Psychology 296 Some Research Methods Terms & Concepts Levels of Measurement: Nominal, Ordinal, Interval, Ratio Types of Statistics: Descriptive, Inferential Types of Research Questions: Descriptive, Correlational, Quasi-Experimental, (True) Experimental Types of Research: Survey, Archival research, Natural observation/field study, Participant observation, Case study, Content analysis, Reliability/Validity studies, Experimental, Qualitative, Program Evaluation, Meta-Analysis Ways of Knowing: Tenacity, Authority, Emotion, Common Sense, Intuition, Sense Experience, Logic, Science Circle of Scientific Research: Observations, hunches, informal hypotheses, etc. perhaps organized into a theory specific hypothesis method for testing hypothesis & specific prediction of outcome conduct the test/research analyze the data interpret the results use conclusions to support or refute (or complicate) the original theory Common Problems with Non-experimental Research: lack of generalization (sampling issues), existence of unknown variables, unreliable data, invalid data (problems with how questions are written or how variables are operationally defined, biased data (especial self report or archival data), difficulty with objectivity of measurement and/or interpretation, statistics (descriptive and correlational) may be misleading or incorrectly interpreted Essentials of Experimentation: Manipulation, Measurement, Control Some basic concepts: Independent variable Quasi-independent variable (ex-post facto) Subject Variable Dependent Variable Operational Definition Spurious variable (3rd variable) Extraneous variable Confounding variable Reliability of a variable Measurement reliability Test-retest reliability Inter-rater reliability Alternative-form reliablity Literature search Psychological Abstracts/Psych Info/ Psych Lit Mental Measurements Yearbook Annual Review of Psychology ERIC Theoretical Population Sampling Frame/Real Population Response Rate Random Sampling Stratified random sampling Proportionate random sampling Cluster sampling Convenience (haphazard)Sampling Quota sampling Targeted Sampling Random Assignment to Conditions Matched-pairs Matched samples Inferential statistic Null & Alternative Hypotheses Type I & Type II errors Alpha level p-value Effect size Power of a test Post-hoc test Marginally significant effect One-shot Study One group Pretest-Posttest Static Group Comparison -----Multiple Groups Posttest Matched Group Posttest Multiple Groups PretestPosttest Solomon Four Group Informed Consent Institutional Review Board Risks vs. Benefits Deception Omission vs. Commission Debriefing Confidentiality Subject at Minimal Risk Validity of a variable Face validity Construct validity Concurrent validity Predictive validity Convergent validity Divergent validity Internal validity (of a scale) Reactivity of a measurement Condition/Group/Treatment Level of an IV Between-subject IV Within-subject IV Repeated measures Experimental group Control group Placebo group Likert Scale Structured Response Format (closed) Open-Ended Questions Double-Barreled Questions Leading Questions Extraneous Variable Confounding Variable Individual Differences Variable Demand Characteristics Social Desirability Bias Placebo Effect Experimenter Bio-social Effects Experimenter Expectancy Floor & Ceiling Effects Counterbalancing Order effect Practice effect Fatigue effect Carry-over effect Latin-square design Experiment Validity: Construct validity Internal Validity External Validity Ecological validity Statistical validity Ethical validity Threat to internal validity (confounds) History Maturation Testing Instrumentation Statistical Regression Subject Mortality Subject Selection (no random assignment to conditions) Factorial design Completely BetweenSubjects Completely WithinSubjects Mixed Designs Main Effect Interaction Effect ANOVA Source table (logic)