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COMPLEX EXPERIMENTAL DESIGNS © 2009 The McGraw-Hill Companies, Inc.
23

Factorial Designs

May 21, 2017

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Page 1: Factorial Designs

COMPLEX EXPERIMENTAL DESIGNS

© 2009 The McGraw-Hill Companies, Inc.

Page 2: Factorial Designs

FACTORIAL DESIGNS

Factorial Designs: Designs with more than one independent variable (or factor)

Simplest Factorial Design 2 x 2 factorial design

Has two independent variables Each independent variable has two levels

© 2009 The McGraw-Hill Companies, Inc.

Page 3: Factorial Designs

Sample study: treating spider phobias

Therapy

Exposure only Exposure + Cognitive

Type of spider means:

Type of spiderReal spider 6 9 7.5

Fake spider 4 4 4

Therapy means:

5 6.5

© 2009 The McGraw-Hill Companies, Inc.

2 X 2: type of therapy by type of spider4 conditionsDV: score of spider phobia scale – higher the less afraid

Page 4: Factorial Designs

FACTORIAL DESIGNS

Interpretation of Factorial Designs Main effects of an independent

variable when the levels of one IV differ while

ignoring the values of the other IV Interaction between the

independent variables when the effect of one IV depends on

the level of the other IV

© 2009 The McGraw-Hill Companies, Inc.

Page 5: Factorial Designs

FACTORIAL DESIGNS

Interpretation of Factorial Designs Main effects of an independent variable Interaction between the independent variables

© 2009 The McGraw-Hill Companies, Inc.

Therapy

Exposure only

Exposure + Cognitive

Type of spider means:

Type of spider

Real spider 6 9 7.5

Fake spider 4 4 4

Therapy means:

5 6.5

Main effect of type of spider

Main effect of therapy

Interaction

Page 6: Factorial Designs

Looking at the interaction: graph the cell means

© 2009 The McGraw-Hill Companies, Inc.

Page 7: Factorial Designs

An interaction exists when lines are not parallel

© 2009 The McGraw-Hill Companies, Inc.

Page 8: Factorial Designs

Is there an interaction?

© 2009 The McGraw-Hill Companies, Inc.

Page 9: Factorial Designs

Notes on Graphing

Plot only cell means Use bar graphs

when the IV is categorical

Use line graphs when the IV is quantitative

© 2009 The McGraw-Hill Companies, Inc.

Page 10: Factorial Designs

FACTORIAL DESIGNS

Factorial Designs with Manipulated and Non-manipulated Variables IV x PV designs

(Independent Variable by Participant Variable)

© 2009 The McGraw-Hill Companies, Inc.

Therapy

Exposure only

Exposure + Cognitive

Gender means:

genderMen 6 9 7.5

Women 4 4 4

Therapy means:

5 6.5

Page 11: Factorial Designs

FACTORIAL DESIGNS

Outcomes of a 2 x 2 Factorial Design1. There may be a significant main effect for independent variable

A2. There may be a significant main effect for independent variable

B3. There may be a significant interaction between the independent

variables(See results in following slides)

© 2009 The McGraw-Hill Companies, Inc.

Page 12: Factorial Designs

FACTORIAL DESIGNS

© 2009 The McGraw-Hill Companies, Inc.

Page 13: Factorial Designs

FACTORIAL DESIGNS

© 2009 The McGraw-Hill Companies, Inc.

Page 14: Factorial Designs

FACTORIAL DESIGNS

© 2009 The McGraw-Hill Companies, Inc.

Page 15: Factorial Designs

FACTORIAL DESIGNS

© 2009 The McGraw-Hill Companies, Inc.

Page 16: Factorial Designs

FACTORIAL DESIGNS

© 2009 The McGraw-Hill Companies, Inc.

Page 17: Factorial Designs

FACTORIAL DESIGNS: 2 X 3

© 2009 The McGraw-Hill Companies, Inc.

Page 18: Factorial Designs

Simple main effect of type of therapy at each type of spider

© 2009 The McGraw-Hill Companies, Inc.

Therapy

Exposure only Exposure + Cognitive

Type of spider means:

Type of spiderReal spider 6 9 7.5

Fake spider 4 4 4

Therapy means:

5 6.5

Page 19: Factorial Designs

Simple main effect of type of spider at each type of therapy

© 2009 The McGraw-Hill Companies, Inc.

Therapy

Exposure only Exposure + Cognitive

Type of spider means:

Type of spiderReal spider 6 9 7.5

Fake spider 4 4 4

Therapy means:

5 6.5

Page 20: Factorial Designs

FACTORIAL DESIGNS

Interactions and Simple Main Effects Simple main effect of type of therapy at each type of spider

© 2009 The McGraw-Hill Companies, Inc.

Page 21: Factorial Designs

FACTORIAL DESIGNS

Interactions and Simple Main Effects Simple main effect of type of therapy at each type of spider Simple main effect of type of spider at each type of therapy

© 2009 The McGraw-Hill Companies, Inc.

vs

vs

Page 22: Factorial Designs

FACTORIAL DESIGNS

Assignment Procedures and Factorial Designs Independent groups design

Participants are only in one level of an IV Repeated measures design

Participants are in all levels of an IV Mixed factorial design using combined

assignment One IV is independent, the other is repeated

© 2009 The McGraw-Hill Companies, Inc.

Page 23: Factorial Designs

FACTORIAL DESIGNS

© 2009 The McGraw-Hill Companies, Inc.