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Agenda for This Unit Experimental Design Causal Reasoning in Experiments Notation Factorial Designs Main Effects Interaction Effects
Experimental Design Defined: a study of the effects of variables manipulated by a researcher in a situation in which all other variables are controlled, completed for the purpose of establishing causal relationships
Experimental Design Distinguishing Carefully Designed Studies from Experiments Manipulation of Variables Cause-effect Conclusions
Finding True Causes in Experiments The Challenge of Control A Case Study
Notation O - observation X - experimental variable R - randomization
Designs Reading Designs Pre-Experimental vs. True Experimental Designs
Randomization controlling for extraneous variables random assignment random selection
Comparing Designs
Internal Validity Defined: the degree to which the researcher can make an unequivocal statement of experimental effect Sources Mnemonic device: He said my tush is sagging extra inches.
External Validity Defined: the degree to which research findings can be generalized to other similar circumstances Sources
Other Sources of Invalidity Law of the Instrument Experimenter Effects (Demand Characteristics) Ignoring Initial Differences between Control and Experimental Groups
Factorial Designs Defined: experimental designs using more than one independent variable
One Factor Designs X1X1 - +
A Two Factor Design A 2 x 2 Design X1X X2X2
A 3 x 2 Design X1X1 - + X2X2 LOWMO HI
A Three Factor Design X1X X2X2 - + X3X3
The Relationship Between Factorial and Simple Designs X1X X2X2
X1X X2X2 R X O R O R X O R O R X O R O R X O R O
Identification of Offset Control Groups X1X X2X2 R X O R O R X O R O R X O R O R X O R O
Identification of Offset Control Groups X1X X2X2 R X O R O R X O R O R X O R O
Designs in Which Control Groups are Included X1X X2X2 R X O R O R X O R O R X O R O
Main Effects Defined: dependent variable effects from independent variables separately
A Main Effect Example X1X X2X Amount of Attitude Change Advocated Source Character
A Main Effect Example X1X X2X Amount of Attitude Change Advocated Source Character
A Main Effect Example X1X X2X Amount of Attitude Change Advocated Source Character
Diagrams of Main Effects Men Women Variable 1 D.V.: touching
Diagrams of Main Effects Men Women Variable 1 D.V.: touching
Diagrams of Main Effects Low High Variable 1 Amount of Attitude Change Advocated D.V.: Attitude Change
Diagrams of Main Effects Low High Variable 1 Variable 2 (Low) Amount of Attitude Change Advocated Source Character D.V.: Attitude Change
Diagrams of Main Effects Low High Variable 1 Variable 2 (High) Variable 2 (Low) Amount of Attitude Change Advocated Source Character D.V.: Attitude Change
Effects X1X X2X
Effects X1X X2X
Effects X1X X2X
Diagrams of Main Effects Low High Variable 1
Diagrams of Main Effects Low High Variable 1 Variable 2 (Low)
Diagrams of Main Effects Low High Variable 1 Variable 2 (Low) Variable 2 (High)
Interaction Effects Defined: dependent variable effects from independent variables taken together Forms: Ordinal (in the same direction as the main effects of variables involved) Disordinal (not in the same direction as the main effects of the variables involved)
An Interaction Effect Example X1X X2X
An Interaction Effect Example X1X X2X
An Interaction Effect Example X1X X2X
Diagram of the Interaction Effect Low High Variable 1
Diagram of the Interaction Effect Low High Variable 1 Variable 2 (Low)
Diagram of the Interaction Effect Low High Variable 1 Variable 2 (High) Variable 2 (Low)
Another Interaction Effect Example X1X X2X Sex of Clinician Male Female Type of Stuttering: Clonic Blocking
Another Interaction Effect Example X1X X2X Sex of Clinician Male Female Type of Stuttering: Clonic Blocking 30
Another Interaction Effect Example X1X X2X Sex of Clinician Male Female Type of Stuttering: Clonic Blocking 30
Diagram of the Interaction Effect Low High Variable 1 Male Female Sex of Clinician
Diagram of the Interaction Effect Low High Variable 1 Variable 2 (Low) Male Female Sex of Clinician Type of Stuttering: Clonic
Diagram of the Interaction Effect Low High Variable 1 Variable 2 (Low) Variable 2 (High) Male Female Sex of Clinician Type of Stuttering: Clonic Blocking
Interpreting Ordinal Interactions acceptable to look at the independent variables separately permissible to interpret main effects for independent variables involved in the interaction
Interpreting Disordinal Interactions must look at both independent variables together not permissible to interpret main effects for independent variables involved in the interaction
OK to Interpret Main Effects Low High Variable 1 Variable 2 (High) Variable 2 (Low)
Not OK to Interpret Main Effects Low High Variable 1 Variable 2 (Low) Variable 2 (High)
Effects: Example Low High Variable 2
Effects: Example Low High Variable 2 Variable 1 (Low)
Effects: Example Low High Variable 2 Variable 1(High) Variable 1 (Low)
Low High Variable 2 Effects: Example 2
Low High Variable 2 Effects: Example 2 Variable 1 (Low)
Low High Variable 2 Effects: Example 2 Variable 1 (High) Variable 1 (Low)