied researchers? • To • ? Why? • Give examples of limits to from your project
External validity:concepts • Boundary conditions? • Limitations of generalization • Situations where the theory doesn’t apply • E.g. Newtonian physics in outer space • “Reinforcement theory” when behavior is constrained • ? What are some boundary conditions in your study? • Ecological validity? • Similarity of conditions to the natural setting • Substance abuse in half-way house. v. living at home • Training offsite v. on the job
External Validity(Whitley’s view) • Generalizing Across • “generalizability” • Generalizing to • “ecological validity”
External Validity Components: • Structural • Methods, how its carried out • Setting, procedures, sample • Functional • How it operates; works • Similarity of psych process in study and natural setting • Conceptual • How important in real world • Faking on personality tests used for applicant selection • Marihuana use at work
External Validity:Components (Vidmar, ’79) • Structural • Method • Procedure • Sample • Setting • Example: • Does student participation in GS -> task satisfaction? • Generalize to other students? • To workers in a factory?
External ValidityComponents (con’t) (Vidmar, 79) • Functional (primarily ecological validity) • How close do the psychological processes in study match natural setting? • E.g. mock jury v. real jury • Conceptual (primarily ecological validity) • How close does the problem in study match the natural setting? • E.g. crowding in lab study = crowding in prison?
Structural Components:Generalize findings to other • Settings • Participant samples • Research procedures • Times • Cultures • ? How are the structural components of your study related to external validity?
Structural Component • Settings (Physical & Social) • Physical (e.g. Wickland) • Reactivity (behavior changes when being observed) • Research attributes (of E) • Co-participant attributes (when they interact) • Ecological validity (mundane realism) • What factors in your project could interact with IVs?
Structural Component • Participant sample factors • Convenience sample • availability v. representative • Restricted sampling • E.g. Young, white, lesbian female postal carrier • Volunteer participants • Would you “devolunteer”? • Person by person situation interactions • Personal characteristics may interact with IV • Ecological validity • Are college students representative of…?
Research Procedure Factors • Artificiality • Operational Definitions (use multiple op defs) • Levels of IV (what is the range of values?) • Ecological Validity (Too many college Ss?) • Cultural Factors (Cross cultural factors) • Time Factors • (how many psychotherapy sessions are optimal?)
Functional and Conceptual Componentsverisimilitude = appearance of truth • Functional • Do the psychological processes act the same way in other settings, populations? • E.g. when the stakes are high in jury decisions v. mock juries? • Conceptual • E.g. “sub-clinical” depression in college Ss = form of depression in clinical population? (Kazdin, ’97) • Researchers v. policy makers • Estimator vars cannot be changed (e.g. level of victim anxiety) • Policy vars can (e.g. time between crime and testimony) • Utility of DV • E.g. actual prisoner violence v. perceptions of control (theoretical interest)
Relationships Among Components • Components of structural, functional, conceptual are interrelated • Acute v. chronic manipulations • Related to both functional and conceptual • E.g. are long and short term anxiety the same?
Assessing External Validity • Assessing Generalizability • 1. include generalizability factors • E.g. moderators such as age, gender, race • 2. replicate findings • 3. acknowledge limitations of study • ? What are some of yours? • Assessing Ecological Validity – consider: • Conceptual (policy relevance of IV; utility of DV) • Functional (similar psychological processes?) • Structural (naturalism?)
Lab v. natural Settings & Ecological Validity • Lab research & Ecological Validity • Defending lab research (Purposes are different) • Lab research • Tests causal hypotheses (Berkowitz 7 Donnerstein, ’82) • “ A behavioral phenomenon reliably deonstrated is a genuine phenomenon” • Falsify theoretical porpositions (Higgens & Marlatt, ’73) • Alcoholics don’t drink to reduce tension • Dissect complex phenomena (Haney, Banks, & Zimbardo, ’73) • Role assignment alone can determine behaviors • Discover new phenomena (Henshel, ’80) • Would ecological research have discovered that biofeedback works?
Lab v. Natural Settings (con’t) • Ecological Validity as Empirical Question • Can be tested • (e.g. meta of meta-analysis shows effect size r=.73) • Natural Settings and Generalizability • No guarantee of generalizability for natural setting research • Structural v. Functional & Conceptual Verisimilitude • Ecological focuses on structural, ignores functional/conceptual (Locke, ’86) • Analog Research • Reproducing natural setting in lab • What most of you would like to do with your manipulation • Philosophies of Science and Naturalism in Research • A matter of preference! Basic or Applied? • What’s in your wallet?
External Validity & Internal Valitidy • It’s a trade off, but… • Internal is more important • Must rule out other plausible causes to draw conclustions • E.g. which diet is best? Carbs or Fat? • Who really knows? • ?Which is more important for your project?
External Validity: Summary • Concept of External Validity • Structural Component • Functional & Conceptual Components • Assessing External Validity • Lab Research, Natural Setting & External Validity