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Page 1: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 2: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 3: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 4: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 5: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 6: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 7: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction

Perceived Susceptibility

Perceived Severity

Perceived Benefits

Perceived Barriers

Behavior

Health Behavior Models

Health Belief Model(Rosenstock et al., 1959)

Page 8: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction

Health Behavior Models

Attitude

Toward

Behavior

Subjective

Norm

Perceived

Behavioral

Control

Intention Behavior

Theory of Planned Behavior (Ajzen, 1985)

Page 9: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 10: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 11: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 12: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 13: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 14: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 15: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 16: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction

Metaphors: Forces and Friction

Page 17: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction

Metaphors: Fluid Dynamics

Page 18: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 19: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 20: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 21: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction

Kiviniemi et al. (2007) Health Psychology

– Community adults (N=433)

• Average age = 33 years

• 69% white

• 58% female

– In person, paper/pencil survey

Page 22: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction

Kiviniemi et al. (2007) Health Psychology

– Community adults (N=433)

– In person, paper/pencil survey

– Vigorous physical activity behavior (BRFSS)• Amount of time spent in vigorous physical activity

• Minutes/week (square root transformed)

Page 23: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction

Kiviniemi et al. (2007) Health Psychology

– Community adults (N=433)

– In person, paper/pencil survey

– Vigorous physical activity behavior (BRFSS)

– Expected Utility (Steinhardt & Dishman, 1989)

• Perceived benefits (6 items; α=0.86)

• Perceived barriers (14 items; α=0.79)

Page 24: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction

Analysis

• Is there a higher order (quadratic or cubic) effect for the relation of benefits (barriers) to behavior?

• Stepwise linear regression

– Linear term

– Quadratic term

– Cubic term

Page 25: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction

Linear Lens

• Benefits

– β = 0.12, t (407) = 2.33, p < .05

• Barriers

– β = -0.11, t (407) = -2.31, p < .05

Page 26: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction

Alternative Lens

ModelTerm

Benefits Barriers

%VAF (R2) FCHANGE %VAF (R2) FCHANGE

Linear 1.3% 5.33* 1.3% 5.43*

Quadratic

Cubic

Page 27: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction

Alternative Lens

ModelTerm

Benefits Barriers

%VAF (R2) FCHANGE %VAF (R2) FCHANGE

Linear 1.3% 5.33* 1.3% 5.43*

Quadratic 4.3% 12.39*** 4.1% 11.84***

Cubic

Page 28: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction

Alternative Lens

ModelTerm

Benefits Barriers

%VAF (R2) FCHANGE %VAF (R2) FCHANGE

Linear 1.3% 5.33* 1.3% 5.43*

Quadratic 4.3% 12.39*** 4.1% 11.84***

Cubic 4.3% <1, ns 4.1% <1, ns

Page 29: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction

Results – Benefits and Activity

6

7

8

9

10

11

12

13

1 2 3 4 5 6

Act

ivit

y (√

tra

nsf

orm

)

Benefits

Page 30: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction

Results – Barriers and Activity

7

8

9

10

11

12

13

1 2 3 4

Act

ivit

y (√

tra

nsf

orm

)

Barriers

Page 31: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 32: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 33: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction
Page 34: PowerPoint PresentationAttitude Toward Behavior Subjective Norm Perceived Behavioral Control Intention Behavior Theory of Planned Behavior (Ajzen, 1985) Metaphors: Forces and Friction